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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.

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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 4 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Corporate Investments: Learning from Restatements
Art Durnev, Claudine Mangen
2009· article· en· Journal of Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+scholarly_communicationconsensus · none
221
citations
aboutno affunlabeled
A Returns-Based Representation of Earnings Quality
Frank Ecker, Jennifer Francis, Irene Kim, Per Olsson, Katherine Schipper
2006· article· en· The Accounting Review· Business, Management and Accounting
distilled prediction:candidate · metaresearchconsensus · none
221
citations
affvenueunlabeled
Accounting Quality, Stock Price Delay, and Future Stock Returns*
Jeffrey L. Callen, Mozaffar Khan, Hai Lu
2011· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communicationconsensus · none
218
citations
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
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · scholarly_communication+insufficient_payload
213
citations
afffundno abstractunlabeled
Employee welfare and stock price crash risk
Hamdi Ben‐Nasr, Hatem Ghouma
2017· article· en· Journal of Corporate Finance· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
213
citations
affvenueunlabeled
China's Anti‐Corruption Campaign and Financial Reporting Quality
Ole‐Kristian Hope, Heng Yue, Qinlin Zhong
2019· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
212
citations
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
distilled prediction:candidate · noneconsensus · none
211
citations
affno abstractunlabeled
Measuring audit quality
Shivaram Rajgopal, Suraj Srinivasan, Xin Zheng
2021· article· en· Review of Accounting Studies· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
202
citations
affno abstractunlabeled
Who Blows the Whistle on Corporate Fraud?
I. J. Alexander Dyck, Adair Morse, Luigi Zingales
2008· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
196
citations
affno abstractunlabeled
Accounting and networks of corruption
Dean Neu, Jeff Everett, Abu Shiraz Rahaman, Daniel E. Martínez
2012· article· en· Accounting Organizations and Society· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
196
citations
aboutno affunlabeled
Institutional Investor Attention and Firm Disclosure
I. N. Abramova, John E. Core, Andrew Sutherland
2020· article· en· The Accounting Review· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
184
citations
affvenueunlabeled
How Do Regulatory Reforms to Enhance Auditor Independence Work in Practice?
Krista Fiolleau, Kris Hoang, Karim Jamal, Shyam Sunder
2012· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · scholarly_communication
179
citations
venueno affunlabeled
The World Has Changed—Have Analytical Procedure Practices?*
Greg Trompeter
2010· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · none
178
citations
affvenueunlabeled
Employee Ownership and Firm Disclosure
Francesco Bova, Yiwei Dou, Ole‐Kristian Hope
2014· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
178
citations
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