{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p001", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "549", "pdf_pages": "1", "section": "Abstract", "claim": "AI can sharply reduce the cost of generating legal materials for lawyers and nonlawyers", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 549, that AI can sharply reduce the cost of generating legal materials for lawyers and nonlawyers. The discussion places this proposition within Abstract and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because lower production costs could dismantle entrenched barriers that leave most legal problems without effective redress. It connects to access to justice, legal-service costs, generative AI, legal materials, unmet legal need, technology adoption.", "significance": "AI can sharply reduce the cost of generating legal materials for lawyers and nonlawyers. This matters because lower production costs could dismantle entrenched barriers that leave most legal problems without effective redress.", "connections": ["access to justice", "legal-service costs", "generative AI", "legal materials", "unmet legal need", "technology adoption"], "limitations": "The claim is a thesis-level forecast; the article later acknowledges uncertainty about adoption, filing behavior, and institutional response.", "evidence_summary": "Printed page 549 (PDF page 1) develops this proposition in Abstract.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p001", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p002", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "549", "pdf_pages": "1", "section": "Abstract", "claim": "greater access generated by AI can paradoxically undermine the delivery of justice", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 549, that greater access generated by AI can paradoxically undermine the delivery of justice. The discussion places this proposition within Abstract and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because opening the courthouse door increases demand on a system whose adjudicative resources remain scarce. It connects to access versus delivery, judicial economy, institutional capacity, litigation volume, resource scarcity, AI governance.", "significance": "greater access generated by AI can paradoxically undermine the delivery of justice. This matters because opening the courthouse door increases demand on a system whose adjudicative resources remain scarce.", "connections": ["access versus delivery", "judicial economy", "institutional capacity", "litigation volume", "resource scarcity", "AI governance"], "limitations": "The claim is a thesis-level forecast; the article later acknowledges uncertainty about adoption, filing behavior, and institutional response.", "evidence_summary": "Printed page 549 (PDF page 1) develops this proposition in Abstract.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p002", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p003", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "549", "pdf_pages": "1", "section": "Abstract", "claim": "AI affects the naming, blaming, and claiming stages that precede formal litigation", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 549, that AI affects the naming, blaming, and claiming stages that precede formal litigation. The discussion places this proposition within Abstract and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because its effects begin before drafting a complaint and therefore reach claims that conventional access measures may never observe. It connects to naming blaming claiming, legal consciousness, dispute transformation, upstream barriers, claim formation, access to justice.", "significance": "AI affects the naming, blaming, and claiming stages that precede formal litigation. This matters because its effects begin before drafting a complaint and therefore reach claims that conventional access measures may never observe.", "connections": ["naming blaming claiming", "legal consciousness", "dispute transformation", "upstream barriers", "claim formation", "access to justice"], "limitations": "The claim is a thesis-level forecast; the article later acknowledges uncertainty about adoption, filing behavior, and institutional response.", "evidence_summary": "Printed page 549 (PDF page 1) develops this proposition in Abstract.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p003", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p004", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "549", "pdf_pages": "1", "section": "Abstract", "claim": "the legal system should respond to AI adoption through proactive integration rather than continual restriction of litigants", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 549, that the legal system should respond to AI adoption through proactive integration rather than continual restriction of litigants. The discussion places this proposition within Abstract and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because scaling judicial capacity can preserve new access gains without shrinking procedural or substantive rights. It connects to proactive integration, legal thermostats, procedural rights, substantive rights, court technology, judicial capacity.", "significance": "the legal system should respond to AI adoption through proactive integration rather than continual restriction of litigants. This matters because scaling judicial capacity can preserve new access gains without shrinking procedural or substantive rights.", "connections": ["proactive integration", "legal thermostats", "procedural rights", "substantive rights", "court technology", "judicial capacity"], "limitations": "The claim is a thesis-level forecast; the article later acknowledges uncertainty about adoption, filing behavior, and institutional response.", "evidence_summary": "Printed page 549 (PDF page 1) develops this proposition in Abstract.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p004", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p005", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "550", "pdf_pages": "2", "section": "Introduction", "claim": "most legal disputes never become filed cases", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 550, that most legal disputes never become filed cases. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the visible docket represents only a fraction of the underlying demand for legal remedies. It connects to unfiled disputes, unmet legal need, case selection, civil justice, access barriers, litigation demand.", "significance": "most legal disputes never become filed cases. This matters because the visible docket represents only a fraction of the underlying demand for legal remedies.", "connections": ["unfiled disputes", "unmet legal need", "case selection", "civil justice", "access barriers", "litigation demand"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 550 (PDF page 2) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p005", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p006", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "550", "pdf_pages": "2", "section": "Introduction", "claim": "estimates of roughly 120 million unresolved legal problems reveal a potential caseload far larger than current dockets", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 550, that estimates of roughly 120 million unresolved legal problems reveal a potential caseload far larger than current dockets. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because even a modest conversion of latent problems into claims could materially alter judicial economy. It connects to unresolved legal problems, latent demand, caseload forecasting, court capacity, access to justice, civil litigation.", "significance": "estimates of roughly 120 million unresolved legal problems reveal a potential caseload far larger than current dockets. This matters because even a modest conversion of latent problems into claims could materially alter judicial economy.", "connections": ["unresolved legal problems", "latent demand", "caseload forecasting", "court capacity", "access to justice", "civil litigation"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 550 (PDF page 2) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p006", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p007", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "550", "pdf_pages": "2", "section": "Introduction", "claim": "low-income Americans face both frequent civil legal problems and extremely low rates of legal assistance", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 550, that low-income Americans face both frequent civil legal problems and extremely low rates of legal assistance. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because AI enters a system in which need is widespread but professional help is rationed. It connects to legal aid gap, low-income litigants, civil legal needs, rationing, distributional justice, AI assistance.", "significance": "low-income Americans face both frequent civil legal problems and extremely low rates of legal assistance. This matters because AI enters a system in which need is widespread but professional help is rationed.", "connections": ["legal aid gap", "low-income litigants", "civil legal needs", "rationing", "distributional justice", "AI assistance"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 550 (PDF page 2) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p007", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p008", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "551", "pdf_pages": "3", "section": "Introduction", "claim": "many access-to-justice barriers can be translated into costs", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 551, that many access-to-justice barriers can be translated into costs. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because fees for lawyers and litigation make formal rights practically unusable for ordinary people and small businesses. It connects to legal costs, lawyer fees, practical rights, small claims, access barriers, legal markets.", "significance": "many access-to-justice barriers can be translated into costs. This matters because fees for lawyers and litigation make formal rights practically unusable for ordinary people and small businesses.", "connections": ["legal costs", "lawyer fees", "practical rights", "small claims", "access barriers", "legal markets"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 551 (PDF page 3) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p008", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p009", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "551", "pdf_pages": "3", "section": "Introduction", "claim": "the way an injured person describes a wrong can reveal the absence of legal consciousness", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 551, that the way an injured person describes a wrong can reveal the absence of legal consciousness. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because calling wage theft being stiffed rather than a breach or rights violation shows that claim formation fails before court costs arise. It connects to legal consciousness, wage theft, framing, naming harms, claim formation, sociolegal barriers.", "significance": "the way an injured person describes a wrong can reveal the absence of legal consciousness. This matters because calling wage theft being stiffed rather than a breach or rights violation shows that claim formation fails before court costs arise.", "connections": ["legal consciousness", "wage theft", "framing", "naming harms", "claim formation", "sociolegal barriers"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 551 (PDF page 3) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p009", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p010", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "551", "pdf_pages": "3", "section": "Introduction", "claim": "large increases in legal-aid funding have made only a limited dent in unmet need", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 551, that large increases in legal-aid funding have made only a limited dent in unmet need. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the scale of demand makes a lawyer-by-lawyer solution structurally inadequate on its own. It connects to legal aid, funding constraints, service capacity, unmet demand, lawyer scarcity, institutional scale.", "significance": "large increases in legal-aid funding have made only a limited dent in unmet need. This matters because the scale of demand makes a lawyer-by-lawyer solution structurally inadequate on its own.", "connections": ["legal aid", "funding constraints", "service capacity", "unmet demand", "lawyer scarcity", "institutional scale"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 551 (PDF page 3) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p010", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p011", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "552", "pdf_pages": "4", "section": "Introduction", "claim": "legal-aid organizations must turn away enormous numbers of eligible people because lawyers are scarce", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 552, that legal-aid organizations must turn away enormous numbers of eligible people because lawyers are scarce. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the existing delivery model cannot supply individualized professional service to everyone who needs it. It connects to legal aid rationing, lawyer-client ratios, service denial, resource scarcity, civil justice, scalability.", "significance": "legal-aid organizations must turn away enormous numbers of eligible people because lawyers are scarce. This matters because the existing delivery model cannot supply individualized professional service to everyone who needs it.", "connections": ["legal aid rationing", "lawyer-client ratios", "service denial", "resource scarcity", "civil justice", "scalability"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 552 (PDF page 4) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p011", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p012", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "552", "pdf_pages": "4", "section": "Introduction", "claim": "technology can reinforce inequality when repeat-player firms automate litigation while individuals remain comparatively analog", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 552, that technology can reinforce inequality when repeat-player firms automate litigation while individuals remain comparatively analog. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because unequal adoption can let organizational plaintiffs scale claims against defendants who lack comparable tools. It connects to technology asymmetry, repeat players, debt collection, automation, default judgments, distributional power.", "significance": "technology can reinforce inequality when repeat-player firms automate litigation while individuals remain comparatively analog. This matters because unequal adoption can let organizational plaintiffs scale claims against defendants who lack comparable tools.", "connections": ["technology asymmetry", "repeat players", "debt collection", "automation", "default judgments", "distributional power"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 552 (PDF page 4) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p012", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p013", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "552", "pdf_pages": "4", "section": "Introduction", "claim": "the claim that individuals use only analog legal tools is overstated but contains an important asymmetry", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 552, that the claim that individuals use only analog legal tools is overstated but contains an important asymmetry. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because ordinary people do use the internet and digital tools, yet sophisticated firms retain advantages in systematization and automation. It connects to legal technology, individual litigants, organizational capacity, digital tools, automation gap, nuanced diagnosis.", "significance": "the claim that individuals use only analog legal tools is overstated but contains an important asymmetry. This matters because ordinary people do use the internet and digital tools, yet sophisticated firms retain advantages in systematization and automation.", "connections": ["legal technology", "individual litigants", "organizational capacity", "digital tools", "automation gap", "nuanced diagnosis"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 552 (PDF page 4) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p013", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p014", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "553", "pdf_pages": "5", "section": "Introduction", "claim": "stories about lawyers filing hallucinated AI output obscure evidence of real adoption", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 553, that stories about lawyers filing hallucinated AI output obscure evidence of real adoption. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because spectacular failures attract attention while quietly demonstrating that legal professionals already find the tools useful enough to deploy. It connects to AI hallucinations, media narratives, legal practice, technology adoption, selection effects, professional behavior.", "significance": "stories about lawyers filing hallucinated AI output obscure evidence of real adoption. This matters because spectacular failures attract attention while quietly demonstrating that legal professionals already find the tools useful enough to deploy.", "connections": ["AI hallucinations", "media narratives", "legal practice", "technology adoption", "selection effects", "professional behavior"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 553 (PDF page 5) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p014", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p015", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "553", "pdf_pages": "5", "section": "Introduction", "claim": "small law firms are adopting generative AI despite not usually being early adopters", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 553, that small law firms are adopting generative AI despite not usually being early adopters. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because diffusion beyond elite firms suggests that low cost and accessibility can broaden the technology's litigation impact. It connects to small firms, diffusion, generative AI, legal innovation, adoption patterns, litigation technology.", "significance": "small law firms are adopting generative AI despite not usually being early adopters. This matters because diffusion beyond elite firms suggests that low cost and accessibility can broaden the technology's litigation impact.", "connections": ["small firms", "diffusion", "generative AI", "legal innovation", "adoption patterns", "litigation technology"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 553 (PDF page 5) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p015", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p016", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "553", "pdf_pages": "5", "section": "Introduction", "claim": "convenience can drive AI adoption even when users know the tools are imperfect", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 553, that convenience can drive AI adoption even when users know the tools are imperfect. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because practical uptake depends on comparative usefulness rather than flawless performance. It connects to convenience, imperfect technology, bounded reliability, user incentives, adoption behavior, legal services.", "significance": "convenience can drive AI adoption even when users know the tools are imperfect. This matters because practical uptake depends on comparative usefulness rather than flawless performance.", "connections": ["convenience", "imperfect technology", "bounded reliability", "user incentives", "adoption behavior", "legal services"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 553 (PDF page 5) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p016", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p017", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "554", "pdf_pages": "6", "section": "Introduction", "claim": "democratized litigation technology is likely to produce a litigation boom by sharply lowering material-production costs", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 554, that democratized litigation technology is likely to produce a litigation boom by sharply lowering material-production costs. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because reduced filing costs activate claims that current frictions leave dormant. It connects to litigation boom, democratization, production costs, latent claims, filing incentives, access to justice.", "significance": "democratized litigation technology is likely to produce a litigation boom by sharply lowering material-production costs. This matters because reduced filing costs activate claims that current frictions leave dormant.", "connections": ["litigation boom", "democratization", "production costs", "latent claims", "filing incentives", "access to justice"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 554 (PDF page 6) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p017", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p018", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "554", "pdf_pages": "6", "section": "Introduction", "claim": "courts should begin integrating AI before increased caseloads force emergency responses", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 554, that courts should begin integrating AI before increased caseloads force emergency responses. