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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.

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

3,740 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.
3,740 works in the cohort · of 4,299,418page 9 of 75

Labels cover 11 of 3,740 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 3,740 of 3,740 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Analysts’ choice of peer companies
Gus De Franco, Ole‐Kristian Hope, Stephannie Larocque
2014· article· en· Review of Accounting Studies· Business, Management and Accounting
distilled prediction:candidate · metaresearchconsensus · none
93
citations
venueno affgemma · no categorygpt · no categorymodels agree
Audit Firm Tenure, Bank Complexity, and Financial Reporting Quality
Brian Bratten, Monika Causholli, Thomas C. Omer
2018· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · none
92
citations
aboutno affunlabeled
Auditing in the e‐commerce era
Ning Zhao, David C. Yen, I Bao-Guang Chang
2004· article· en· Information Management & Computer Security· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
90
citations
venueno affunlabeled
Outsourcing and Audit Risk for Internal Audit Services*
Dennis Caplan, Michael Kirschenheiter
2000· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
90
citations
venueno affunlabeled
Auditor Fees and Fraud Firms
Ariel Markelevich, Rebecca L. Rosner
2012· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
89
citations
venueno affunlabeled
Measuring Real Activity Management
Daniel Cohen, Shail Pandit, Charles E. Wasley, Tzachi Zach
2019· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
89
citations
affunlabeled
Accounting Restatements
Jeffrey L. Callen, Joshua Livnat, Dan Segal
2006· article· en· The Journal of Investing· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
88
citations
afffundno abstractunlabeled
Market performance impacts of human capital disclosures
Kaouthar Lajili, Daniel Zéghal
2006· article· en· Journal of Accounting and Public Policy· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
87
citations
affunlabeled
Equity Incentives and Earnings Management
Qiang Cheng, Terry D. Warfield, Minlei Ye
2011· article· en· Journal of Accounting Auditing & Finance· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
85
citations
venueno affno abstractunlabeled
Management Turnover Following Auditor Resignations*
Krishnagopal Menon, David D. Williams
2008· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
85
citations
venueno affunlabeled
Financial Reporting Quality and Labor Investment Efficiency
Boochun Jung, Woo‐Jong Lee, David P. Weber
2013· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
83
citations
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