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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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Journal of Accounting and Economics
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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.

35 results · 1 filter active ·
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20022025
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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.
35 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 35 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 35 of 35 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.

aboutno affno abstractunlabeled
The effect of experience on security analyst underreaction
Michael B. Mikhail, Beverly R. Walther, Richard H. Willis
2003· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
211
citations
affno abstractunlabeled
Gone with the wind: An externality of earnings pressure
Zheng Liu, Hongtao Shen, Michael Welker, Ning Zhang, Yang Zhao
2021· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
168
citations
aboutno affno abstractunlabeled
Target ratcheting and effort reduction
Jan Bouwens, Peter Kroos
2010· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
158
citations
affaboutno abstractunlabeled
The effect of earnings surprises on information asymmetry
Stephen Brown, Stephen A. Hillegeist, Kin Lo
2009· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
143
citations
affno abstractunlabeled
Dynamic incentives and retirement
Florin Şabac
2007· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
29
citations
aboutno affno abstractunlabeled
14-Week quarters
Rick Johnston, Andrew J. Leone, Sundaresh Ramnath, Ya‐wen Yang
2011· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
23
citations
affunlabeled
Comply-or-explain regulation and investor protection
Thomas Bourveau, Xingchao Gao, Rongchen Li, Frank Zhou
2025· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
9
citations
affno abstractunlabeled
Muni Disclosure: All talk and no trade?
Christine Cuny, Ken Li, Anya Nakhmurina, Edward M. Watts
2025· article· en· Journal of Accounting and Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
3
citations
fundno affno abstractunlabeled
Fair value accounting standards and securities litigation
Musaib Ashraf, Dain C. Donelson, John M. McInnis, Richard Mergenthaler
2024· article· en· Journal of Accounting and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations

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