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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 38 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
Audit Quality of Chinese ADR Engagements
Aloke Ghosh, Elisabeth Peltier, Cunyu Xing
2016· article· en· Accounting Horizons· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Audit Retendering and Mandatory Auditor Rotation
Mingcherng Deng, Jing Li, Dan A. Simunic, Nan Zhou
2019· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Network Analysis of Audit Partner Rotation
Jeffrey Pittman, Lin Wang, Donghui Wu
2017· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Foreign Equity Ownership and Income Smoothing
Boochun Jung, Dongyoung Lee, Ilhang Shin, Chun Yip Yuen
2020· article· en· Journal of International Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Voluntary accounting changes and analyst following
Tzu-Ling Huang, Tawei Wang, Jia‐Lang Seng
2015· article· en· International Journal of Accounting and Information Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations
affvenueunlabeled
Labor Market Benefit of Disaggregated Disclosure*
Sean Cao, Yinghua Li, Guang Ma
2022· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
7
citations

How this was built: Screen · Findings · About