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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.

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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
Retraction
Abstract
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Label agreement
Label status

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 64 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
Book Reviews
2000· article· en· Journal of Economic Literature· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Product Market Threats and Demand for Auditing
Jeong‐Bon Kim, Raymond M. K. Wong, Emmanuel Ofosu, Cephas Simon Peter Dak-Adzaklo
2024· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Charles Beatty 127641
2012· other· en· OhioLink ETD Center (Ohio Library and Information Network)· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Årsager til frivillig afmelding fra Revireg
2011· other· en· CBS Research Portal (Copenhagen Business School)· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
The impact of clawback provision on cash valuation
Ying Huang, Ying–Jun Angela Zhang, Gady Jacoby, Zhenyu Wu, Xiankui Hu
2025· article· en· Finance research letters· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
ACCT 306-A2 Financial Reporting and Analysis II
2015· article· en· Exhibit - A Showcase of Scholarship, Creativity and Preservation Provided by Xavier University Library (Xavier University)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
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
0
citations
venueno affunlabeled
Reexamination of Whether Accrual Quality Is a Price Factor
May Xiaoyan Bao, Xiaoyan Cheng, John M. Geppert, David B. Smith
2019· article· en· Accounting and Finance Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
CONSERVADORISMO CONTÁBIL AINDA É DISCUTIDO?
Juliana Ventura Amaral, Édson Luiz Riccio, Marici Cristine Gramacho Sakata
2012· article· pt· Redalyc (Universidad Autónoma del Estado de México)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
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