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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 57 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
Influence of Financial Fraud Scandal on Listed Companies
Ke Li, Yunfan Liu, Jiayao Wang, Yuqiao Zhu
2022· article· en· Highlights in Business Economics and Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Adoption of IFRS for SMEs in Albania
Albana Gjoni, Shpresa Çela, Drini Salko, Migena Qerimi
2021· article· en· Research in World Economy· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
Trends and Insights in Arab Audit Research: A Bibliometric Exploration
Zouhour Ben Hamadi, Peter Ghattas
2025· article· en· Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration· Business, Management and Accounting
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
1
citations
affno abstractunlabeled
Career Concerns and Earnings Management
Elizabeth Demers, Chong Wang
2013· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Equity Market Response to Form 20-F Disclosures for ADR Firms
Michael H. Senteney, David L. Senteney, Mohammad S. Bazaz
2017· article· en· International Journal of Economics and Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Discussion about Conceptual Framework
Huijuan Lin
2015· article· en· International Business Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Securities class actions of Chinese companies
Nancy Chun Feng, Ross D. Fuerman
2018· article· en· Corporate Ownership and Control· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations

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