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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 73 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
10.51847/zCGF7sV7PL
2000· article· en· Time to knit· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Book Reviews
James D. Morrow, James Devine, Philip Rothman, Arthur J. Robson, James W. Friedman, J. Bradford DeLong +33 more
2001· article· en· Journal of Economic Literature· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Effects of regulation on audits: A Canadian example
Anne‐Marie T. Lelkes
2019· article· en· Journal of Corporate Accounting & Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Toronto Popular Financial Reporting 2023
2025· article· en· DOAJ (DOAJ: Directory of Open Access Journals)· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
The Design and Business Models of Financial Ratings
Pierre Chaigneau, Nicolas Sahuguet
2025· preprint· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
afffundunlabeled
National legislatures and corporate transparency
Richard W. Carney, Ruiyuan Chen, Sadok El Ghoul, Omrane Guedhami
2024· article· en· Research in International Business and Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Unintentional Bias and Managerial Reporting
Florin Şabac, Jie Tian
2023· article· en· Journal of Management Accounting Research· Business, Management and Accounting
machine prediction:candidate · metaresearchconsensus · none
0
citations
affno abstractunlabeled
Politicians’ Green Incentives and External Auditing
Ole‐Kristian Hope, Heng Yue, Qinlin Zhong
2024· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About