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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
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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 58 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.

venueno affunlabeled
Fair Value Accounting and Stewardship*
A. Rashad Abdel‐Khalik
2010· article· en· Accounting Perspectives· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Financial Statement Comparability and New Debt Issues
Aaron D. Crabtree, Bo Ouyang, Huishan Wan
2019· article· en· Accounting and Finance Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Earnings Management Effect In Different Stock Market Cycles
Alireza Daneshfar, Daniel Zéghal, Mohammad Javad Saei
2011· article· en· Journal of Business & Economics Research (JBER)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Influential Factors on Analytical Methods in External Audit
Ehsan Khansalar, Mahmoud Lari Dashtbayaz, Javad Zarei
2015· article· en· International Journal of Economics and Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Audits des Cinq Grands et fraude comptable
Clive S. Lennox, JEFFREY A. PIZTTMAN
2010· article· fr· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
The Pricing of Accrual Quality
Sati P. Bandyopadhyay, Tony S. Wirjanto, Alan Guoming Huang
2010· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Cryptocurrencies in accounting schools?
Yahya Marei, Adel Almasarwah, Mohammad Al Bahloul, Malik Abu Afifa
2023· article· en· Higher Education Skills and Work-based Learning· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Debt Covenants and Accounting Conservatism
Shafi Mohamad, Ooi Chee Keong, Syed Ehsanullah
2020· article· en· International Journal of Financial Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Institutional Investor Attention and Firm Disclosure
I. N. Abramova, John E. Core, Andrew Sutherland
2019· article· en· LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
Audit partner achievement drive and audit quality
Peter Clarkson, Ru Gao, Fang Hu, Yi Xiang
2025· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About