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because early preparation permits testing and institutional learning instead of crisis-driven rights restrictions. It connects to proactive governance, court readiness, institutional learning, AI testing, caseload growth, rights preservation.", "significance": "courts should begin integrating AI before increased caseloads force emergency responses. This matters because early preparation permits testing and institutional learning instead of crisis-driven rights restrictions.", "connections": ["proactive governance", "court readiness", "institutional learning", "AI testing", "caseload growth", "rights preservation"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 554 (PDF page 6) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p018", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p019", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "554", "pdf_pages": "6", "section": "Introduction", "claim": "unreliable AI should be a catalyst for careful integration rather than a reason for institutional paralysis", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 554, that unreliable AI should be a catalyst for careful integration rather than a reason for institutional paralysis. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because known limitations are easier to study and manage before systems are deployed under acute workload pressure. It connects to responsible innovation, AI reliability, testing, institutional design, risk management, judicial administration.", "significance": "unreliable AI should be a catalyst for careful integration rather than a reason for institutional paralysis. This matters because known limitations are easier to study and manage before systems are deployed under acute workload pressure.", "connections": ["responsible innovation", "AI reliability", "testing", "institutional design", "risk management", "judicial administration"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 554 (PDF page 6) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p019", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p020", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "555", "pdf_pages": "7", "section": "Introduction", "claim": "the naming-blaming-claiming model identifies invisible filters that keep injuries from becoming legal claims", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 555, that the naming-blaming-claiming model identifies invisible filters that keep injuries from becoming legal claims. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because access reform must address conceptual and social barriers that arise before a person seeks counsel or court access. It connects to dispute transformation, upstream filters, legal consciousness, sociolegal theory, claim recognition, access reform.", "significance": "the naming-blaming-claiming model identifies invisible filters that keep injuries from becoming legal claims. This matters because access reform must address conceptual and social barriers that arise before a person seeks counsel or court access.", "connections": ["dispute transformation", "upstream filters", "legal consciousness", "sociolegal theory", "claim recognition", "access reform"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 555 (PDF page 7) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p020", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p021", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "555", "pdf_pages": "7", "section": "Introduction", "claim": "AI can shepherd individuals through naming, blaming, and claiming by translating misfortune into legally cognizable terms", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 555, that AI can shepherd individuals through naming, blaming, and claiming by translating misfortune into legally cognizable terms. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because cheap interactive guidance can activate pent-up claims that cost statistics and filed-case data omit. It connects to interactive guidance, legal framing, latent claims, generative AI, claim articulation, access to justice.", "significance": "AI can shepherd individuals through naming, blaming, and claiming by translating misfortune into legally cognizable terms. This matters because cheap interactive guidance can activate pent-up claims that cost statistics and filed-case data omit.", "connections": ["interactive guidance", "legal framing", "latent claims", "generative AI", "claim articulation", "access to justice"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 555 (PDF page 7) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p021", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p022", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "555", "pdf_pages": "7", "section": "Introduction", "claim": "removing access filters will enable both meritorious and abusive litigation", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 555, that removing access filters will enable both meritorious and abusive litigation. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because some existing frictions exclude socially valuable claims while also deterring harassment and fabricated allegations. It connects to governance friction, meritorious claims, abusive litigation, filtering, tradeoffs, judicial economy.", "significance": "removing access filters will enable both meritorious and abusive litigation. This matters because some existing frictions exclude socially valuable claims while also deterring harassment and fabricated allegations.", "connections": ["governance friction", "meritorious claims", "abusive litigation", "filtering", "tradeoffs", "judicial economy"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 555 (PDF page 7) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p022", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p023", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "556", "pdf_pages": "8", "section": "Introduction", "claim": "procedural and substantive doctrines can operate as legal thermostats that stabilize caseload", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 556, that procedural and substantive doctrines can operate as legal thermostats that stabilize caseload. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because rules framed as rights doctrine may also be adjusted in response to pressure on finite judicial resources. It connects to legal thermostats, control theory, caseload management, procedure, substantive law, institutional adaptation.", "significance": "procedural and substantive doctrines can operate as legal thermostats that stabilize caseload. This matters because rules framed as rights doctrine may also be adjusted in response to pressure on finite judicial resources.", "connections": ["legal thermostats", "control theory", "caseload management", "procedure", "substantive law", "institutional adaptation"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 556 (PDF page 8) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p023", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p024", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "556", "pdf_pages": "8", "section": "Introduction", "claim": "thermostat adjustments can erase access gains by narrowing the rights available after litigants reach court", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 556, that thermostat adjustments can erase access gains by narrowing the rights available after litigants reach court. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because formal entry into the system is not meaningful if proof burdens and remedies become increasingly restrictive. It connects to rights contraction, access versus delivery, proof burdens, remedies, procedural justice, system capacity.", "significance": "thermostat adjustments can erase access gains by narrowing the rights available after litigants reach court. This matters because formal entry into the system is not meaningful if proof burdens and remedies become increasingly restrictive.", "connections": ["rights contraction", "access versus delivery", "proof burdens", "remedies", "procedural justice", "system capacity"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 556 (PDF page 8) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p024", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p025", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "556", "pdf_pages": "8", "section": "Introduction", "claim": "integrating AI into case management and chambers can scale processing without sacrificing individual rights", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 556, that integrating AI into case management and chambers can scale processing without sacrificing individual rights. The discussion places this proposition within Introduction and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because court-side productivity improvements target the supply of adjudication rather than suppressing demand. It connects to court AI, case management, chambers, productivity, rights preservation, judicial capacity.", "significance": "integrating AI into case management and chambers can scale processing without sacrificing individual rights. This matters because court-side productivity improvements target the supply of adjudication rather than suppressing demand.", "connections": ["court AI", "case management", "chambers", "productivity", "rights preservation", "judicial capacity"], "limitations": "The cited figures and examples establish scale and mechanisms, but the article cautions that civil-justice data are incomplete and future effects remain uncertain.", "evidence_summary": "Printed page 556 (PDF page 8) develops this proposition in Introduction.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p025", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p026", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "557", "pdf_pages": "9", "section": "I.A. AI Legal Efficacy", "claim": "debate about legal AI is distorted by treating it as either omnipotent or useless", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 557, that debate about legal AI is distorted by treating it as either omnipotent or useless. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because a task-specific middle position is necessary to evaluate capabilities, failures, and realistic substitutes. It connects to AI evaluation, capability spectrum, technological realism, task specificity, legal AI, false dichotomy.", "significance": "debate about legal AI is distorted by treating it as either omnipotent or useless. This matters because a task-specific middle position is necessary to evaluate capabilities, failures, and realistic substitutes.", "connections": ["AI evaluation", "capability spectrum", "technological realism", "task specificity", "legal AI", "false dichotomy"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 557 (PDF page 9) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p026", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p027", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "557", "pdf_pages": "9", "section": "I.A. AI Legal Efficacy", "claim": "current capability evidence establishes tentative floors while observed limits establish only tentative ceilings", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 557, that current capability evidence establishes tentative floors while observed limits establish only tentative ceilings. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because rapid development makes both positive and negative performance claims time-sensitive. It connects to capability floors, limitation ceilings, technical change, forecast uncertainty, model evaluation, legal technology.", "significance": "current capability evidence establishes tentative floors while observed limits establish only tentative ceilings. This matters because rapid development makes both positive and negative performance claims time-sensitive.", "connections": ["capability floors", "limitation ceilings", "technical change", "forecast uncertainty", "model evaluation", "legal technology"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 557 (PDF page 9) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p027", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p028", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "557", "pdf_pages": "9", "section": "I.A. AI Legal Efficacy", "claim": "adequacy rather than perfection is the relevant threshold for estimating litigation effects", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 557, that adequacy rather than perfection is the relevant threshold for estimating litigation effects. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because tools can change behavior and filing volume even when they do not match elite professional quality. It connects to adequate performance, adoption effects, comparative quality, litigation incentives, technology diffusion, access to justice.", "significance": "adequacy rather than perfection is the relevant threshold for estimating litigation effects. This matters because tools can change behavior and filing volume even when they do not match elite professional quality.", "connections": ["adequate performance", "adoption effects", "comparative quality", "litigation incentives", "technology diffusion", "access to justice"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 557 (PDF page 9) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p028", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p029", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "558", "pdf_pages": "10", "section": "I.A. AI Legal Efficacy", "claim": "GPT-4 performed contract issue identification at roughly the level of junior lawyers in a cited study", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 558, that GPT-4 performed contract issue identification at roughly the level of junior lawyers in a cited study. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because near-professional performance on a bounded task makes substitution and augmentation plausible. It connects to contract review, junior lawyers, issue spotting, benchmarking, legal AI, professional substitution.", "significance": "GPT-4 performed contract issue identification at roughly the level of junior lawyers in a cited study. This matters because near-professional performance on a bounded task makes substitution and augmentation plausible.", "connections": ["contract review", "junior lawyers", "issue spotting", "benchmarking", "legal AI", "professional substitution"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 558 (PDF page 10) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p029", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p030", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "558", "pdf_pages": "10", "section": "I.A. AI Legal Efficacy", "claim": "AI completed contract-review tasks in a small fraction of lawyer time and at a tiny operating cost", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 558, that AI completed contract-review tasks in a small fraction of lawyer time and at a tiny operating cost. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because large speed and cost differentials can transform the economics and volume of legal-material production. It connects to productivity, operating cost, contract analysis, automation, legal-service pricing, scale.", "significance": "AI completed contract-review tasks in a small fraction of lawyer time and at a tiny operating cost. This matters because large speed and cost differentials can transform the economics and volume of legal-material production.", "connections": ["productivity", "operating cost", "contract analysis", "automation", "legal-service pricing", "scale"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 558 (PDF page 10) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p030", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p031", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "558", "pdf_pages": "10", "section": "I.A. AI Legal Efficacy", "claim": "the model's preference for precision over recall resembled a junior lawyer's failure pattern", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 558, that the model's preference for precision over recall resembled a junior lawyer's failure pattern. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because comparison of error structure is more informative than demanding error-free output from machines alone. It connects to precision and recall, error profiles, human benchmark, F-score, quality assurance, comparative evaluation.", "significance": "the model's preference for precision over recall resembled a junior lawyer's failure pattern. This matters because comparison of error structure is more informative than demanding error-free output from machines alone.", "connections": ["precision and recall", "error profiles", "human benchmark", "F-score", "quality assurance", "comparative evaluation"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 558 (PDF page 10) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p031", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p032", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "559", "pdf_pages": "11", "section": "I.A. AI Legal Efficacy", "claim": "newer models correctly answered illustrative contract-review errors made by an earlier model", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 559, that newer models correctly answered illustrative contract-review errors made by an earlier model. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because some prominent failures may be transient artifacts rather than durable technological limits. It connects to model improvement, transient errors, contract review, technical progress, replication, capability ceilings.", "significance": "newer models correctly answered illustrative contract-review errors made by an earlier model. This matters because some prominent failures may be transient artifacts rather than durable technological limits.", "connections": ["model improvement", "transient errors", "contract review", "technical progress", "replication", "capability ceilings"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 559 (PDF page 11) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p032", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p033", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "559", "pdf_pages": "11", "section": "I.A. AI Legal Efficacy", "claim": "smart readers can greatly shorten and simplify consumer legal documents without losing essential information", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 559, that smart readers can greatly shorten and simplify consumer legal documents without losing essential information. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because comprehension tools can reduce reading time and literacy barriers as well as direct legal fees. It connects to smart readers, consumer contracts, readability, summarization, no-reading problem, accessibility.", "significance": "smart readers can greatly shorten and simplify consumer legal documents without losing essential information. This matters because comprehension tools can reduce reading time and literacy barriers as well as direct legal fees.", "connections": ["smart readers", "consumer contracts", "readability", "summarization", "no-reading problem", "accessibility"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 559 (PDF page 11) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p033", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p034", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "559", "pdf_pages": "11", "section": "I.A. AI Legal Efficacy", "claim": "some smart-reader failures reflected context-window limits that later systems substantially mitigated", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 559, that some smart-reader failures reflected context-window limits that later systems substantially mitigated. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because technology-sensitive diagnosis prevents temporary engineering constraints from being mistaken for conceptual impossibility. It connects to context windows, document length, system improvement, smart readers, failure analysis, technical change.", "significance": "some smart-reader failures reflected context-window limits that later systems substantially mitigated. This matters because technology-sensitive diagnosis prevents temporary engineering constraints from being mistaken for conceptual impossibility.", "connections": ["context windows", "document length", "system improvement", "smart readers", "failure analysis", "technical change"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 559 (PDF page 11) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p034", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p035", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "560", "pdf_pages": "12", "section": "I.A. AI Legal Efficacy", "claim": "LLMs achieved substantial above-chance accuracy on complex tax-law questions", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 560, that LLMs achieved substantial above-chance accuracy on complex tax-law questions. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because bounded legal reasoning performance can be useful even when accuracy falls well short of perfection. It connects to tax law, legal reasoning, accuracy, retrieval augmentation, benchmarking, bounded competence.", "significance": "LLMs achieved substantial above-chance accuracy on complex tax-law questions. This matters because bounded legal reasoning performance can be useful even when accuracy falls well short of perfection.", "connections": ["tax law", "legal reasoning", "accuracy", "retrieval augmentation", "benchmarking", "bounded competence"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 560 (PDF page 12) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p035", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p036", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "560", "pdf_pages": "12", "section": "I.A. AI Legal Efficacy", "claim": "the realistic margin of substitution is often a low-cost lay service provider rather than a white-shoe lawyer", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 560, that the realistic margin of substitution is often a low-cost lay service provider rather than a white-shoe lawyer. