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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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Smart Materials for Construction
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.

871 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.
871 works in the cohort · of 4,299,418page 4 of 18

Labels cover 2 of 871 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 871 of 871 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affaboutunlabeled
Winter Road Surface Condition Monitoring
Michael A. Linton, Liping Fu
2015· article· en· Transportation Research Record Journal of the Transportation Research Board· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
12
citations
affunlabeled
Innovative Pavement Design: Are Solar Roads Feasible?
Andrew B. Northmore, Susan Tighe
2012· article· en· USC Research Bank (University of the Sunshine Coast)· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
11
citations
affno abstractunlabeled
Climate change impacts on roadways
Jo E. Sias, Eshan Dave, B. Shane Underwood, Benjamin F. Bowers, John Harvey, Theunis F. P. Henning +8 more
2025· article· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
11
citations
affunlabeled
Measurement of cyanide in urban snowmelt and runoff
Kirsten Exall, Quintin Rochfort, Jiří Maršálek
2011· article· en· Water Quality Research Journal· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
11
citations
venueno affunlabeled
Pollution d’origine routière et environnement de proximité
Philippe Branchu, Anne-Laure Badin, Béatrice Bechet, Laurent Eisenlohr, Tiphaine Le Priol, Fabienne Marseille +1 more
2013· article· fr· VertigO· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
9
citations

How this was built: Screen · Findings · About