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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 28 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
Revealing Corporate Financial Misreporting
Quinn Curtis, Dain C. Donelson, Justin Hopkins
2018· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Generalist CEOs and conditional accounting conservatism
Karel Hrazdil, Yi Liang, Lufei Ruan, Hakjoon Song
2023· article· en· Journal of Business Finance &amp Accounting· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
16
citations
venueno affunlabeled
How Do Auditors Increase Substantially Firm Value?
Ya‐Fang Wang, Yu‐Ting Huang
2014· article· en· International Journal of Economics and Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
16
citations
affno abstractunlabeled
Audit Data Analytics Use: An Exploratory Analysis
Clark Hampton, Theophanis C. Stratopoulos
2016· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
16
citations
aboutno affunlabeled
Do investors overreact to earnings warnings?
Oranee Tawatnuntachai, Devrim Yaman
2006· article· en· Review of Financial Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
15
citations

How this was built: Screen · Findings · About