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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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Fecal contamination and water quality
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
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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.

692 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.
692 works in the cohort · of 4,299,418page 13 of 14

Labels cover 4 of 692 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 692 of 692 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.

aboutno affunlabeled
Conditions of Swimming Beaches
2013· article· en· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
SEE PROFILE
2016· article· en· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Health Commissioner
2005· article· en· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Water
2004· article· en· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Faecal contamination of the world’s harbours
Blake G. Lindner, Konstantinos T. Konstantinidis
2024· article· en· Nature Water· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
How Much Septic System Wastewater Effluent Reaches Streams?
Evan Angus, Christopher Jobity, Yunpeng Gao, James W. Roy, Thomas A. Edge, C. E. Robinson
2025· book-chapter· en· Lecture notes in civil engineering· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Quality Above All
Michael J. McCuire
2016· article· en· American Water Works Association· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Technical Terms of Reference
2011· article· en· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About