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because distributional and market effects depend on what service users would otherwise obtain. It connects to margin of substitution, legal services market, lay preparers, professional hierarchy, access to advice, comparative baseline.", "significance": "the realistic margin of substitution is often a low-cost lay service provider rather than a white-shoe lawyer. This matters because distributional and market effects depend on what service users would otherwise obtain.", "connections": ["margin of substitution", "legal services market", "lay preparers", "professional hierarchy", "access to advice", "comparative baseline"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 560 (PDF page 12) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p036", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p037", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "560", "pdf_pages": "12", "section": "I.A. AI Legal Efficacy", "claim": "legal hallucinations are a serious but sometimes cheaply verifiable failure mode", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 560, that legal hallucinations are a serious but sometimes cheaply verifiable failure mode. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because source checking and technical mitigation can make some errors manageable without making them harmless. It connects to hallucinations, source verification, error mitigation, legal research, quality control, AI reliability.", "significance": "legal hallucinations are a serious but sometimes cheaply verifiable failure mode. This matters because source checking and technical mitigation can make some errors manageable without making them harmless.", "connections": ["hallucinations", "source verification", "error mitigation", "legal research", "quality control", "AI reliability"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 560 (PDF page 12) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p037", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p038", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "561", "pdf_pages": "13", "section": "I.A. AI Legal Efficacy", "claim": "bar-exam claims about GPT-4 depend materially on the human comparison group and test administration", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 561, that bar-exam claims about GPT-4 depend materially on the human comparison group and test administration. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because headline percentiles can overstate capability when repeat takers and seasonal cohorts are ignored. It connects to bar exam, benchmark design, comparison groups, percentiles, evaluation validity, legal competence.", "significance": "bar-exam claims about GPT-4 depend materially on the human comparison group and test administration. This matters because headline percentiles can overstate capability when repeat takers and seasonal cohorts are ignored.", "connections": ["bar exam", "benchmark design", "comparison groups", "percentiles", "evaluation validity", "legal competence"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 561 (PDF page 13) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p038", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p039", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "561", "pdf_pages": "13", "section": "I.A. AI Legal Efficacy", "claim": "corrected estimates place GPT-4 near the median of successful test takers overall but much lower on essays", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 561, that corrected estimates place GPT-4 near the median of successful test takers overall but much lower on essays. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because aggregate performance can conceal important task-level weaknesses relevant to actual lawyering. It connects to essay performance, aggregate scores, task decomposition, lawyering skills, human benchmarks, model limits.", "significance": "corrected estimates place GPT-4 near the median of successful test takers overall but much lower on essays. This matters because aggregate performance can conceal important task-level weaknesses relevant to actual lawyering.", "connections": ["essay performance", "aggregate scores", "task decomposition", "lawyering skills", "human benchmarks", "model limits"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 561 (PDF page 13) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p039", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p040", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "561", "pdf_pages": "13", "section": "I.A. AI Legal Efficacy", "claim": "bar and law-school tests imperfectly predict practice but remain relevant because they are legal gatekeepers", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 561, that bar and law-school tests imperfectly predict practice but remain relevant because they are legal gatekeepers. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the same institutions that license human lawyers cannot dismiss comparable machine performance as wholly irrelevant. It connects to professional licensing, bar examination, gatekeeping, ecological validity, legal education, AI competence.", "significance": "bar and law-school tests imperfectly predict practice but remain relevant because they are legal gatekeepers. This matters because the same institutions that license human lawyers cannot dismiss comparable machine performance as wholly irrelevant.", "connections": ["professional licensing", "bar examination", "gatekeeping", "ecological validity", "legal education", "AI competence"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 561 (PDF page 13) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p040", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p041", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "562", "pdf_pages": "14", "section": "I.A. AI Legal Efficacy", "claim": "blind referees preferred an AI-drafted employment complaint letter to a trained lawyer's letter in a cited study", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 562, that blind referees preferred an AI-drafted employment complaint letter to a trained lawyer's letter in a cited study. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because real-world output evaluation can reveal usefulness that abstract benchmark scores miss. It connects to complaint drafting, blind evaluation, employment law, writing quality, real-world evidence, legal AI.", "significance": "blind referees preferred an AI-drafted employment complaint letter to a trained lawyer's letter in a cited study. This matters because real-world output evaluation can reveal usefulness that abstract benchmark scores miss.", "connections": ["complaint drafting", "blind evaluation", "employment law", "writing quality", "real-world evidence", "legal AI"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 562 (PDF page 14) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p041", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p042", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "562", "pdf_pages": "14", "section": "I.A. AI Legal Efficacy", "claim": "legal-aid lawyers reported productivity gains from GPT-4 while remaining concerned about the technology", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 562, that legal-aid lawyers reported productivity gains from GPT-4 while remaining concerned about the technology. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because practitioner experience supports augmentation without eliminating the need for professional caution. It connects to legal aid, field study, productivity, professional judgment, AI concerns, augmentation.", "significance": "legal-aid lawyers reported productivity gains from GPT-4 while remaining concerned about the technology. This matters because practitioner experience supports augmentation without eliminating the need for professional caution.", "connections": ["legal aid", "field study", "productivity", "professional judgment", "AI concerns", "augmentation"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 562 (PDF page 14) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p042", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p043", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "562", "pdf_pages": "14", "section": "I.A. AI Legal Efficacy", "claim": "AI faults must be measured against realistic alternatives, including self-help and doing nothing", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 562, that AI faults must be measured against realistic alternatives, including self-help and doing nothing. The discussion places this proposition within I.A. AI Legal Efficacy and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because many underserved people are choosing between imperfect AI and no legal assistance, not between AI and elite counsel. It connects to realistic alternatives, doing nothing, self-help, access inequality, comparative evaluation, legal assistance.", "significance": "AI faults must be measured against realistic alternatives, including self-help and doing nothing. This matters because many underserved people are choosing between imperfect AI and no legal assistance, not between AI and elite counsel.", "connections": ["realistic alternatives", "doing nothing", "self-help", "access inequality", "comparative evaluation", "legal assistance"], "limitations": "The capability evidence is time-sensitive, task-specific, and benchmark-dependent; it does not establish that current systems can replace expert lawyers across all legal work.", "evidence_summary": "Printed page 562 (PDF page 14) develops this proposition in I.A. AI Legal Efficacy.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p043", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p044", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "563", "pdf_pages": "15", "section": "I.B. AI Uptake", "claim": "poor households are especially likely to take no action on legal problems", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 563, that poor households are especially likely to take no action on legal problems. The discussion places this proposition within I.B. AI Uptake and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the distributional value of middling AI is greater where the baseline is inaction. It connects to poverty, inaction, distributional effects, legal needs, baseline comparison, access to justice.", "significance": "poor households are especially likely to take no action on legal problems. This matters because the distributional value of middling AI is greater where the baseline is inaction.", "connections": ["poverty", "inaction", "distributional effects", "legal needs", "baseline comparison", "access to justice"], "limitations": "The surveys are snapshots from a rapidly changing market and measure reported use or attitudes rather than long-run filing effects.", "evidence_summary": "Printed page 563 (PDF page 15) develops this proposition in I.B. AI Uptake.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p044", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p045", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "563", "pdf_pages": "15", "section": "I.B. AI Uptake", "claim": "lawyers broadly believe AI can be applied to legal work even when fewer view its use as appropriate", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 563, that lawyers broadly believe AI can be applied to legal work even when fewer view its use as appropriate. The discussion places this proposition within I.B. AI Uptake and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because capability judgments and professional norms are diverging during early adoption. It connects to professional attitudes, appropriateness, capability, legal ethics, adoption barriers, generative AI.", "significance": "lawyers broadly believe AI can be applied to legal work even when fewer view its use as appropriate. This matters because capability judgments and professional norms are diverging during early adoption.", "connections": ["professional attitudes", "appropriateness", "capability", "legal ethics", "adoption barriers", "generative AI"], "limitations": "The surveys are snapshots from a rapidly changing market and measure reported use or attitudes rather than long-run filing effects.", "evidence_summary": "Printed page 563 (PDF page 15) develops this proposition in I.B. AI Uptake.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p045", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p046", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "563", "pdf_pages": "15", "section": "I.B. AI Uptake", "claim": "early surveys already showed meaningful AI use among lawyers and legal-aid practitioners", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 563, that early surveys already showed meaningful AI use among lawyers and legal-aid practitioners. The discussion places this proposition within I.B. AI Uptake and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because nontrivial uptake supplies a pathway from technical capability to actual changes in legal production. It connects to lawyer surveys, legal aid, technology uptake, practice change, diffusion, legal production.", "significance": "early surveys already showed meaningful AI use among lawyers and legal-aid practitioners. This matters because nontrivial uptake supplies a pathway from technical capability to actual changes in legal production.", "connections": ["lawyer surveys", "legal aid", "technology uptake", "practice change", "diffusion", "legal production"], "limitations": "The surveys are snapshots from a rapidly changing market and measure reported use or attitudes rather than long-run filing effects.", "evidence_summary": "Printed page 563 (PDF page 15) develops this proposition in I.B. AI Uptake.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p046", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p047", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "564", "pdf_pages": "16", "section": "I.B. AI Uptake", "claim": "common legal AI uses include drafting, brainstorming, summarizing, and writing communications", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 564, that common legal AI uses include drafting, brainstorming, summarizing, and writing communications. The discussion places this proposition within I.B. AI Uptake and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because integration is occurring across routine workflow tasks rather than only in spectacular automated adjudication. It connects to workflow integration, drafting, brainstorming, summarization, legal communication, augmentation.", "significance": "common legal AI uses include drafting, brainstorming, summarizing, and writing communications. This matters because integration is occurring across routine workflow tasks rather than only in spectacular automated adjudication.", "connections": ["workflow integration", "drafting", "brainstorming", "summarization", "legal communication", "augmentation"], "limitations": "The surveys are snapshots from a rapidly changing market and measure reported use or attitudes rather than long-run filing effects.", "evidence_summary": "Printed page 564 (PDF page 16) develops this proposition in I.B. AI Uptake.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p047", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p048", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "564", "pdf_pages": "16", "section": "I.B. AI Uptake", "claim": "AI use among knowledge workers accelerated dramatically in a short period", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 564, that AI use among knowledge workers accelerated dramatically in a short period. The discussion places this proposition within I.B. AI Uptake and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because law firms face strong diffusion pressure and are unlikely to remain persistent outliers. It connects to knowledge workers, rapid adoption, organizational diffusion, law firms, workplace AI, technology trajectory.", "significance": "AI use among knowledge workers accelerated dramatically in a short period. This matters because law firms face strong diffusion pressure and are unlikely to remain persistent outliers.", "connections": ["knowledge workers", "rapid adoption", "organizational diffusion", "law firms", "workplace AI", "technology trajectory"], "limitations": "The surveys are snapshots from a rapidly changing market and measure reported use or attitudes rather than long-run filing effects.", "evidence_summary": "Printed page 564 (PDF page 16) develops this proposition in I.B. AI Uptake.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p048", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p049", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "564", "pdf_pages": "16", "section": "I.B. AI Uptake", "claim": "law-firm adoption supplies a model that courts could adapt for chambers and case-management workflows", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 564, that law-firm adoption supplies a model that courts could adapt for chambers and case-management workflows. The discussion places this proposition within I.B. AI Uptake and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because private-sector experimentation can reveal tasks, controls, and training practices useful to judicial institutions. It connects to institutional learning, law firms, courts, case management, workflow design, technology transfer.", "significance": "law-firm adoption supplies a model that courts could adapt for chambers and case-management workflows. This matters because private-sector experimentation can reveal tasks, controls, and training practices useful to judicial institutions.", "connections": ["institutional learning", "law firms", "courts", "case management", "workflow design", "technology transfer"], "limitations": "The surveys are snapshots from a rapidly changing market and measure reported use or attitudes rather than long-run filing effects.", "evidence_summary": "Printed page 564 (PDF page 16) develops this proposition in I.B. AI Uptake.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p049", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p050", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "565", "pdf_pages": "17", "section": "I.C. AI Impact on Access to Justice", "claim": "access to justice is a contested umbrella that includes formal, substantive, representative, and psychological dimensions", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 565, that access to justice is a contested umbrella that includes formal, substantive, representative, and psychological dimensions. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because a narrow focus on court filing or lawyer supply misses important ways people are excluded. It connects to multidimensional access, formal justice, substantive justice, representation, psychological barriers, legal institutions.", "significance": "access to justice is a contested umbrella that includes formal, substantive, representative, and psychological dimensions. This matters because a narrow focus on court filing or lawyer supply misses important ways people are excluded.", "connections": ["multidimensional access", "formal justice", "substantive justice", "representation", "psychological barriers", "legal institutions"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 565 (PDF page 17) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p050", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p051", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "565", "pdf_pages": "17", "section": "I.C. AI Impact on Access to Justice", "claim": "access barriers are regressive and help the haves come out ahead", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 565, that access barriers are regressive and help the haves come out ahead. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because institutional friction distributes practical legal power rather than merely reducing administrative volume. It connects to Galanter, repeat players, distributional justice, legal inequality, access barriers, institutional power.", "significance": "access barriers are regressive and help the haves come out ahead. This matters because institutional friction distributes practical legal power rather than merely reducing administrative volume.", "connections": ["Galanter", "repeat players", "distributional justice", "legal inequality", "access barriers", "institutional power"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 565 (PDF page 17) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p051", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p052", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "565", "pdf_pages": "17", "section": "I.C. AI Impact on Access to Justice", "claim": "AI creates a holistic shock to access barriers that reaches costs, social framing, and psychology", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 565, that AI creates a holistic shock to access barriers that reaches costs, social framing, and psychology. