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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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Contemporary Accounting Research
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Retraction
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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.

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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.

1,424 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.
1,424 works in the cohort · of 4,299,418page 3 of 29

Labels cover 5 of 1,424 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 1,424 of 1,424 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
Textual Analysis in Accounting: What's Next?*
Khrystyna Bochkay, Stephen Brown, Andrew J. Leone, Jennifer Wu Tucker
2022· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
213
citations
venueno affunlabeled
Managerial Ability and Credit Ratings
Kimberly Cornaggia, Gopal V. Krishnan, Changjiang Wang
2017· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
194
citations
affvenueunlabeled
Employee Ownership and Firm Disclosure
Francesco Bova, Yiwei Dou, Ole‐Kristian Hope
2014· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
178
citations
venueno affunlabeled
The Persistence of the Accruals Anomaly*
Baruch Lev, Doron Nissim
2006· article· en· Contemporary Accounting Research· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
173
citations
fundvenueno affunlabeled
Are Related Party Transactions Red Flags?
Mark J. Kohlbeck, Brian W. Mayhew
2017· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
171
citations
affvenueunlabeled
Blockholder Exit Threats and Financial Reporting Quality
Yiwei Dou, Ole‐Kristian Hope, Wayne B. Thomas, Youli Zou
2018· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
167
citations
venueno affunlabeled
The Compensation Committee Process*
Dana R. Hermanson, James G. Tompkins, Rajaram Veliyath, Zhongxia Ye
2011· article· en· Contemporary Accounting Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
157
citations

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