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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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Environmental Science Water Research & 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.

173 results · 1 filter active ·
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20152025
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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.
173 works in the cohort · of 4,299,418page 1 of 4

Labels cover 0 of 173 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 173 of 173 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Drivers of bioaggregation from flocs to biofilms and granular sludge
Hussain Aqeel, David G. Weissbrodt, Marta Cerruti, Gideon Wolfaardt, Britt‐Marie Wilén, Steven N. Liss
2019· article· en· Environmental Science Water Research & Technology· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
93
citations
affunlabeled
Nitrate removal from water using a nanopaper ion-exchanger
Andreas Mautner, Henry A. Maples, Houssine Sehaqui, Tanja Zimmermann, Uxua Pérez de Larraya, Aji P. Mathew +3 more
2015· article· en· Environmental Science Water Research & Technology· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
57
citations
affunlabeled
International research agency perspectives on potable water reuse
Jo Burgess, Melissa Meeker, Julie Minton, M. J. O'Donohue
2015· article· en· Environmental Science Water Research & Technology· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
48
citations
affunlabeled
Net-zero water management: achieving energy-positive municipal water supply
James D. Englehardt, Tingting Wu, Frederick Bloetscher, Yang Deng, Piet du Pisani, Sebastian Eilert +10 more
2016· article· en· Environmental Science Water Research & Technology· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+open_science+insufficient_payloadconsensus · sts+insufficient_payload
31
citations
afffundaboutunlabeled
Microbiological water quality in a decentralized Arctic drinking water system
Stephanie Gora, Tim Anaviapik Soucie, Nicole E. McCormick, C. Carolina Ontiveros, Vincent L’Hérault, Megan K. Gavin +4 more
2020· article· en· Environmental Science Water Research & Technology· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
18
citations
afffundunlabeled
Plant-wide systems microbiology for the wastewater industry
Marta Cerruti, Bing Guo, Robert Delatolla, Nadieh de Jonge, Aleida Hommes - de Vos van Steenwijk, Paul Kadota +8 more
2021· article· en· Environmental Science Water Research & Technology· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · sts+insufficient_payload
18
citations

How this was built: Screen · Findings · About