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the technology can alter both the price of services and the processes through which people recognize and pursue rights. It connects to holistic disruption, cost barriers, social barriers, psychological barriers, legal consciousness, AI assistance.", "significance": "AI creates a holistic shock to access barriers that reaches costs, social framing, and psychology. This matters because the technology can alter both the price of services and the processes through which people recognize and pursue rights.", "connections": ["holistic disruption", "cost barriers", "social barriers", "psychological barriers", "legal consciousness", "AI assistance"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 565 (PDF page 17) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p052", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p053", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "566", "pdf_pages": "18", "section": "I.C. AI Impact on Access to Justice", "claim": "disputes are constructed through transformations rather than discovered as ready-made legal objects", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 566, that disputes are constructed through transformations rather than discovered as ready-made legal objects. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because injury must be perceived, attributed, and converted into a rights claim before litigation can begin. It connects to social construction, naming blaming claiming, injury attribution, rights consciousness, dispute emergence, legal sociology.", "significance": "disputes are constructed through transformations rather than discovered as ready-made legal objects. This matters because injury must be perceived, attributed, and converted into a rights claim before litigation can begin.", "connections": ["social construction", "naming blaming claiming", "injury attribution", "rights consciousness", "dispute emergence", "legal sociology"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 566 (PDF page 18) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p053", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p054", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "566", "pdf_pages": "18", "section": "I.C. AI Impact on Access to Justice", "claim": "naming-blaming-claiming filters disproportionately burden people with less educational, social, and financial capital", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 566, that naming-blaming-claiming filters disproportionately burden people with less educational, social, and financial capital. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because upstream claim attrition is itself a mechanism of inequality. It connects to capital inequality, upstream attrition, legal consciousness, poverty, claim filtering, distributional justice.", "significance": "naming-blaming-claiming filters disproportionately burden people with less educational, social, and financial capital. This matters because upstream claim attrition is itself a mechanism of inequality.", "connections": ["capital inequality", "upstream attrition", "legal consciousness", "poverty", "claim filtering", "distributional justice"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 566 (PDF page 18) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p054", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p055", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "566", "pdf_pages": "18", "section": "I.C. AI Impact on Access to Justice", "claim": "a simple AI response to a landlord-mold question can move a user through all three claim-formation stages", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 566, that a simple AI response to a landlord-mold question can move a user through all three claim-formation stages. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because generic legal orientation can be transformative for a person who lacks the lawyer's curse of knowledge. It connects to landlord tenant law, legal orientation, habitability, naming harms, claim formation, generative AI.", "significance": "a simple AI response to a landlord-mold question can move a user through all three claim-formation stages. This matters because generic legal orientation can be transformative for a person who lacks the lawyer's curse of knowledge.", "connections": ["landlord tenant law", "legal orientation", "habitability", "naming harms", "claim formation", "generative AI"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 566 (PDF page 18) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p055", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p056", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "567", "pdf_pages": "19", "section": "I.C. AI Impact on Access to Justice", "claim": "routine consultation with AI could change ordinary people's legal consciousness at scale", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 567, that routine consultation with AI could change ordinary people's legal consciousness at scale. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because small framing interventions accumulate when embedded in the daily information practices of millions of users. It connects to legal consciousness, framing effects, daily AI use, scale, claim activation, sociolegal change.", "significance": "routine consultation with AI could change ordinary people's legal consciousness at scale. This matters because small framing interventions accumulate when embedded in the daily information practices of millions of users.", "connections": ["legal consciousness", "framing effects", "daily AI use", "scale", "claim activation", "sociolegal change"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 567 (PDF page 19) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p056", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p057", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "567", "pdf_pages": "19", "section": "I.C. AI Impact on Access to Justice", "claim": "AI can help individuals select strategies after recognizing a claim", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 567, that AI can help individuals select strategies after recognizing a claim. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because guidance about demand letters, agencies, lawyers, and litigation addresses a stage where most people currently rely on informal sources. It connects to legal strategy, demand letters, government agencies, informal advice, decision support, access to justice.", "significance": "AI can help individuals select strategies after recognizing a claim. This matters because guidance about demand letters, agencies, lawyers, and litigation addresses a stage where most people currently rely on informal sources.", "connections": ["legal strategy", "demand letters", "government agencies", "informal advice", "decision support", "access to justice"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 567 (PDF page 19) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p057", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p058", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "567", "pdf_pages": "19", "section": "I.C. AI Impact on Access to Justice", "claim": "AI can assist with complaints, motions, filing logistics, and other materials throughout a case", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 567, that AI can assist with complaints, motions, filing logistics, and other materials throughout a case. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the technology reduces procedural-navigation costs for pro se litigants and can also help represented parties. It connects to pro se litigation, document drafting, motions practice, filing logistics, procedural navigation, legal representation.", "significance": "AI can assist with complaints, motions, filing logistics, and other materials throughout a case. This matters because the technology reduces procedural-navigation costs for pro se litigants and can also help represented parties.", "connections": ["pro se litigation", "document drafting", "motions practice", "filing logistics", "procedural navigation", "legal representation"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 567 (PDF page 19) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p058", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p059", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "568", "pdf_pages": "20", "section": "I.C. AI Impact on Access to Justice", "claim": "predictive and classification tools can reduce uncertainty through document review, outcome prediction, and venue selection", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 568, that predictive and classification tools can reduce uncertainty through document review, outcome prediction, and venue selection. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because access depends not only on drafting cost but also on the ability to find information and evaluate risk. It connects to predictive analytics, document review, venue selection, case outcomes, litigation uncertainty, legal tech.", "significance": "predictive and classification tools can reduce uncertainty through document review, outcome prediction, and venue selection. This matters because access depends not only on drafting cost but also on the ability to find information and evaluate risk.", "connections": ["predictive analytics", "document review", "venue selection", "case outcomes", "litigation uncertainty", "legal tech"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 568 (PDF page 20) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p059", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p060", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "568", "pdf_pages": "20", "section": "I.C. AI Impact on Access to Justice", "claim": "the scale of unmet need makes a substantial AI litigation boom plausible even if only a fraction of latent claims are activated", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 568, that the scale of unmet need makes a substantial AI litigation boom plausible even if only a fraction of latent claims are activated. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because existing caseloads could be transformed by conversion at the margin rather than universal adoption. It connects to latent demand, litigation boom, unmet legal need, marginal conversion, case volume, forecasting.", "significance": "the scale of unmet need makes a substantial AI litigation boom plausible even if only a fraction of latent claims are activated. This matters because existing caseloads could be transformed by conversion at the margin rather than universal adoption.", "connections": ["latent demand", "litigation boom", "unmet legal need", "marginal conversion", "case volume", "forecasting"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 568 (PDF page 20) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p060", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p061", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "568", "pdf_pages": "20", "section": "I.C. AI Impact on Access to Justice", "claim": "AI threatens judicial economy through verbosity as well as through the number of filings", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 568, that AI threatens judicial economy through verbosity as well as through the number of filings. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because cheap generation increases the amount of material judges must process inside each case. It connects to filing verbosity, attention scarcity, document volume, judicial workload, generative AI, case complexity.", "significance": "AI threatens judicial economy through verbosity as well as through the number of filings. This matters because cheap generation increases the amount of material judges must process inside each case.", "connections": ["filing verbosity", "attention scarcity", "document volume", "judicial workload", "generative AI", "case complexity"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 568 (PDF page 20) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p061", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p062", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "569", "pdf_pages": "21", "section": "I.C. AI Impact on Access to Justice", "claim": "behavioral adaptation, settlement, regulation, and compliance could moderate the predicted litigation boom", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 569, that behavioral adaptation, settlement, regulation, and compliance could moderate the predicted litigation boom. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the article's forecast allows countervailing feedback rather than assuming a mechanical one-way effect. It connects to behavioral adaptation, settlement, compliance, AI regulation, feedback effects, forecast uncertainty.", "significance": "behavioral adaptation, settlement, regulation, and compliance could moderate the predicted litigation boom. This matters because the article's forecast allows countervailing feedback rather than assuming a mechanical one-way effect.", "connections": ["behavioral adaptation", "settlement", "compliance", "AI regulation", "feedback effects", "forecast uncertainty"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 569 (PDF page 21) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p062", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p063", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "569", "pdf_pages": "21", "section": "I.C. AI Impact on Access to Justice", "claim": "some access frictions serve salutary screening functions even though they also block worthy claims", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 569, that some access frictions serve salutary screening functions even though they also block worthy claims. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because evaluation must distinguish the gross benefit of access from the composition and quality of additional litigation. It connects to beneficial friction, screening, merit, vexatious claims, governance seams, access tradeoffs.", "significance": "some access frictions serve salutary screening functions even though they also block worthy claims. This matters because evaluation must distinguish the gross benefit of access from the composition and quality of additional litigation.", "connections": ["beneficial friction", "screening", "merit", "vexatious claims", "governance seams", "access tradeoffs"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 569 (PDF page 21) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p063", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p064", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "569", "pdf_pages": "21", "section": "I.C. AI Impact on Access to Justice", "claim": "AI can scale strategic debt-collection claims that current filing costs make uneconomic", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 569, that AI can scale strategic debt-collection claims that current filing costs make uneconomic. The discussion places this proposition within I.C. AI Impact on Access to Justice and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because organizational plaintiffs as well as underserved individuals will exploit lower litigation costs. It connects to debt buyers, mass litigation, organizational plaintiffs, filing thresholds, automation, distributional effects.", "significance": "AI can scale strategic debt-collection claims that current filing costs make uneconomic. This matters because organizational plaintiffs as well as underserved individuals will exploit lower litigation costs.", "connections": ["debt buyers", "mass litigation", "organizational plaintiffs", "filing thresholds", "automation", "distributional effects"], "limitations": "The analysis predicts mechanisms and direction more confidently than magnitude, and it recognizes that AI can enable meritorious, abusive, and strategic claims alike.", "evidence_summary": "Printed page 569 (PDF page 21) develops this proposition in I.C. AI Impact on Access to Justice.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p064", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p065", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "570", "pdf_pages": "22", "section": "II. Legal Thermostats", "claim": "an AI-driven rise in caseload can reduce the scrutiny courts give unrelated cases", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 570, that an AI-driven rise in caseload can reduce the scrutiny courts give unrelated cases. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because fixed judicial time creates spillovers across litigants and subject matters. It connects to caseload spillovers, lightened scrutiny, judicial time, civil appeals, resource constraints, systemic effects.", "significance": "an AI-driven rise in caseload can reduce the scrutiny courts give unrelated cases. This matters because fixed judicial time creates spillovers across litigants and subject matters.", "connections": ["caseload spillovers", "lightened scrutiny", "judicial time", "civil appeals", "resource constraints", "systemic effects"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 570 (PDF page 22) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p065", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p066", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "570", "pdf_pages": "22", "section": "II. Legal Thermostats", "claim": "control theory provides a model for understanding how legal institutions maintain equilibrium under shocks", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 570, that control theory provides a model for understanding how legal institutions maintain equilibrium under shocks. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because courts respond to disturbances through feedback mechanisms rather than leaving doctrine independent of workload. It connects to control theory, feedback loops, equilibrium, institutional response, caseload shocks, legal doctrine.", "significance": "control theory provides a model for understanding how legal institutions maintain equilibrium under shocks. This matters because courts respond to disturbances through feedback mechanisms rather than leaving doctrine independent of workload.", "connections": ["control theory", "feedback loops", "equilibrium", "institutional response", "caseload shocks", "legal doctrine"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 570 (PDF page 22) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p066", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p067", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "570", "pdf_pages": "22", "section": "II. Legal Thermostats", "claim": "judicial economy is a closed-loop system in which outputs and workload influence later legal inputs", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 570, that judicial economy is a closed-loop system in which outputs and workload influence later legal inputs. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because doctrinal responses can endogenously change who files and what claims survive. It connects to closed-loop control, endogenous regulation, filing behavior, doctrinal feedback, judicial economy, dynamic systems.", "significance": "judicial economy is a closed-loop system in which outputs and workload influence later legal inputs. This matters because doctrinal responses can endogenously change who files and what claims survive.", "connections": ["closed-loop control", "endogenous regulation", "filing behavior", "doctrinal feedback", "judicial economy", "dynamic systems"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 570 (PDF page 22) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p067", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p068", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "571", "pdf_pages": "23", "section": "II. Legal Thermostats", "claim": "judges modulate litigation through the strictness or leniency of procedural and substantive doctrines", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 571, that judges modulate litigation through the strictness or leniency of procedural and substantive doctrines. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because legal standards function as actuators that change the flow of cases toward an institutional setpoint. It connects to judicial discretion, legal actuators, procedural doctrine, substantive doctrine, caseload control, setpoints.", "significance": "judges modulate litigation through the strictness or leniency of procedural and substantive doctrines. This matters because legal standards function as actuators that change the flow of cases toward an institutional setpoint.", "connections": ["judicial discretion", "legal actuators", "procedural doctrine", "substantive doctrine", "caseload control", "setpoints"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 571 (PDF page 23) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p068", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p069", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "571", "pdf_pages": "23", "section": "II. Legal Thermostats", "claim": "thermostat adjustments inevitably affect rights when doctrine is used to manage resources", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 571, that thermostat adjustments inevitably affect rights when doctrine is used to manage resources. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because administrative homeostasis is not normatively neutral for individual litigants. It connects to rights effects, administrative adjustment, homeostasis, individual justice, procedure, substantive law.", "significance": "thermostat adjustments inevitably affect rights when doctrine is used to manage resources. This matters because administrative homeostasis is not normatively neutral for individual litigants.", "connections": ["rights effects", "administrative adjustment", "homeostasis", "individual justice", "procedure", "substantive law"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 571 (PDF page 23) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p069", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p070", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "571", "pdf_pages": "23", "section": "II. Legal Thermostats", "claim": "court fees are a direct legal thermostat because they deter claims below a litigant's expected value threshold", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 571, that court fees are a direct legal thermostat because they deter claims below a litigant's expected value threshold. