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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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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
Evidence
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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 53 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

fundno affno abstractunlabeled
Fair value accounting standards and securities litigation
Musaib Ashraf, Dain C. Donelson, John M. McInnis, Richard Mergenthaler
2024· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Book Reviews
John Bryant, Susan Howson, Theodore Burczak, Herbert Gintis, Jennifer S. Lerner, Robert A. Margo +29 more
2000· article· en· Journal of Economic Literature· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Do Analysts' Preferences Affect Corporate Policies?
François Degeorge, François Derrien, Ambrus Kecskés, Sébastien Michenaud
2012· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Fair Market Value Could Have Contributed to the Crash
Radhika Lunawat, Kira Pronin, Jack Douglas Stecher, Gaoqing Zhang
2013· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
SEC Monitoring of Foreign Firmss Disclosures
James P. Naughton, Rafael Rogo, Ray Zhang
2016· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
IPO Characteristics and Analyst Forecasts
Steven Xiaofan Zheng, David A. Stangeland
2005· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affvenueunlabeled
Conditional conservatism and persistence of accrual components
Yutao Li, Wenjun Zhang
2015· article· en· Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
Promoting proactive auditing behaviors
Mark E. Peecher, Michael A. Ricci, Yuepin Zhou
2023· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
International Real Estate Review
Robert H. Edelstein, Steve Fortin, Desmond Tsang
2012· article· en· International Real Estate Review· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
The Impact of Trade Secrecy Protection on Audit Pricing
Peng Gao, Karel Hrazdil, Jiyuan Li, Jingjing Xia
2025· article· en· International Journal of Financial Studies· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Cash Flows, Accruals, and Future Returns
Joshua Livnat, Massimo Santicchia
2006· article· en· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affaboutunlabeled
If Only We Had Listened to Ross S. Skinner
Jacques Fortin, Réal Labelle
2005· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About