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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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Nonprofit Sector and Volunteering
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.

1,119 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.
1,119 works in the cohort · of 4,299,418page 6 of 23

Labels cover 1 of 1,119 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 1,119 of 1,119 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
A Dynamic Model for Managing Volunteer Engagement
Barış Ata, Mustafa H. Tongarlak, Deishin Lee, Joy M. Field
2024· article· en· Operations Research· Social Sciences
distilled prediction:candidate · stsconsensus · none
20
citations
affaboutunlabeled
An Untapped Resource
Charlene S. Shannon
2008· article· en· Nonprofit and Voluntary Sector Quarterly· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
19
citations
affunlabeled
Holding on to What You Have Got
Stephen Claxton‐Oldfield, Richard Jones
2012· article· en· American Journal of Hospice and Palliative Medicine®· Social Sciences
distilled prediction:candidate · noneconsensus · none
18
citations
venueno affunlabeled
Nonprofit Strategic Management Revisited
E. Willard Miller
2019· article· en· Canadian journal of nonprofit and social economy research· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
18
citations
aboutno affunlabeled
Neoliberalism and the Third Sector in Australia
Bernadine Van Gramberg, Penny Bassett
2005· article· en· Victoria University Research Repository (Victoria University)· Social Sciences
distilled prediction:candidate · stsconsensus · none
18
citations
affunlabeled
Transnational Advocacy Networks
Elizabeth A. Bloodgood, Emily Clough
2016· article· en· Social Science Computer Review· Social Sciences
distilled prediction:candidate · noneconsensus · none
18
citations
affaboutunlabeled
What's In It for the Volunteers?
Michael Classens
2015· article· en· Nonprofit Management and Leadership· Social Sciences
distilled prediction:candidate · noneconsensus · none
18
citations

How this was built: Screen · Findings · About