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because price can regulate docket demand without reliably separating socially valuable from trivial claims. It connects to court fees, expected value, claim deterrence, docket control, screening errors, judicial economy.", "significance": "court fees are a direct legal thermostat because they deter claims below a litigant's expected value threshold. This matters because price can regulate docket demand without reliably separating socially valuable from trivial claims.", "connections": ["court fees", "expected value", "claim deterrence", "docket control", "screening errors", "judicial economy"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 571 (PDF page 23) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p070", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p071", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "572", "pdf_pages": "24", "section": "II. Legal Thermostats", "claim": "fees and de minimis rules screen out socially important litigation as well as low-value cases", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 572, that fees and de minimis rules screen out socially important litigation as well as low-value cases. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because monetary size is an unreliable proxy for legal or social importance. It connects to de minimis, social value, court fees, screening, small claims, rights enforcement.", "significance": "fees and de minimis rules screen out socially important litigation as well as low-value cases. This matters because monetary size is an unreliable proxy for legal or social importance.", "connections": ["de minimis", "social value", "court fees", "screening", "small claims", "rights enforcement"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 572 (PDF page 24) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p071", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p072", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "572", "pdf_pages": "24", "section": "II. Legal Thermostats", "claim": "even modest logistical barriers such as courthouse distance have large effects on poor litigants", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 572, that even modest logistical barriers such as courthouse distance have large effects on poor litigants. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because seemingly minor friction can determine participation in life-changing proceedings. It connects to courthouse distance, participation, poverty, eviction, administrative burden, access to justice.", "significance": "even modest logistical barriers such as courthouse distance have large effects on poor litigants. This matters because seemingly minor friction can determine participation in life-changing proceedings.", "connections": ["courthouse distance", "participation", "poverty", "eviction", "administrative burden", "access to justice"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 572 (PDF page 24) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p072", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p073", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "572", "pdf_pages": "24", "section": "II. Legal Thermostats", "claim": "Twombly and Iqbal heightened pleading standards partly to control discovery costs", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 572, that Twombly and Iqbal heightened pleading standards partly to control discovery costs. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because a doctrine framed as factual plausibility also regulates downstream expenditure of judicial and party resources. It connects to pleading standards, Twombly, Iqbal, discovery costs, plausibility, procedural thermostat.", "significance": "Twombly and Iqbal heightened pleading standards partly to control discovery costs. This matters because a doctrine framed as factual plausibility also regulates downstream expenditure of judicial and party resources.", "connections": ["pleading standards", "Twombly", "Iqbal", "discovery costs", "plausibility", "procedural thermostat"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 572 (PDF page 24) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p073", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p074", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "573", "pdf_pages": "25", "section": "II. Legal Thermostats", "claim": "heightened pleading standards appear to burden pro se plaintiffs more than represented parties", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 573, that heightened pleading standards appear to burden pro se plaintiffs more than represented parties. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because rules of formal sufficiency can translate sophistication gaps into case dismissal. It connects to pro se litigants, dismissals, pleading inequality, representation, procedural barriers, empirical civil procedure.", "significance": "heightened pleading standards appear to burden pro se plaintiffs more than represented parties. This matters because rules of formal sufficiency can translate sophistication gaps into case dismissal.", "connections": ["pro se litigants", "dismissals", "pleading inequality", "representation", "procedural barriers", "empirical civil procedure"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 573 (PDF page 25) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p074", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p075", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "573", "pdf_pages": "25", "section": "II. Legal Thermostats", "claim": "Lone Pine orders manage complex litigation by demanding preliminary injury and causation evidence", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 573, that Lone Pine orders manage complex litigation by demanding preliminary injury and causation evidence. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because front-loaded proof can cull weak claims while imposing potentially unrealistic burdens on plaintiffs. It connects to Lone Pine orders, toxic torts, causation, case management, front-loaded proof, mass litigation.", "significance": "Lone Pine orders manage complex litigation by demanding preliminary injury and causation evidence. This matters because front-loaded proof can cull weak claims while imposing potentially unrealistic burdens on plaintiffs.", "connections": ["Lone Pine orders", "toxic torts", "causation", "case management", "front-loaded proof", "mass litigation"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 573 (PDF page 25) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p075", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p076", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "573", "pdf_pages": "25", "section": "II. Legal Thermostats", "claim": "exhaustion requirements operate as thermostats by forcing claimants through administrative processes before court", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 573, that exhaustion requirements operate as thermostats by forcing claimants through administrative processes before court. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because procedural sequencing can substantially reduce the number of claims that reach judges. It connects to administrative exhaustion, prisoner rights, procedural sequencing, claim attrition, agency process, judicial efficiency.", "significance": "exhaustion requirements operate as thermostats by forcing claimants through administrative processes before court. This matters because procedural sequencing can substantially reduce the number of claims that reach judges.", "connections": ["administrative exhaustion", "prisoner rights", "procedural sequencing", "claim attrition", "agency process", "judicial efficiency"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 573 (PDF page 25) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p076", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p077", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "574", "pdf_pages": "26", "section": "II. Legal Thermostats", "claim": "the Prison Litigation Reform Act illustrates an explicit legislative response to perceived caseload pressure", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 574, that the Prison Litigation Reform Act illustrates an explicit legislative response to perceived caseload pressure. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because concern about frivolous filings can produce durable restrictions on a politically marginalized claimant group. It connects to PLRA, prison litigation, frivolous claims, legislative response, marginalized litigants, rights restriction.", "significance": "the Prison Litigation Reform Act illustrates an explicit legislative response to perceived caseload pressure. This matters because concern about frivolous filings can produce durable restrictions on a politically marginalized claimant group.", "connections": ["PLRA", "prison litigation", "frivolous claims", "legislative response", "marginalized litigants", "rights restriction"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 574 (PDF page 26) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p077", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p078", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "574", "pdf_pages": "26", "section": "II. Legal Thermostats", "claim": "exhaustion serves both agency authority and judicial-efficiency rationales", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 574, that exhaustion serves both agency authority and judicial-efficiency rationales. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because a single doctrine can pursue institutional values while also filtering access. It connects to agency authority, judicial efficiency, exhaustion, dual purpose, administrative law, claim filtering.", "significance": "exhaustion serves both agency authority and judicial-efficiency rationales. This matters because a single doctrine can pursue institutional values while also filtering access.", "connections": ["agency authority", "judicial efficiency", "exhaustion", "dual purpose", "administrative law", "claim filtering"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 574 (PDF page 26) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p078", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p079", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "574", "pdf_pages": "26", "section": "II. Legal Thermostats", "claim": "only a small fraction of discrimination charges appear to become federal lawsuits", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 574, that only a small fraction of discrimination charges appear to become federal lawsuits. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because administrative exhaustion and related filters produce substantial attrition between grievance and adjudication. It connects to EEOC, employment discrimination, claim attrition, federal litigation, administrative process, empirical estimation.", "significance": "only a small fraction of discrimination charges appear to become federal lawsuits. This matters because administrative exhaustion and related filters produce substantial attrition between grievance and adjudication.", "connections": ["EEOC", "employment discrimination", "claim attrition", "federal litigation", "administrative process", "empirical estimation"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 574 (PDF page 26) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p079", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p080", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "575", "pdf_pages": "27", "section": "II. Legal Thermostats", "claim": "the Supreme Court selected a stricter causation standard for retaliation partly out of floodgate concerns", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 575, that the Supreme Court selected a stricter causation standard for retaliation partly out of floodgate concerns. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because substantive proof rules can ration court resources while making meritorious claims harder to win. It connects to Title VII retaliation, but-for causation, floodgates, proof standards, resource rationing, substantive rights.", "significance": "the Supreme Court selected a stricter causation standard for retaliation partly out of floodgate concerns. This matters because substantive proof rules can ration court resources while making meritorious claims harder to win.", "connections": ["Title VII retaliation", "but-for causation", "floodgates", "proof standards", "resource rationing", "substantive rights"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 575 (PDF page 27) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p080", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p081", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "575", "pdf_pages": "27", "section": "II. Legal Thermostats", "claim": "statutes of limitations sometimes operate as volume and quality controls rather than only as evidence-preservation rules", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 575, that statutes of limitations sometimes operate as volume and quality controls rather than only as evidence-preservation rules. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because time bars can function as litigation filters even when delay is unrelated to claim merit. It connects to statutes of limitations, claim volume, evidence preservation, arbitrary deadlines, litigation filtering, procedural justice.", "significance": "statutes of limitations sometimes operate as volume and quality controls rather than only as evidence-preservation rules. This matters because time bars can function as litigation filters even when delay is unrelated to claim merit.", "connections": ["statutes of limitations", "claim volume", "evidence preservation", "arbitrary deadlines", "litigation filtering", "procedural justice"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 575 (PDF page 27) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p081", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p082", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "575", "pdf_pages": "27", "section": "II. Legal Thermostats", "claim": "legal thermostats commonly work by adding friction with an often-unverified hope that weaker claims will be deterred", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 575, that legal thermostats commonly work by adding friction with an often-unverified hope that weaker claims will be deterred. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because administrative burdens do not reliably discriminate between just and unjust claims. It connects to regulatory friction, merit screening, administrative burden, false positives, procedural design, access to justice.", "significance": "legal thermostats commonly work by adding friction with an often-unverified hope that weaker claims will be deterred. This matters because administrative burdens do not reliably discriminate between just and unjust claims.", "connections": ["regulatory friction", "merit screening", "administrative burden", "false positives", "procedural design", "access to justice"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 575 (PDF page 27) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p082", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p083", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "576", "pdf_pages": "28", "section": "II. Legal Thermostats", "claim": "AI makes some existing thermostats fragile by helping users meet deadlines, exhaust remedies, and draft plausible pleadings", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 576, that AI makes some existing thermostats fragile by helping users meet deadlines, exhaust remedies, and draft plausible pleadings. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because filters based on information and labor costs lose force when machines supply those inputs cheaply. It connects to AI-proof regulation, deadlines, administrative exhaustion, pleading assistance, proof of work, regulatory adaptation.", "significance": "AI makes some existing thermostats fragile by helping users meet deadlines, exhaust remedies, and draft plausible pleadings. This matters because filters based on information and labor costs lose force when machines supply those inputs cheaply.", "connections": ["AI-proof regulation", "deadlines", "administrative exhaustion", "pleading assistance", "proof of work", "regulatory adaptation"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 576 (PDF page 28) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p083", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p084", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "576", "pdf_pages": "28", "section": "II. Legal Thermostats", "claim": "plausibility pleading filters poor framing and polish as well as genuinely implausible claims", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 576, that plausibility pleading filters poor framing and polish as well as genuinely implausible claims. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because AI can remove the sophistication penalty without improving the merits of the underlying case. It connects to plausibility, legal polish, pro se litigants, framing, merit, generative drafting.", "significance": "plausibility pleading filters poor framing and polish as well as genuinely implausible claims. This matters because AI can remove the sophistication penalty without improving the merits of the underlying case.", "connections": ["plausibility", "legal polish", "pro se litigants", "framing", "merit", "generative drafting"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 576 (PDF page 28) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p084", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p085", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "576", "pdf_pages": "28", "section": "II. Legal Thermostats", "claim": "a doubling of litigation volume is plausible but the forecast is expressly falsifiable", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 576, that a doubling of litigation volume is plausible but the forecast is expressly falsifiable. The discussion places this proposition within II. Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the article offers a concrete time-sensitive prediction rather than insulating its thesis from evidence. It connects to doubling forecast, falsifiability, litigation patterns, empirical prediction, AI effect, research design.", "significance": "a doubling of litigation volume is plausible but the forecast is expressly falsifiable. This matters because the article offers a concrete time-sensitive prediction rather than insulating its thesis from evidence.", "connections": ["doubling forecast", "falsifiability", "litigation patterns", "empirical prediction", "AI effect", "research design"], "limitations": "The examples show that legal rules can regulate caseload without proving that docket control is the sole or conscious cause of every doctrinal choice.", "evidence_summary": "Printed page 576 (PDF page 28) develops this proposition in II. Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p085", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p086", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "577", "pdf_pages": "29", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "AI is likely to increase both the number and intricacy of legal filings", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 577, that AI is likely to increase both the number and intricacy of legal filings. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because judicial workload depends on material per case as well as case count. It connects to filing volume, filing intricacy, verbosity, judicial workload, litigation boom, attention management.", "significance": "AI is likely to increase both the number and intricacy of legal filings. This matters because judicial workload depends on material per case as well as case count.", "connections": ["filing volume", "filing intricacy", "verbosity", "judicial workload", "litigation boom", "attention management"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 577 (PDF page 29) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p086", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p087", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "577", "pdf_pages": "29", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "courts could respond by increasing fees, heightening pleading demands, or narrowing substantive rights", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 577, that courts could respond by increasing fees, heightening pleading demands, or narrowing substantive rights. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because historically available levers can suppress demand but place justice costs on litigants. It connects to fees, pleading standards, substantive rights, demand suppression, court response, legal thermostats.", "significance": "courts could respond by increasing fees, heightening pleading demands, or narrowing substantive rights. This matters because historically available levers can suppress demand but place justice costs on litigants.", "connections": ["fees", "pleading standards", "substantive rights", "demand suppression", "court response", "legal thermostats"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 577 (PDF page 29) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p087", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p088", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "577", "pdf_pages": "29", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "the best available time before a litigation boom should be used to build and test court-side AI", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 577, that the best available time before a litigation boom should be used to build and test court-side AI. