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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
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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
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 39 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.

affunlabeled
Auditor distraction and audit quality
C. Janie Chang, Yutao Li, Yan Luo
2022· article· en· Review of Accounting and Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
venueno affno abstractunlabeled
Audit Quality, Abnormal Audit Fee and Auditor Attributes
Ogujiofor Magnus Nkemjika, Anichebe Alphonsus Sunday, Ozuomba Chidinma Nwamaka
2017· article· en· International Journal of Management Excellence· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Target ownership plans and earnings management
Kareen Brown, Changling Chen, Duane B. Kennedy
2017· article· en· Advances in Accounting· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Auditors’ Responses to Asset Redeployability
Ferdinand A. Gul, Karen Lai, Tongxia Li, Jeffrey Pittman
2019· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
aboutno affunlabeled
A Test of Income Smoothing Using Pseudo Fiscal Years
Dirk E. Black, Spencer Pierce, Wayne B. Thomas
2021· article· en· Management Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
IFRS adoption and the opinion of OHADA accountants
Saidatou Dicko, Anne Fortin
2014· article· en· Afro-Asian J of Finance and Accounting· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
venueno affunlabeled
Managerial extraversion and corporate voluntary disclosure
Florian Eugster, Jenni Kallunki, Juha‐Pekka Kallunki, Henrik Nilsson
2023· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
aboutno affunlabeled
Modelos de gestión de resultados: un estudio transnacional
Nuria Reguera Alvarado, Joaquina Laffarga Briones, Pilar de Fuentes Ruiz
2014· article· es· Revista de Contabilidad· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Expertise Management By Public Accounting Firms
Michael Gibbins, Karim Jamal
2001· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
affaboutunlabeled
Risk disclosure and firm risk: Evidence from Canadian firms
Michel Coulmont, Sylvie Berthelot, Caroline Talbot
2020· article· en· Risk Governance and Control Financial Markets & Institutions· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations

How this was built: Screen · Findings · About