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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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Water Treatment and Disinfection
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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.

1,120 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.
1,120 works in the cohort · of 4,299,418page 2 of 23

Labels cover 0 of 1,120 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 1,120 of 1,120 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Conventional and optimized coagulation for NOM removal
Kimberly Bell‐Ajy, Morteza Abbaszadegan, Eva Ibrahim, Debbie Verges, Mark W. LeChevallier
2000· article· en· American Water Works Association· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
112
citations
aboutno affunlabeled
Nationwide assessment of nitrosamine occurrence and trends
Caroline Russell, Nicole Blute, Steve Via, Xueying Wu, Zaid K. Chowdhury
2012· article· en· American Water Works Association· Environmental Science
distilled prediction:candidate · noneconsensus · none
100
citations
affno abstractunlabeled
Solar photolysis kinetics of disinfection byproducts
Baiyang Chen, Wontae Lee, Paul Westerhoff, Stuart W. Krasner, Pierre Herckès
2010· article· en· Water Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
97
citations
fundno affunlabeled
Factors Affecting Drinking Water Biofiltration
Xibo Liu, Peter M. Huck, Robin M. Slawson
2001· article· en· American Water Works Association· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
92
citations
affunlabeled
Drinking Water Quality and Human Health: An Editorial
Patrick Levallois, Cristina M. Villanueva
2019· editorial· en· International Journal of Environmental Research and Public Health· Environmental Science
distilled prediction:candidate · noneconsensus · none
92
citations

How this was built: Screen · Findings · About