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because institutional preparation expands the option set before caseload pressure makes blunt controls politically attractive. It connects to preparation, AI testing, institutional options, caseload pressure, court modernization, proactive governance.", "significance": "the best available time before a litigation boom should be used to build and test court-side AI. This matters because institutional preparation expands the option set before caseload pressure makes blunt controls politically attractive.", "connections": ["preparation", "AI testing", "institutional options", "caseload pressure", "court modernization", "proactive governance"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 577 (PDF page 29) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p088", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p089", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "578", "pdf_pages": "30", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "higher court fees are a crude filter with disproportionate effects on people who lack capital", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 578, that higher court fees are a crude filter with disproportionate effects on people who lack capital. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because liquidity constraints and the risk of ruin prevent even holders of meritorious claims from borrowing to litigate. It connects to court fees, liquidity, risk of ruin, litigation finance, poverty, meritorious claims.", "significance": "higher court fees are a crude filter with disproportionate effects on people who lack capital. This matters because liquidity constraints and the risk of ruin prevent even holders of meritorious claims from borrowing to litigate.", "connections": ["court fees", "liquidity", "risk of ruin", "litigation finance", "poverty", "meritorious claims"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 578 (PDF page 30) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p089", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p090", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "578", "pdf_pages": "30", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "pleading standards can be understood as proof-of-work mechanisms", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 578, that pleading standards can be understood as proof-of-work mechanisms. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because front-end effort is supposed to signal a claimant's private confidence and screen low-value filings. It connects to proof of work, pleading, signaling, front-end costs, claimant confidence, screening.", "significance": "pleading standards can be understood as proof-of-work mechanisms. This matters because front-end effort is supposed to signal a claimant's private confidence and screen low-value filings.", "connections": ["proof of work", "pleading", "signaling", "front-end costs", "claimant confidence", "screening"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 578 (PDF page 30) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p090", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p091", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "578", "pdf_pages": "30", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "word limits are also crude judicial-economy tools and are not robust to AI", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 578, that word limits are also crude judicial-economy tools and are not robust to AI. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because making a filing concise traditionally consumes skill and time that automated summarization can cheaply supply. It connects to word limits, summarization, filing regulation, judicial economy, AI circumvention, legal writing.", "significance": "word limits are also crude judicial-economy tools and are not robust to AI. This matters because making a filing concise traditionally consumes skill and time that automated summarization can cheaply supply.", "connections": ["word limits", "summarization", "filing regulation", "judicial economy", "AI circumvention", "legal writing"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 578 (PDF page 30) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p091", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p092", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "579", "pdf_pages": "31", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "generative AI undermines pleading proof of work by converting vague claims into polished legal arguments", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 579, that generative AI undermines pleading proof of work by converting vague claims into polished legal arguments. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because surface quality no longer reliably signals costly human investment or underlying merit. It connects to generative drafting, proof of work, surface plausibility, signal degradation, pleadings, claim merit.", "significance": "generative AI undermines pleading proof of work by converting vague claims into polished legal arguments. This matters because surface quality no longer reliably signals costly human investment or underlying merit.", "connections": ["generative drafting", "proof of work", "surface plausibility", "signal degradation", "pleadings", "claim merit"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 579 (PDF page 31) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p092", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p093", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "579", "pdf_pages": "31", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "AI hallucinations can make a weak filing appear facially plausible", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 579, that AI hallucinations can make a weak filing appear facially plausible. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because fabricated facts and authorities increase the cost of validation even when they do not improve substantive truth. It connects to hallucinations, facial plausibility, validation costs, false facts, legal authority, quality control.", "significance": "AI hallucinations can make a weak filing appear facially plausible. This matters because fabricated facts and authorities increase the cost of validation even when they do not improve substantive truth.", "connections": ["hallucinations", "facial plausibility", "validation costs", "false facts", "legal authority", "quality control"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 579 (PDF page 31) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p093", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p094", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "579", "pdf_pages": "31", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "judges can conserve resources by quietly demanding more through substantive standards", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 579, that judges can conserve resources by quietly demanding more through substantive standards. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because shifts in concepts such as reasonableness may ration claims without appearing as explicit docket policy. It connects to substantive standards, reasonable person, implicit rationing, doctrinal drift, judicial resources, transparency.", "significance": "judges can conserve resources by quietly demanding more through substantive standards. This matters because shifts in concepts such as reasonableness may ration claims without appearing as explicit docket policy.", "connections": ["substantive standards", "reasonable person", "implicit rationing", "doctrinal drift", "judicial resources", "transparency"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 579 (PDF page 31) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p094", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p095", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "580", "pdf_pages": "32", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "thermostat adjustment can narrow civil rights and subsidize wrongdoing", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 580, that thermostat adjustment can narrow civil rights and subsidize wrongdoing. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because fewer enforceable claims reduce the expected legal cost of socially harmful conduct. It connects to civil rights, wrongdoing subsidy, deterrence, rights contraction, enforcement, externalities.", "significance": "thermostat adjustment can narrow civil rights and subsidize wrongdoing. This matters because fewer enforceable claims reduce the expected legal cost of socially harmful conduct.", "connections": ["civil rights", "wrongdoing subsidy", "deterrence", "rights contraction", "enforcement", "externalities"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 580 (PDF page 32) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p095", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p096", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "580", "pdf_pages": "32", "section": "III.A. Strategy 1: Legal Thermostats", "claim": "AI-vulnerable thermostats may require repeated escalation", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 580, that AI-vulnerable thermostats may require repeated escalation. The discussion places this proposition within III.A. Strategy 1: Legal Thermostats and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because each new restriction can be circumvented by better generation, producing unstable and increasingly demanding barriers. It connects to regulatory escalation, AI circumvention, unstable equilibrium, procedural barriers, arms race, legal thermostats.", "significance": "AI-vulnerable thermostats may require repeated escalation. This matters because each new restriction can be circumvented by better generation, producing unstable and increasingly demanding barriers.", "connections": ["regulatory escalation", "AI circumvention", "unstable equilibrium", "procedural barriers", "arms race", "legal thermostats"], "limitations": "The discussion evaluates likely systemic effects; particular fees, pleading rules, and substantive standards may differ in purpose, legality, and distributional impact.", "evidence_summary": "Printed page 580 (PDF page 32) develops this proposition in III.A. Strategy 1: Legal Thermostats.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p096", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p097", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "580", "pdf_pages": "32", "section": "III.B. Strategy 2: Sit and Wait", "claim": "waiting is understandable because AI capabilities and adoption patterns remain uncertain", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 580, that waiting is understandable because AI capabilities and adoption patterns remain uncertain. The discussion places this proposition within III.B. Strategy 2: Sit and Wait and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because courts should recognize the genuine costs of acting on hype and the precedent of absorbing earlier legal technologies. It connects to institutional caution, technological uncertainty, LegalZoom, LexisNexis, hype cycle, judicial administration.", "significance": "waiting is understandable because AI capabilities and adoption patterns remain uncertain. This matters because courts should recognize the genuine costs of acting on hype and the precedent of absorbing earlier legal technologies.", "connections": ["institutional caution", "technological uncertainty", "LegalZoom", "LexisNexis", "hype cycle", "judicial administration"], "limitations": "The recommendation depends on a forecast of substantial AI-driven litigation growth that the article expressly treats as empirically falsifiable.", "evidence_summary": "Printed page 580 (PDF page 32) develops this proposition in III.B. Strategy 2: Sit and Wait.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p097", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p098", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "581", "pdf_pages": "33", "section": "III.B. Strategy 2: Sit and Wait", "claim": "the identity of dominant AI litigants will shape the technology's normative effects", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 581, that the identity of dominant AI litigants will shape the technology's normative effects. The discussion places this proposition within III.B. Strategy 2: Sit and Wait and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because access gains differ if tools empower pro se claimants, elite firms, patent entities, or automated litigation agents. It connects to user composition, pro se litigants, elite firms, patent entities, automated agents, distributional evaluation.", "significance": "the identity of dominant AI litigants will shape the technology's normative effects. This matters because access gains differ if tools empower pro se claimants, elite firms, patent entities, or automated litigation agents.", "connections": ["user composition", "pro se litigants", "elite firms", "patent entities", "automated agents", "distributional evaluation"], "limitations": "The recommendation depends on a forecast of substantial AI-driven litigation growth that the article expressly treats as empirically falsifiable.", "evidence_summary": "Printed page 581 (PDF page 33) develops this proposition in III.B. Strategy 2: Sit and Wait.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p098", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p099", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "581", "pdf_pages": "33", "section": "III.B. Strategy 2: Sit and Wait", "claim": "unreliability is a reason for staged development and testing rather than passive observation", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 581, that unreliability is a reason for staged development and testing rather than passive observation. The discussion places this proposition within III.B. Strategy 2: Sit and Wait and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because institutional experimentation can refine tools while preserving the ability to respond before a shock. It connects to staged deployment, testing, AI reliability, institutional readiness, risk management, proactive adaptation.", "significance": "unreliability is a reason for staged development and testing rather than passive observation. This matters because institutional experimentation can refine tools while preserving the ability to respond before a shock.", "connections": ["staged deployment", "testing", "AI reliability", "institutional readiness", "risk management", "proactive adaptation"], "limitations": "The recommendation depends on a forecast of substantial AI-driven litigation growth that the article expressly treats as empirically falsifiable.", "evidence_summary": "Printed page 581 (PDF page 33) develops this proposition in III.B. Strategy 2: Sit and Wait.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p099", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p100", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "581", "pdf_pages": "33", "section": "III.B. Strategy 2: Sit and Wait", "claim": "court technology can improve justice even if the predicted litigation boom proves smaller than expected", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 581, that court technology can improve justice even if the predicted litigation boom proves smaller than expected. The discussion places this proposition within III.B. Strategy 2: Sit and Wait and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because video proceedings and digital research show that modernization has independent accessibility and efficiency benefits. It connects to robust policy, video proceedings, digital research, court modernization, accessibility, efficiency.", "significance": "court technology can improve justice even if the predicted litigation boom proves smaller than expected. This matters because video proceedings and digital research show that modernization has independent accessibility and efficiency benefits.", "connections": ["robust policy", "video proceedings", "digital research", "court modernization", "accessibility", "efficiency"], "limitations": "The recommendation depends on a forecast of substantial AI-driven litigation growth that the article expressly treats as empirically falsifiable.", "evidence_summary": "Printed page 581 (PDF page 33) develops this proposition in III.B. Strategy 2: Sit and Wait.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p100", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p101", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "582", "pdf_pages": "34", "section": "III.C. Strategy 3: Ban and Mark", "claim": "a durable courtroom ban on generative AI would sacrifice the technology's democratizing potential", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 582, that a durable courtroom ban on generative AI would sacrifice the technology's democratizing potential. The discussion places this proposition within III.C. Strategy 3: Ban and Mark and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because excluding a low-cost tool entrenches advantages enjoyed by parties who can buy human legal production. It connects to AI ban, democratization, cost inequality, courtroom rules, access to justice, technology governance.", "significance": "a durable courtroom ban on generative AI would sacrifice the technology's democratizing potential. This matters because excluding a low-cost tool entrenches advantages enjoyed by parties who can buy human legal production.", "connections": ["AI ban", "democratization", "cost inequality", "courtroom rules", "access to justice", "technology governance"], "limitations": "The critique concerns broad, durable bans and disclosure mandates; it does not reject targeted duties of candor, verification, or sanctions for false filings.", "evidence_summary": "Printed page 582 (PDF page 34) develops this proposition in III.C. Strategy 3: Ban and Mark.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p101", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p102", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "582", "pdf_pages": "34", "section": "III.C. Strategy 3: Ban and Mark", "claim": "AI-text disclosure regimes are difficult to enforce because detection is probabilistic and easy to evade", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 582, that AI-text disclosure regimes are difficult to enforce because detection is probabilistic and easy to evade. The discussion places this proposition within III.C. Strategy 3: Ban and Mark and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because a mandate that mainly catches unsophisticated users is both ineffective and distributionally skewed. It connects to AI detection, disclosure, enforcement, false positives, sophistication, distributional effects.", "significance": "AI-text disclosure regimes are difficult to enforce because detection is probabilistic and easy to evade. This matters because a mandate that mainly catches unsophisticated users is both ineffective and distributionally skewed.", "connections": ["AI detection", "disclosure", "enforcement", "false positives", "sophistication", "distributional effects"], "limitations": "The critique concerns broad, durable bans and disclosure mandates; it does not reject targeted duties of candor, verification, or sanctions for false filings.", "evidence_summary": "Printed page 582 (PDF page 34) develops this proposition in III.C. Strategy 3: Ban and Mark.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p102", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p103", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "582", "pdf_pages": "34", "section": "III.C. Strategy 3: Ban and Mark", "claim": "ubiquitous AI integration will make generic disclosure as uninformative as disclosing use of a computer or search engine", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 582, that ubiquitous AI integration will make generic disclosure as uninformative as disclosing use of a computer or search engine. The discussion places this proposition within III.C. Strategy 3: Ban and Mark and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because a warning that communicates no actionable risk becomes boilerplate rather than meaningful oversight. It connects to ubiquitous computing, boilerplate disclosure, actionable information, legal practice, search engines, oversight.", "significance": "ubiquitous AI integration will make generic disclosure as uninformative as disclosing use of a computer or search engine. This matters because a warning that communicates no actionable risk becomes boilerplate rather than meaningful oversight.", "connections": ["ubiquitous computing", "boilerplate disclosure", "actionable information", "legal practice", "search engines", "oversight"], "limitations": "The critique concerns broad, durable bans and disclosure mandates; it does not reject targeted duties of candor, verification, or sanctions for false filings.", "evidence_summary": "Printed page 582 (PDF page 34) develops this proposition in III.C. Strategy 3: Ban and Mark.