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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Artificial Intelligence in Law
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

413 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
413 works in the cohort · of 4,299,418page 1 of 9

Labels cover 0 of 413 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 413 of 413 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Overview of the TREC 2008 Legal Track
Douglas W. Oard, Bruce Hedin, Stephen Tomlinson, Jason R. Baron
2008· article· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
69
citations
affunlabeled
Overview of the TREC 2009 Legal Track
Bruce Hedin, Stephen Tomlinson, Jason R. Baron, Douglas W. Oard
2009· article· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
59
citations
affunlabeled
Thirty years of artificial intelligence and law: the third decade
Serena Villata, Michał Araszkiewicz, Kevin D. Ashley, Trevor Bench‐Capon, L. Karl Branting, Jack G. Conrad +1 more
2022· article· en· Artificial Intelligence and Law· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · sts
52
citations
affunlabeled
Contrastive Learning for Legal Judgment Prediction
Han Zhang, Zhicheng Dou, Yutao Zhu, Ji-Rong Wen
2023· article· en· ACM Transactions on Information Systems· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
49
citations
affno abstractunlabeled
The epistemology of scientific evidence
Douglas Walton, Nanning Zhang
2012· article· en· Artificial Intelligence and Law· Social Sciences
distilled prediction:candidate · stsconsensus · sts
38
citations
aboutno affunlabeled
Artificial Intelligence and the Legal Profession
Michael Legg, Felicity Bell
2020· book· en· Hart Publishing eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communicationconsensus · sts
31
citations
affno abstractunlabeled
Regulation by Machine
Benjamin Alarie, Anthony Niblett, Albert Yoon
2016· article· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
26
citations
affvenueno abstractunlabeled
Law in the future
Benjamin Alarie, Anthony Niblett, Albert Yoon
2016· article· en· University of Toronto Law Journal· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
25
citations
affunlabeled
Statutory Interpretation
Douglas Walton, Fabrizio Macagno, Giovanni Sartor
2020· book· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
24
citations
affunlabeled
Witness Testimony Evidence
Douglas Walton
2007· book· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
22
citations
affunlabeled
Presumptions in Legal Argumentation
Fabrizio Macagno, Douglas Walton
2012· article· en· Ratio Juris· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
18
citations
afffundunlabeled
Lex Rosetta
Jaromír Šavelka, Hannes Westermann, Karim Benyekhlef, Charlotte S. Alexander, Jayla C. Grant, David Restrepo Amariles +12 more
2021· preprint· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
17
citations

How this was built: Screen · Findings · About