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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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Corporate Finance and 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.

4,634 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.
4,634 works in the cohort · of 4,299,418page 20 of 93

Labels cover 2 of 4,634 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 4,634 of 4,634 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.

affno abstractunlabeled
Investment Efficiency and Product Market Competition
Neal M. Stoughton, Kit Pong Wong, Long Yi
2015· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
26
citations
aboutno affunlabeled
Initial Offer Precision and M&A Outcomes
Petri Hukkanen, Matti Keloharju
2018· article· en· Financial Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
26
citations
affunlabeled
Board Expertise and Executive Incentives
Xiaojing Meng, Jie Tian
2020· article· en· Management Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
26
citations
affunlabeled
Granular Corporate Hedging Under Dominant Currency
Laura Alfaro, Mauricio Calani, Liliana Varela
2021· preprint· en· National Bureau of Economic Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
Investor Protection and Firm Liquidity
Paul Brockman, Dennis Y. Chung
2002· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
25
citations
venueno affunlabeled
Review of the Literature on Merger Waves
Sangjun Cho, Chune Chung
2022· article· en· Journal of risk and financial management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
Owners’ Portfolio Diversification and Firm Investment
Evgeny Lyandres, Maria‐Teresa Marchica, Roni Michaely, Roberto Mura
2019· article· en· Review of Financial Studies· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
End‐of‐Day Price Manipulation and M&As
Douglas J. Cumming, Shan Ji, Sofia Johan, Monika Tarsalewska
2019· article· en· British Journal of Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
Firms' Decisions Where to Incorporate
Lucian A. Bebchuk, Alma Cohen
2002· preprint· en· National Bureau of Economic Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
25
citations
affno abstractunlabeled
Board Reforms and Dividend Policy: International Evidence
Kee‐Hong Bae, Sadok El Ghoul, Omrane Guedhami, Xiaolan Zheng
2020· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
24
citations
affunlabeled
The Pension Governance Deficit: Still with Us
Ronald Capelle, Hubert Lum, Keith P. Ambachtsheer
2008· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
24
citations
afffundunlabeled
Pre‐Going Private Ownership Around the World
Douglas J. Cumming, Rejo Peter, Aurélie Sannajust, Monika Tarsalewska
2018· article· en· British Journal of Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
24
citations

How this was built: Screen · Findings · About