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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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Global trade, sustainability, 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
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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.

1,118 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.
1,118 works in the cohort · of 4,299,418page 3 of 23

Labels cover 0 of 1,118 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 1,118 of 1,118 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.

venueno affunlabeled
How to do (and how not to do) fieldwork on Fair Trade and rural poverty
Christopher Cramer, Deborah Johnston, Bernd Mueller, Carlos Oya, John Sender
2014· article· fr· Canadian Journal of Development Studies/Revue canadienne d études du développement· Business, Management and Accounting
machine prediction:candidate · metaresearchconsensus · none
51
citations
aboutno affunlabeled
Global restructuring and the auto industry
David Bailey, A. de Ruyter, Jonathan Michie, Peter Tyler
2010· article· en· Cambridge Journal of Regions Economy and Society· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
49
citations
affunlabeled
Alternative pathways to sustainable seafood
Joshua S. Stoll, Megan Bailey, Malin Jonell
2019· article· en· Conservation Letters· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
43
citations
affunlabeled
Beyond Greenwash
Hamish van der Ven
2019· book· en· Oxford University Press eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
42
citations
afffundno abstractunlabeled
Sustainable commodity governance and the global south
Hamish van der Ven, Yixian Sun, Benjamin Cashore
2021· article· en· Ecological Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
40
citations
afffundunlabeled
A SURVEY OF THE ECONOMICS OF FAIR TRADE
Ana C. Dammert, Sarah Mohan
2014· article· en· Journal of Economic Surveys· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
39
citations
aboutno affunlabeled
Adding Value: Certified Coffee Trade in North America
Daniele Giovannucci, Alice Byers, Pascal Liu
2008· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
38
citations
fundno affunlabeled
The farming of trust:
Shaila Seshia Galvin
2018· article· en· American Ethnologist· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
37
citations

How this was built: Screen · Findings · About