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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 31 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.

afffundunlabeled
Auditor Choice and the Informativeness of 10-K Reports
Karel Hrazdil, Dan A. Simunic, Nattavut Suwanyangyuan
2021· article· en· Journal of Accounting Auditing & Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
13
citations
affno abstractunlabeled
Analysts’ Choice of Peer Companies
Gus De Franco, Ole‐Kristian Hope, Stephannie Larocque
2012· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
13
citations
affno abstractunlabeled
Corporate Reputation and Cost of Debt
Deniz Anginer, A. Joseph Warburton
2011· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
13
citations
affunlabeled
Auditor monitoring and restatement dark period
Nourhene BenYoussef, Mohamed Drira
2019· article· en· International Journal of Accounting and Information Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
13
citations
venueaboutno affunlabeled
Information Quality of Interim Financial Statements
Karen Lightstone, Nicola M. Young, Tyra McFadden
2012· article· en· Accounting Perspectives· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
13
citations
affno abstractunlabeled
Policy Uncertainty and Textual Disclosure
Liangliang Jiang, Jeffrey Pittman, Walid Saffar
2017· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
13
citations
affno abstractunlabeled
Does accounting conservatism deter short sellers?
Archana Jain, Chinmay Jain, Ashok Robin
2019· article· en· Review of Quantitative Finance and Accounting· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
12
citations
venueno affunlabeled
Voluntary Disclosure and Informed Trading*
Evgeny Petrov
2020· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
12
citations
affno abstractunlabeled
Recognition Versus Disclosure of Fair Values
Edward J. Riedl, Thorsten Sellhorn
2013· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Political Corruption and Accounting Conservatism
Lingmin Xie, Jeong‐Bon Kim, Tao Yuan
2023· article· en· European Accounting Review· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
12
citations
aboutno affgemma · bibliometricsgpt · bibliometricsmodels split
Mapping the state of expanded audit reporting: a bibliometric view
Bita Mashayekhi, Ehsan Dolatzarei, Omid Faraji, Zabihollah Rezaee
2023· article· en· Meditari Accountancy Research· Business, Management and Accounting
machine prediction:candidate · bibliometricsconsensus · none
12
citations

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