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p103", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p104", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "583", "pdf_pages": "35", "section": "III.D. Strategy 4: Massive Funding", "claim": "the direct response to greater demand for justice is to increase judicial resources", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 583, that the direct response to greater demand for justice is to increase judicial resources. The discussion places this proposition within III.D. Strategy 4: Massive Funding and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because caseload pressure is fundamentally a capacity problem rather than merely a litigant-behavior problem. It connects to court funding, judicial capacity, public budgeting, caseload demand, institutional supply, access to justice.", "significance": "the direct response to greater demand for justice is to increase judicial resources. This matters because caseload pressure is fundamentally a capacity problem rather than merely a litigant-behavior problem.", "connections": ["court funding", "judicial capacity", "public budgeting", "caseload demand", "institutional supply", "access to justice"], "limitations": "The budget comparison is an order-of-magnitude argument, not a complete fiscal model of federal, state, and local courts or legal-aid substitution.", "evidence_summary": "Printed page 583 (PDF page 35) develops this proposition in III.D. Strategy 4: Massive Funding.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p104", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p105", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "583", "pdf_pages": "35", "section": "III.D. Strategy 4: Massive Funding", "claim": "funding sufficient to meet a twofold or fivefold caseload increase is politically tenuous", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 583, that funding sufficient to meet a twofold or fivefold caseload increase is politically tenuous. The discussion places this proposition within III.D. Strategy 4: Massive Funding and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the plausible scale of latent demand exceeds ordinary incremental budget solutions. It connects to budget realism, caseload scenarios, political economy, court staffing, latent demand, public finance.", "significance": "funding sufficient to meet a twofold or fivefold caseload increase is politically tenuous. This matters because the plausible scale of latent demand exceeds ordinary incremental budget solutions.", "connections": ["budget realism", "caseload scenarios", "political economy", "court staffing", "latent demand", "public finance"], "limitations": "The budget comparison is an order-of-magnitude argument, not a complete fiscal model of federal, state, and local courts or legal-aid substitution.", "evidence_summary": "Printed page 583 (PDF page 35) develops this proposition in III.D. Strategy 4: Massive Funding.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p105", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p106", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "583", "pdf_pages": "35", "section": "III.D. Strategy 4: Massive Funding", "claim": "redirecting legal-aid budgets to courts would at most supply limited additional capacity", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 583, that redirecting legal-aid budgets to courts would at most supply limited additional capacity. The discussion places this proposition within III.D. Strategy 4: Massive Funding and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because even complete substitution would mismatch the size of the federal judiciary and leave other legal-aid functions unmet. It connects to legal aid budgets, federal courts, resource reallocation, substitution, fiscal scale, service functions.", "significance": "redirecting legal-aid budgets to courts would at most supply limited additional capacity. This matters because even complete substitution would mismatch the size of the federal judiciary and leave other legal-aid functions unmet.", "connections": ["legal aid budgets", "federal courts", "resource reallocation", "substitution", "fiscal scale", "service functions"], "limitations": "The budget comparison is an order-of-magnitude argument, not a complete fiscal model of federal, state, and local courts or legal-aid substitution.", "evidence_summary": "Printed page 583 (PDF page 35) develops this proposition in III.D. Strategy 4: Massive Funding.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p106", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p107", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "584", "pdf_pages": "36", "section": "III.D. Strategy 4: Massive Funding", "claim": "hollowing out legal aid to fund courts would scratch only the surface if AI meaningfully increases demand", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 584, that hollowing out legal aid to fund courts would scratch only the surface if AI meaningfully increases demand. The discussion places this proposition within III.D. Strategy 4: Massive Funding and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the stronger the premise that AI can replace some services, the larger the induced claims pressure becomes. It connects to induced demand, legal aid, court budgets, AI substitution, capacity gap, policy tradeoff.", "significance": "hollowing out legal aid to fund courts would scratch only the surface if AI meaningfully increases demand. This matters because the stronger the premise that AI can replace some services, the larger the induced claims pressure becomes.", "connections": ["induced demand", "legal aid", "court budgets", "AI substitution", "capacity gap", "policy tradeoff"], "limitations": "The budget comparison is an order-of-magnitude argument, not a complete fiscal model of federal, state, and local courts or legal-aid substitution.", "evidence_summary": "Printed page 584 (PDF page 36) develops this proposition in III.D. Strategy 4: Massive Funding.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p107", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p108", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "584", "pdf_pages": "36", "section": "III.E. Strategy 5: Integration", "claim": "court-side AI integration can amplify the productivity of judges and clerks", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 584, that court-side AI integration can amplify the productivity of judges and clerks. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because increasing the supply of adjudicative processing avoids suppressing claims through rights restrictions. It connects to judicial productivity, law clerks, court AI, adjudicative supply, rights preservation, scaling.", "significance": "court-side AI integration can amplify the productivity of judges and clerks. This matters because increasing the supply of adjudicative processing avoids suppressing claims through rights restrictions.", "connections": ["judicial productivity", "law clerks", "court AI", "adjudicative supply", "rights preservation", "scaling"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 584 (PDF page 36) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p108", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p109", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "584", "pdf_pages": "36", "section": "III.E. Strategy 5: Integration", "claim": "judicial use of generative AI is already emerging organically", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 584, that judicial use of generative AI is already emerging organically. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because integration is not merely speculative and institutional resistance must account for actual professional practice. It connects to judicial adoption, opinion drafting, organic diffusion, professional practice, generative AI, court innovation.", "significance": "judicial use of generative AI is already emerging organically. This matters because integration is not merely speculative and institutional resistance must account for actual professional practice.", "connections": ["judicial adoption", "opinion drafting", "organic diffusion", "professional practice", "generative AI", "court innovation"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 584 (PDF page 36) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p109", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p110", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "585", "pdf_pages": "37", "section": "III.E. Strategy 5: Integration", "claim": "Judge Newsom's use of generative interpretation shows AI entering mainstream interpretive practice", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 585, that Judge Newsom's use of generative interpretation shows AI entering mainstream interpretive practice. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because a federal appellate opinion transforms an academic proposal into an institutional proof of concept. It connects to generative interpretation, ordinary meaning, Judge Newsom, appellate judging, textualism, legal innovation.", "significance": "Judge Newsom's use of generative interpretation shows AI entering mainstream interpretive practice. This matters because a federal appellate opinion transforms an academic proposal into an institutional proof of concept.", "connections": ["generative interpretation", "ordinary meaning", "Judge Newsom", "appellate judging", "textualism", "legal innovation"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 585 (PDF page 37) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p110", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p111", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "585", "pdf_pages": "37", "section": "III.E. Strategy 5: Integration", "claim": "robo-judging should not be the central frame for thinking about court AI", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 585, that robo-judging should not be the central frame for thinking about court AI. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because provocative automation scenarios distract from lower-stakes tools that can deliver substantial capacity gains. It connects to robo-judging, framing, decision support, court operations, incremental automation, judicial capacity.", "significance": "robo-judging should not be the central frame for thinking about court AI. This matters because provocative automation scenarios distract from lower-stakes tools that can deliver substantial capacity gains.", "connections": ["robo-judging", "framing", "decision support", "court operations", "incremental automation", "judicial capacity"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 585 (PDF page 37) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p111", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p112", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "585", "pdf_pages": "37", "section": "III.E. Strategy 5: Integration", "claim": "a human-in-the-loop design can address much of the ethical concern about nonhuman adjudication", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 585, that a human-in-the-loop design can address much of the ethical concern about nonhuman adjudication. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because AI can support rather than replace the citizen official who remains accountable for judgment. It connects to human in the loop, judicial accountability, algorithmic adjudication, ethical design, decision support, legitimacy.", "significance": "a human-in-the-loop design can address much of the ethical concern about nonhuman adjudication. This matters because AI can support rather than replace the citizen official who remains accountable for judgment.", "connections": ["human in the loop", "judicial accountability", "algorithmic adjudication", "ethical design", "decision support", "legitimacy"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 585 (PDF page 37) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p112", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p113", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "586", "pdf_pages": "38", "section": "III.E. Strategy 5: Integration", "claim": "summarization is a central court-side use case because litigation produces overwhelming volumes of text", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 586, that summarization is a central court-side use case because litigation produces overwhelming volumes of text. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because compressing information helps judges allocate scarce attention without delegating final judgment. It connects to summarization, information overload, judicial attention, legal documents, decision support, case management.", "significance": "summarization is a central court-side use case because litigation produces overwhelming volumes of text. This matters because compressing information helps judges allocate scarce attention without delegating final judgment.", "connections": ["summarization", "information overload", "judicial attention", "legal documents", "decision support", "case management"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 586 (PDF page 38) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p113", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p114", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "586", "pdf_pages": "38", "section": "III.E. Strategy 5: Integration", "claim": "abstractive and extractive summaries serve different judicial needs", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 586, that abstractive and extractive summaries serve different judicial needs. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because orientation requires synthesized meaning while verification and close analysis require direct textual selections. It connects to abstractive summarization, extractive summarization, orientation, verification, natural language processing, judicial workflow.", "significance": "abstractive and extractive summaries serve different judicial needs. This matters because orientation requires synthesized meaning while verification and close analysis require direct textual selections.", "connections": ["abstractive summarization", "extractive summarization", "orientation", "verification", "natural language processing", "judicial workflow"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 586 (PDF page 38) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p114", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p115", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "586", "pdf_pages": "38", "section": "III.E. Strategy 5: Integration", "claim": "court-generated summaries can be less strategically framed than party-written summaries", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 586, that court-generated summaries can be less strategically framed than party-written summaries. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because a neutral workflow tool lacks the litigant's stake in highlighting only favorable aspects of the record. It connects to neutrality, party advocacy, automated summaries, framing, case files, attention management.", "significance": "court-generated summaries can be less strategically framed than party-written summaries. This matters because a neutral workflow tool lacks the litigant's stake in highlighting only favorable aspects of the record.", "connections": ["neutrality", "party advocacy", "automated summaries", "framing", "case files", "attention management"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 586 (PDF page 38) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p115", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p116", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "587", "pdf_pages": "39", "section": "III.E. Strategy 5: Integration", "claim": "automated summaries could be integrated at the case-management layer for every submitted document", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 587, that automated summaries could be integrated at the case-management layer for every submitted document. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because system-wide preprocessing makes the record easier to sort and navigate before chambers begins substantive review. It connects to case management systems, document ingestion, automated summaries, workflow automation, record navigation, court infrastructure.", "significance": "automated summaries could be integrated at the case-management layer for every submitted document. This matters because system-wide preprocessing makes the record easier to sort and navigate before chambers begins substantive review.", "connections": ["case management systems", "document ingestion", "automated summaries", "workflow automation", "record navigation", "court infrastructure"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 587 (PDF page 39) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p116", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p117", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "587", "pdf_pages": "39", "section": "III.E. Strategy 5: Integration", "claim": "extractive summaries can surface decisive clauses, evidence, authorities, and quotations", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 587, that extractive summaries can surface decisive clauses, evidence, authorities, and quotations. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because direct anchors let judges inspect exact language without trusting an untraceable synthesis. It connects to extractive evidence, contract clauses, legal authorities, quotations, traceability, judicial review.", "significance": "extractive summaries can surface decisive clauses, evidence, authorities, and quotations. This matters because direct anchors let judges inspect exact language without trusting an untraceable synthesis.", "connections": ["extractive evidence", "contract clauses", "legal authorities", "quotations", "traceability", "judicial review"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 587 (PDF page 39) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p117", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p118", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "587", "pdf_pages": "39", "section": "III.E. Strategy 5: Integration", "claim": "document Q&A changes legal research from keyword engineering to natural-language inquiry", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 587, that document Q&A changes legal research from keyword engineering to natural-language inquiry. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because judges can ask the substantive question they care about instead of guessing which search terms will expose the answer. It connects to document Q&A, natural-language search, keyword search, information retrieval, judicial inquiry, legal research.", "significance": "document Q&A changes legal research from keyword engineering to natural-language inquiry. This matters because judges can ask the substantive question they care about instead of guessing which search terms will expose the answer.", "connections": ["document Q&A", "natural-language search", "keyword search", "information retrieval", "judicial inquiry", "legal research"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 587 (PDF page 39) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p118", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p119", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "588", "pdf_pages": "40", "section": "III.E. Strategy 5: Integration", "claim": "document Q&A can identify facts and issues across a filing with little user training", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 588, that document Q&A can identify facts and issues across a filing with little user training. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because plain-language interfaces reduce the expertise and time needed to navigate large records. It connects to plain-language interface, fact retrieval, issue spotting, record review, user training, court technology.", "significance": "document Q&A can identify facts and issues across a filing with little user training. This matters because plain-language interfaces reduce the expertise and time needed to navigate large records.", "connections": ["plain-language interface", "fact retrieval", "issue spotting", "record review", "user training", "court technology"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 588 (PDF page 40) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p119", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p120", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "588", "pdf_pages": "40", "section": "III.E. Strategy 5: Integration", "claim": "document Q&A is best understood as an earnest on-call attorney of middling ability", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 588, that document Q&A is best understood as an earnest on-call attorney of middling ability. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the analogy calibrates reliance by combining real usefulness with predictable limits. It connects to calibrated trust, attorney analogy, document Q&A, bounded competence, decision support, human oversight.", "significance": "document Q&A is best understood as an earnest on-call attorney of middling ability. This matters because the analogy calibrates reliance by combining real usefulness with predictable limits.", "connections": ["calibrated trust", "attorney analogy", "document Q&A", "bounded competence", "decision support", "human oversight"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 588 (PDF page 40) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p120", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p121", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "588", "pdf_pages": "40", "section": "III.E. Strategy 5: Integration", "claim": "LLMs may overstate confidence, degrade on long documents, and invite users to delegate judgment", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 588, that LLMs may overstate confidence, degrade on long documents, and invite users to delegate judgment. