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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
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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.

1,192 results · 1 filter active ·
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20002025
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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.
1,192 works in the cohort · of 4,299,418page 18 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. 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
Venture Capital Certification and M&A
Anup Basnet, Magnus Blomkvist, Thomas Walker
2025· preprint· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
H2O Innovation finalizes funding
2004· article· en· Membrane Technology· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Selling to Yourself: Continuation Funds in Private Equity
Rustam Abuzov, Will Gornall, Sophie Shive, Ilya A. Strebulaev, Michael S. Weisbach
2025· preprint· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Selling to Yourself: Continuation Funds in Private Equity
Rustam Abuzov, Will Gornall, Sophie Shive, Ilya A. Strebulaev, Michael S. Weisbach
2025· preprint· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Aboriginal Canada Portal: Financing
Indian, Northern Affairs Canada, Communications Branch
2002· article· en· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Unique Roles of Venture Boards
Jun Ho Lee, Long Su, Jukyeong Han, Minyoung Kim, Vincent L. Barker
2024· preprint· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Impact Investment from Signals of Dual-Purpose Startups
Chang Gue Lim, Sangyoun Lee, Sun Hee Lee, Sang‐Joon Kim
2024· preprint· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Investing in Happiness: A Venture Capital Assessment Framework
James Dudfield, Sara Olsen, Aaron Mallett, Lindsay Smalling, Jed Emerson, Eric Ng
2024· article· en· The Journal of Impact and ESG Investing· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Biotech Takes Hit from Jittery Market in Q3
G. Steven Burrill
2011· article· en· Genetic Engineering & Biotechnology News· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Internet Resources
Robert B. Anderson
2003· article· en· Journal of Aboriginal Economic Development· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Fund of Funds
Radu-Dragomir Manac, Geoffrey Wood
2023· book-chapter· en· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Return to Venture Capital in the Aggregate
Shumiao Ouyang, Jiaheng Yu, Ravi Jagannathan
2020· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Screening with Securities
Nicolas Inostroza, Nicolás Figueroa
2022· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Canada
Oleg Stratiev
2020· book-chapter· en· Edward Elgar Publishing eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Start-up Law
2020· book· pt· Edward Elgar Publishing eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About