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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
aboutaboutness

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 1 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.

affunlabeled
Who Blows the Whistle on Corporate Fraud?
Alexander Dyck, Adair Morse, Luigi Zingales
2010· article· en· The Journal of Finance· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
1,869
citations
venueno affno abstractunlabeled
Predicting Material Accounting Misstatements*
Patricia Dechow, Weili Ge, Chad R. Larson, Richard G. Sloan
2011· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
1,857
citations
affunlabeled
Equity Incentives and Earnings Management
Qiang Cheng, Terry D. Warfield
2005· article· en· The Accounting Review· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
1,500
citations
venueno affunlabeled
Audit‐Firm Tenure and the Quality of Financial Reports*
Elizabeth Johnson, Inder K. Khurana, J. Kenneth Reynolds
2002· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearchconsensus · none
1,087
citations
affunlabeled
Measuring Corporate Culture Using Machine Learning
Kai Li, Feng Mai, Rui Shen, Xinyan Yan
2020· article· en· Review of Financial Studies· Business, Management and Accounting
distilled prediction:candidate · metaresearchconsensus · none
943
citations
venueno affunlabeled
Board Characteristics and Audit Fees*
Joseph V. Carcello, Dana R. Hermanson, Terry L. Neal, Richard A. Riley
2002· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
885
citations
affunlabeled
Managerial Empire Building and Firm Disclosure
Ole‐Kristian Hope, Wayne B. Thomas
2008· article· en· Journal of Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearchconsensus · none
688
citations
venueaboutno affunlabeled
Corporate Governance and the Audit Process*
Jeffrey P. Cohen, Ganesh Krishnamoorthy
2002· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+sts+scholarly_communication+insufficient_payloadconsensus · none
629
citations
venueno affunlabeled
Does Mandatory IFRS Adoption Improve the Information Environment?*
Joanne Horton, George Serafeim, Ioanna Serafeim
2012· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
548
citations
affno abstractunlabeled
The benefits of specific risk-factor disclosures
Ole‐Kristian Hope, Danqi Hu, Hai Lu
2016· article· en· Review of Accounting Studies· Business, Management and Accounting
distilled prediction:candidate · metaresearchconsensus · none
530
citations
affno abstractunlabeled
Corporate Governance and Earnings Management
Sonda Chtourou, Lucie Courteau
2001· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
513
citations
venueno affunlabeled
Auditor Conservatism, Asymmetric Monitoring, and Earnings Management*
Jeong‐Bon Kim, Richard Chung, Michael Firth
2003· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · none
505
citations
affvenueno abstractunlabeled
CEO Ability and Management Earnings Forecasts<sup>*</sup>
Bok Baik, David Farber, Sam Lee
2011· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
470
citations
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