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because interface fluency can conceal uncertainty and tempt users beyond the tool's validated task boundary. It connects to overconfidence, long-context degradation, automation bias, task boundaries, hallucinations, AI literacy.", "significance": "LLMs may overstate confidence, degrade on long documents, and invite users to delegate judgment. This matters because interface fluency can conceal uncertainty and tempt users beyond the tool's validated task boundary.", "connections": ["overconfidence", "long-context degradation", "automation bias", "task boundaries", "hallucinations", "AI literacy"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 588 (PDF page 40) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p121", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p122", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "589", "pdf_pages": "41", "section": "III.E. Strategy 5: Integration", "claim": "AI limitations are tool-management problems rather than categorical objections to use", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 589, that AI limitations are tool-management problems rather than categorical objections to use. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because judges already manage fallible clerks by allocating tasks, checking important work, and retaining responsibility. It connects to tool limitations, law clerks, quality assurance, task allocation, judicial responsibility, comparative institutions.", "significance": "AI limitations are tool-management problems rather than categorical objections to use. This matters because judges already manage fallible clerks by allocating tasks, checking important work, and retaining responsibility.", "connections": ["tool limitations", "law clerks", "quality assurance", "task allocation", "judicial responsibility", "comparative institutions"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 589 (PDF page 41) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p122", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p123", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "589", "pdf_pages": "41", "section": "III.E. Strategy 5: Integration", "claim": "important AI-provided facts should be verified against the underlying record", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 589, that important AI-provided facts should be verified against the underlying record. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because targeted checking preserves much of the attention benefit while preventing consequential reliance on hallucinations. It connects to verification, source record, hallucinations, material facts, attention allocation, quality control.", "significance": "important AI-provided facts should be verified against the underlying record. This matters because targeted checking preserves much of the attention benefit while preventing consequential reliance on hallucinations.", "connections": ["verification", "source record", "hallucinations", "material facts", "attention allocation", "quality control"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 589 (PDF page 41) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p123", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p124", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "589", "pdf_pages": "41", "section": "III.E. Strategy 5: Integration", "claim": "court AI requires confidentiality solutions because many models are hosted by commercial cloud providers", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 589, that court AI requires confidentiality solutions because many models are hosted by commercial cloud providers. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because judicial efficiency cannot justify exposing sealed or sensitive information to uncontrolled training or reuse. It connects to confidentiality, cloud models, data governance, sealed records, model training, court security.", "significance": "court AI requires confidentiality solutions because many models are hosted by commercial cloud providers. This matters because judicial efficiency cannot justify exposing sealed or sensitive information to uncontrolled training or reuse.", "connections": ["confidentiality", "cloud models", "data governance", "sealed records", "model training", "court security"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 589 (PDF page 41) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p124", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p125", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "590", "pdf_pages": "42", "section": "III.E. Strategy 5: Integration", "claim": "on-premise hosting, secure clouds, licensing, encryption, and legal standards can mitigate privacy risk", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 590, that on-premise hosting, secure clouds, licensing, encryption, and legal standards can mitigate privacy risk. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because confidentiality concerns call for architecture and governance choices rather than a blanket rejection of AI. It connects to on-premise models, secure cloud, data licensing, encryption, privacy standards, enterprise AI.", "significance": "on-premise hosting, secure clouds, licensing, encryption, and legal standards can mitigate privacy risk. This matters because confidentiality concerns call for architecture and governance choices rather than a blanket rejection of AI.", "connections": ["on-premise models", "secure cloud", "data licensing", "encryption", "privacy standards", "enterprise AI"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 590 (PDF page 42) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p125", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p126", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "590", "pdf_pages": "42", "section": "III.E. Strategy 5: Integration", "claim": "generative interpretation can use language models as reproducible tools for ordinary-meaning analysis", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 590, that generative interpretation can use language models as reproducible tools for ordinary-meaning analysis. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because models encode linguistic patterns from far more text than any individual judge can read. It connects to generative interpretation, ordinary meaning, language models, reproducibility, textualism, linguistic evidence.", "significance": "generative interpretation can use language models as reproducible tools for ordinary-meaning analysis. This matters because models encode linguistic patterns from far more text than any individual judge can read.", "connections": ["generative interpretation", "ordinary meaning", "language models", "reproducibility", "textualism", "linguistic evidence"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 590 (PDF page 42) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p126", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p127", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "590", "pdf_pages": "42", "section": "III.E. Strategy 5: Integration", "claim": "LLMs can distinguish context-dependent meanings that dictionaries present as disconnected definitions", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 590, that LLMs can distinguish context-dependent meanings that dictionaries present as disconnected definitions. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because contextual probability offers a more realistic account of usage than treating every dictionary sense as equally plausible. It connects to contextual meaning, dictionaries, polysemy, ordinary usage, language representation, legal interpretation.", "significance": "LLMs can distinguish context-dependent meanings that dictionaries present as disconnected definitions. This matters because contextual probability offers a more realistic account of usage than treating every dictionary sense as equally plausible.", "connections": ["contextual meaning", "dictionaries", "polysemy", "ordinary usage", "language representation", "legal interpretation"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 590 (PDF page 42) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p127", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p128", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "591", "pdf_pages": "43", "section": "III.E. Strategy 5: Integration", "claim": "AI opinion drafting can threaten deliberation, authorship, rhetoric, and public legitimacy", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 591, that AI opinion drafting can threaten deliberation, authorship, rhetoric, and public legitimacy. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because efficiency gains may alter the judicial role and how audiences perceive the authenticity of reasons. It connects to judicial authorship, deliberation, opinion drafting, legitimacy, rhetoric, automation.", "significance": "AI opinion drafting can threaten deliberation, authorship, rhetoric, and public legitimacy. This matters because efficiency gains may alter the judicial role and how audiences perceive the authenticity of reasons.", "connections": ["judicial authorship", "deliberation", "opinion drafting", "legitimacy", "rhetoric", "automation"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 591 (PDF page 43) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p128", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p129", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "591", "pdf_pages": "43", "section": "III.E. Strategy 5: Integration", "claim": "the force of authorship objections varies along a spectrum from spell-checking to robo-judging", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 591, that the force of authorship objections varies along a spectrum from spell-checking to robo-judging. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because many assistive tasks are remote from outsourcing adjudication and can remain net beneficial. It connects to automation spectrum, spell-check, robo-judging, assistive AI, proportionality, judicial role.", "significance": "the force of authorship objections varies along a spectrum from spell-checking to robo-judging. This matters because many assistive tasks are remote from outsourcing adjudication and can remain net beneficial.", "connections": ["automation spectrum", "spell-check", "robo-judging", "assistive AI", "proportionality", "judicial role"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 591 (PDF page 43) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p129", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p130", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "591", "pdf_pages": "43", "section": "III.E. Strategy 5: Integration", "claim": "the practical choice may be between intelligent assistance and blind doctrinal algorithms rather than between algorithms and no algorithms", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 591, that the practical choice may be between intelligent assistance and blind doctrinal algorithms rather than between algorithms and no algorithms. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because rejecting court-side AI can push institutions toward mechanical rules that ration claims without regard to merit. It connects to comparative algorithms, mechanical rules, intelligent assistance, claim rationing, institutional choice, legal thermostats.", "significance": "the practical choice may be between intelligent assistance and blind doctrinal algorithms rather than between algorithms and no algorithms. This matters because rejecting court-side AI can push institutions toward mechanical rules that ration claims without regard to merit.", "connections": ["comparative algorithms", "mechanical rules", "intelligent assistance", "claim rationing", "institutional choice", "legal thermostats"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 591 (PDF page 43) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p130", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p131", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "592", "pdf_pages": "44", "section": "III.E. Strategy 5: Integration", "claim": "fee increases and rights restrictions are blind algorithms that exclude litigants regardless of merit", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 592, that fee increases and rights restrictions are blind algorithms that exclude litigants regardless of merit. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because traditional thermostats automate rationing through rigid proxies such as money, timing, and pleading polish. It connects to blind algorithms, fees, rights restrictions, merit blindness, procedural proxies, access inequality.", "significance": "fee increases and rights restrictions are blind algorithms that exclude litigants regardless of merit. This matters because traditional thermostats automate rationing through rigid proxies such as money, timing, and pleading polish.", "connections": ["blind algorithms", "fees", "rights restrictions", "merit blindness", "procedural proxies", "access inequality"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 592 (PDF page 44) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p131", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p132", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "592", "pdf_pages": "44", "section": "III.E. Strategy 5: Integration", "claim": "thoughtful AI integration can outperform mechanical and politically manipulated thermostat adjustments", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 592, that thoughtful AI integration can outperform mechanical and politically manipulated thermostat adjustments. The discussion places this proposition within III.E. Strategy 5: Integration and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because validated tools can expand processing capacity while remaining reviewable by accountable judges. It connects to thoughtful integration, politicization, judicial review, capacity expansion, accountability, algorithmic governance.", "significance": "thoughtful AI integration can outperform mechanical and politically manipulated thermostat adjustments. This matters because validated tools can expand processing capacity while remaining reviewable by accountable judges.", "connections": ["thoughtful integration", "politicization", "judicial review", "capacity expansion", "accountability", "algorithmic governance"], "limitations": "Integration is conditional on testing, confidentiality safeguards, task selection, verification, and continued human responsibility for adjudication.", "evidence_summary": "Printed page 592 (PDF page 44) develops this proposition in III.E. Strategy 5: Integration.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p132", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p133", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "592", "pdf_pages": "44", "section": "IV. Conclusion", "claim": "access to justice is only a prelude to the delivery of justice", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 592, that access to justice is only a prelude to the delivery of justice. The discussion places this proposition within IV. Conclusion and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because reducing entry barriers does not guarantee timely, careful, or rights-preserving adjudication. It connects to access versus delivery, procedural justice, substantive justice, court capacity, litigation boom, institutional design.", "significance": "access to justice is only a prelude to the delivery of justice. This matters because reducing entry barriers does not guarantee timely, careful, or rights-preserving adjudication.", "connections": ["access versus delivery", "procedural justice", "substantive justice", "court capacity", "litigation boom", "institutional design"], "limitations": "The conclusion states a forward-looking institutional choice rather than claiming that any particular AI deployment is presently safe or effective without validation.", "evidence_summary": "Printed page 592 (PDF page 44) develops this proposition in IV. Conclusion.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p133", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p134", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "593", "pdf_pages": "45", "section": "IV. Conclusion", "claim": "historical responses to litigation surges warn that new demand can produce contraction of procedural and substantive rights", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 593, that historical responses to litigation surges warn that new demand can produce contraction of procedural and substantive rights. The discussion places this proposition within IV. Conclusion and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because the Prison Litigation Reform Act illustrates how capacity pressure can be converted into durable exclusion. It connects to historical analogy, PLRA, rights contraction, litigation surges, institutional response, access barriers.", "significance": "historical responses to litigation surges warn that new demand can produce contraction of procedural and substantive rights. This matters because the Prison Litigation Reform Act illustrates how capacity pressure can be converted into durable exclusion.", "connections": ["historical analogy", "PLRA", "rights contraction", "litigation surges", "institutional response", "access barriers"], "limitations": "The conclusion states a forward-looking institutional choice rather than claiming that any particular AI deployment is presently safe or effective without validation.", "evidence_summary": "Printed page 593 (PDF page 45) develops this proposition in IV. Conclusion.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p134", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p135", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "593", "pdf_pages": "45", "section": "IV. Conclusion", "claim": "legal scholars should collaborate with judges, administrators, and technologists on positive court-AI use cases", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 593, that legal scholars should collaborate with judges, administrators, and technologists on positive court-AI use cases. The discussion places this proposition within IV. Conclusion and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because law must move from cataloging algorithmic harms to building tools whose limitations are understood and governed. It connects to tool-building scholarship, interdisciplinary collaboration, judges, technologists, responsible AI, legal academia.", "significance": "legal scholars should collaborate with judges, administrators, and technologists on positive court-AI use cases. This matters because law must move from cataloging algorithmic harms to building tools whose limitations are understood and governed.", "connections": ["tool-building scholarship", "interdisciplinary collaboration", "judges", "technologists", "responsible AI", "legal academia"], "limitations": "The conclusion states a forward-looking institutional choice rather than claiming that any particular AI deployment is presently safe or effective without validation.", "evidence_summary": "Printed page 593 (PDF page 45) develops this proposition in IV. Conclusion.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p135", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}
{"schema_version": "1.0", "proposition_id": "ssrn-4873649-p136", "paper_id": "ssrn-4873649", "paper_title": "Judicial Economy in the Age of AI", "authors": "Yonathan A. Arbel", "citation": "Yonathan A. Arbel, Judicial Economy in the Age of AI, 96 U. Colo. L. Rev. 549 (2025).", "source_type": "published journal PDF", "source_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/paper.pdf", "printed_pages": "593", "pdf_pages": "45", "section": "IV. Conclusion", "claim": "judicial economy ultimately requires choosing how much justice to fund and whether automation should stretch those resources", "thick_description": "Professor Yonathan Arbel claims, in the article “Judicial Economy in the Age of AI” on page 593, that judicial economy ultimately requires choosing how much justice to fund and whether automation should stretch those resources. The discussion places this proposition within IV. Conclusion and ties the immediate point to the paper's broader distinction between opening access and preserving the institutional capacity to deliver justice. This is significant because AI policy cannot avoid the political allocation of adjudicative capacity; it can only change how effectively that capacity is used. It connects to judicial economy, public funding, automation, resource allocation, justice policy, institutional capacity.", "significance": "judicial economy ultimately requires choosing how much justice to fund and whether automation should stretch those resources. This matters because AI policy cannot avoid the political allocation of adjudicative capacity; it can only change how effectively that capacity is used.", "connections": ["judicial economy", "public funding", "automation", "resource allocation", "justice policy", "institutional capacity"], "limitations": "The conclusion states a forward-looking institutional choice rather than claiming that any particular AI deployment is presently safe or effective without validation.", "evidence_summary": "Printed page 593 (PDF page 45) develops this proposition in IV. Conclusion.", "review_status": "machine-drafted-source-checked", "human_reviewed": false, "generated_on": "2026-09-04", "canonical_url": "https://works.battleoftheforms.com/papers/ssrn-4873649/#proposition-p136", "dataset_url": "https://works.battleoftheforms.com/propositions/propositions.jsonl"}