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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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Community Development and Social Impact
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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.

835 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.
835 works in the cohort · of 4,299,418page 1 of 17

Labels cover 5 of 835 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 835 of 835 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.

affunlabeled
Five Configurations for Scaling Up Social Innovation
Frances Westley, Nino Antadze, Darcy Riddell, Kirsten Robinson, Sean Geobey
2014· article· en· The Journal of Applied Behavioral Science· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
275
citations
affunlabeled
Impact investments: a call for (re)orientation
Timo Busch, Peter Bruce-Clark, Jeroen Derwall, Robert G. Eccles, Tessa Hebb, Andreas G. F. Hoepner +5 more
2021· article· en· SN Business & Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
123
citations
affno abstractunlabeled
Social License to Operate
Robert G. Boutilier, Ian Thomson
2023· book-chapter· en· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
70
citations
venueno affunlabeled
Smallholder telecoupling and potential sustainability
Karl S. Zimmerer, Éric F. Lambin, Steven J. Vanek
2018· article· en· Ecology and Society· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
64
citations
afffundunlabeled
Turning Social Return on Investment on Its Head
Laurie Mook, John Maiorano, Sherida Ryan, Ann Armstrong, Jack Quarter
2015· article· en· Nonprofit Management and Leadership· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
51
citations
affunlabeled
Governance Issues for Public Sector Boards
Cosmo Howard, Robyn Seth-Purdie
2005· article· en· Australian Journal of Public Administration· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
50
citations
affvenueunlabeled
Understanding Community
Virginia Cobigo, Lynn Martin, Rawad Mcheimech
2016· article· en· Canadian Journal of Disability Studies· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
49
citations
affno abstractunlabeled
Best practices for Impact Benefit Agreements
Maggie Cascadden, Thomas Gunton, Murray B. Rutherford
2020· article· en· Resources Policy· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
41
citations
aboutno affunlabeled
Social Return on Investment Analysis
Marlene Walk, Itay Greenspan, Honey Crossley, Femida Handy
2015· article· en· Nonprofit Management and Leadership· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
39
citations
afffundunlabeled
Measuring Social Enterprise Value Creation
Laurie Mook, Andrea Chan, Dan Kershaw
2015· article· en· Nonprofit Management and Leadership· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
39
citations
affaboutunlabeled
Supported Social Enterprise
Andrea Chan, Sherida Ryan, Jack Quarter
2016· article· en· Nonprofit and Voluntary Sector Quarterly· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
36
citations

How this was built: Screen · Findings · About