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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 Science & Technology
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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
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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.

645 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.
645 works in the cohort · of 4,299,418page 1 of 13

Labels cover 4 of 645 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 645 of 645 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.

affunlabeled
Towards a standardization of biomethane potential tests
Christof Holliger, M. M. Alves, Diana Andrade, İrini Angelidaki, Sergi Astals, Urs Baier +37 more
2016· article· en· Water Science & Technology· Engineering
machine prediction:candidate · metaresearchconsensus · none
988
citations
affaboutunlabeled
Regional frequency analysis of extreme rainfalls
V-T-V. Nguyen, T.-D. Nguyen, Fahim Ashkar
2002· article· en· Water Science & Technology· Environmental Science
machine prediction:candidate · noneconsensus · none
96
citations
affunlabeled
Wastewater treatment modelling: dealing with uncertainties
Evangelia Belia, Youri Amerlinck, L. Benedetti, Bruce R. Johnson, Gürkan Sin, Peter A. Vanrolleghem +6 more
2009· article· en· Water Science & Technology· Engineering
machine prediction:candidate · noneconsensus · none
92
citations
affunlabeled
Towards a generalized physicochemical framework
Damien J. Batstone, Youri Amerlinck, George A. Ekama, Rajeev Goel, P. Grau, Bruce R. Johnson +7 more
2012· article· en· Water Science & Technology· Environmental Science
machine prediction:candidate · noneconsensus · none
83
citations
affunlabeled
Occurrence of Legionella in groundwater: an ecological study
Serge Riffard, Stuart Douglass, T. Brooks, Susan Springthorpe, L G Filion, Syed A. Sattar
2001· article· en· Water Science & Technology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
67
citations
aboutno affunlabeled
International experiences in stormwater fee
Fabiane Andressa Tasca, Lilia Assunção, Alexandra Rodrigues Finotti
2018· article· en· Water Science & Technology· Environmental Science
machine prediction:candidate · noneconsensus · none
65
citations

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