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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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Political Influence and Corporate Strategies
Retraction
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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.

519 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.
519 works in the cohort · of 4,299,418page 2 of 11

Labels cover 2 of 519 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 519 of 519 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Public–Elite Interactions
Dennis Chong, James Druckman
2011· book-chapter· en· Oxford University Press eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
53
citations
affunlabeled
Informational Lobbying and Agenda Distortion
Christopher Cotton, Arnaud Déllis
2016· article· en· The Journal of Law Economics and Organization· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
40
citations
afffundunlabeled
Hall of Mirrors: Corporate Philanthropy and Strategic Advocacy
Marianne Bertrand, Matilde Bombardini, Raymond Fisman, Bradley Hackinen, Francesco Trebbi
2018· report· en· National Bureau of Economic Research· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
37
citations
fundno affunlabeled
2008 Global Go To Think Tanks Index Report
James G. McGann
2008· article· en· Scholarly Commons (University of Pennsylvania)· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
27
citations
affno abstractunlabeled
Campaign Contributions Over CEOs’ Careers
Brian Kelleher Richter, Adam Fremeth, Brandon Schaufele
2012· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
24
citations
affgemma · bibliometricsgpt · bibliometricsmodels split
A bibliometric analysis of political connections literature
Fatma Ahmed, Khaled Hussainey
2023· article· en· Review of Accounting and Finance· Business, Management and Accounting
distilled prediction:candidate · bibliometricsconsensus · bibliometrics
23
citations
affunlabeled
From Generation to Generation
Donald E. Abelson
2019· article· en· International Review of Public Policy· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
21
citations
affunlabeled
Academic Earmarks and the Returns to Lobbying
John de Figueiredo, Brian S. Silverman
2002· preprint· en· National Bureau of Economic Research· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
21
citations
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