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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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Innovation, Sustainability, Human-Machine Systems
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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.

236 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.
236 works in the cohort · of 4,299,418page 1 of 5

Labels cover 3 of 236 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 236 of 236 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
Generating and Fostering Novelty
2006· article· en· Ecology and Society· Social Sciences
distilled prediction:candidate · noneconsensus · none
17
citations
affno abstractgemma · stsgpt · no categorymodels split
Fairness in Technological Design
2011· article· en· Science and Engineering Ethics· Social Sciences
distilled prediction:candidate · noneconsensus · none
14
citations
affunlabeled
Museums in perilous times
2020· article· en· Museum Management and Curatorship· Social Sciences
distilled prediction:candidate · noneconsensus · none
11
citations
affunlabeled
Megacorporation
2021· book· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
9
citations
venueno affunlabeled
Human safety in a man-made ecosystem
2018· article· en· International Journal of Safety and Security Engineering· Social Sciences
distilled prediction:candidate · noneconsensus · none
4
citations
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How this was built: Screen · Findings · About