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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 26 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
Management Faultlines and Management Forecasts*
Xiaotao Liu, Mathijs Van Peteghem
2022· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
19
citations
venueno affunlabeled
The Value Relevance of goodwill impairments: UK Evidence
Naser M. AbuGhazaleh, Osama M. Al-Hares, Ayman E. Haddad
2012· article· en· International Journal of Economics and Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
18
citations
affno abstractgemma · no categorygpt · no categorymodels split
Ethics, Diversity Management, and Financial Reporting Quality
Réal Labelle, Rim Makni Gargouri, Claude Francœur
2009· article· en· Journal of Business Ethics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Salary perception and career prospects in audit firms
Ahmad Hammami, Rucsandra Moldovan, Elisabeth Peltier
2020· article· en· Managerial Auditing Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Internal Control Assessment and Interference Effects
Janet Morrill, Cameron K.J. Morrill, Lori S. Kopp
2011· article· en· Behavioral Research in Accounting· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
18
citations
venueno affunlabeled
Equity Incentives and Internal Control Weaknesses
Steven Balsam, Wei Jiang, Bo Lü
2012· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
18
citations

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