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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 23 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
Earnings Management Around Share Repurchases: A Note
Nikos Vafeas, Adamos Vlittis, Philippos Katranis, Kanalis A. Ockree
2003· article· en· Abacus· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
24
citations
affno abstractunlabeled
Employee Ownership and Firm Disclosure
Yiwei Dou, Ole‐Kristian Hope
2012· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
24
citations
venueno affunlabeled
Walking the Talk? Managing Errors in the Audit Profession*
Anna Gold, Dominic Detzen, Oscar van Mourik, Philip Wallage, Arnold Wright
2022· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
23
citations
aboutno affno abstractunlabeled
14-Week quarters
Rick Johnston, Andrew J. Leone, Sundaresh Ramnath, Ya‐wen Yang
2011· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
23
citations
affno abstractunlabeled
Do Joint Audits Improve or Impair Audit Quality?
Mingcherng Deng, Tong Lü, Dan A. Simunic, Minlei Ye
2012· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
23
citations
venueno affunlabeled
Audit Report Restrictions in Debt Covenants
Krishnagopal Menon, David D. Williams
2015· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
22
citations
affunlabeled
Truncating Optimism
Zachary Kaplan, Xiumin Martin, Yifang Xie
2021· article· en· Journal of Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
22
citations

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