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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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Private Equity and Venture Capital
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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.

1,192 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.
1,192 works in the cohort · of 4,299,418page 1 of 24

Labels cover 4 of 1,192 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 1,192 of 1,192 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
The Geography of Crowdfunding
Ajay Agrawal, Christian Catalini, Avi Goldfarb
2011· report· en· National Bureau of Economic Research· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
561
citations
affunlabeled
Strategic networks and entrepreneurial ventures
Toby E. Stuart, Olav Sorenson
2007· article· en· Strategic Entrepreneurship Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
544
citations
affunlabeled
Outside Enterpreneurial Capital
Andy Cosh, Douglas J. Cumming, Alan Hughes
2009· article· en· The Economic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
468
citations
affaboutno abstractunlabeled
Crowding out private equity: Canadian evidence
Douglas J. Cumming, Jeffrey G. MacIntosh
2006· article· en· Journal of Business Venturing· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
344
citations
affno abstractunlabeled
Governmental venture capital for innovative young firms
Massimo G. Colombo, Douglas J. Cumming, Silvio Vismara
2014· article· en· The Journal of Technology Transfer· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
308
citations
aboutno affunlabeled
Finance and Corporate Innovation: A Survey
Jie He, Xuan Tian
2018· article· en· Asia-Pacific Journal of Financial Studies· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
287
citations
afffundunlabeled
Startups’ Roads to Failure
Marco Cantamessa, Valentina Gatteschi, Guido Perboli, Mariangela Rosano
2018· article· en· Sustainability· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
209
citations
venueaboutno affunlabeled
Venture-Capital Exits in Canada and the United States
Douglas J. Cumming, Jeffrey G. MacIntosh
2003· article· en· University of Toronto Law Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
207
citations
afffundno abstractunlabeled
Squaring venture capital valuations with reality
Will Gornall, Ilya A. Strebulaev
2019· article· en· Journal of Financial Economics· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
198
citations
affunlabeled
Preplanned exit strategies in venture capital
Sofia A. Johan, Douglas J. Cumming
2020· article· en· Aberdeen University Research Archive (Aberdeen University)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
191
citations
venueno affunlabeled
Pension Fund Corporate Engagement
Gordon L. Clark, Tessa Hebb
2004· article· en· Relations industrielles· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
178
citations
affno abstractunlabeled
Capital structure in venture finance
Douglas J. Cumming
2004· article· en· Journal of Corporate Finance· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
158
citations
affunlabeled
Financing the Entrepreneurial Venture
Jean‐Etienne de Bettignies
2008· article· en· Management Science· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
136
citations
affunlabeled
Style Drift in Private Equity
Douglas J. Cumming, Grant Fleming, Armin Schwienbacher
2009· article· en· Journal of Business Finance &amp Accounting· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
131
citations
affno abstractunlabeled
Signaling in Equity Crowdfunding
Gerrit Ahlers, Douglas J. Cumming, Christina Guenther, Denis Schweizer
2012· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
126
citations
afffundunlabeled
The Problems with and Promise of Entrepreneurial Finance
Douglas J. Cumming, Sofia Johan
2017· article· en· Strategic Entrepreneurship Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
120
citations
affunlabeled
Why Firms Form (Or do not Form) RJVS
Lars‐Hendrik Röller, Ralph Siebert, Mihkel M. Tombak
2007· article· en· The Economic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
112
citations
affaboutunlabeled
Venture Capital Investment Duration
Douglas J. Cumming, Sofia Johan
2010· article· en· Journal of Small Business Management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
112
citations
affunlabeled
Private Equity Premium Puzzle Revisited
Katya Kartashova
2014· article· en· American Economic Review· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
102
citations
aboutno affunlabeled
Autm Licensing Survey: Fy 2002
Ashley J. Stevens
2003· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
102
citations
aboutno affunlabeled
Venture capital, entrepreneurship, and public policy
Vesa Kanniainen, Christian Keuschnigg
2005· preprint· en· RePEc: Research Papers in Economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
95
citations
aboutno affunlabeled
The internationalization of venture capital
Joshua Aizenman, Jake Kendall
2012· article· en· Journal of Economic Studies· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
93
citations

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