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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 Social Responsibility Reporting
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
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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.

1,800 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.
1,800 works in the cohort · of 4,299,418page 2 of 36

Labels cover 7 of 1,800 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 1,800 of 1,800 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.

fundno affunlabeled
Do ESG funds make stakeholder-friendly investments?
Aneesh Raghunandan, Shiva Rajgopal
2022· article· en· Review of Accounting Studies· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
367
citations
affunlabeled
The New Corporate Social Responsibility
Graeme Auld, Benjamin Cashore
2008· article· en· Annual Review of Environment and Resources· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
324
citations
affaboutunlabeled
Corporate Social Responsibility and Financial Risk
François Boutin-Dufresne, Patrick Savaria
2004· article· en· The Journal of Investing· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
290
citations
affaboutunlabeled
Do Investors Value Sustainability Reports? A Canadian Study
Sylvie Berthelot, Michel Coulmont, Vanessa Serret
2012· article· en· Corporate Social Responsibility and Environmental Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
257
citations

How this was built: Screen · Findings · About