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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 3 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
Comparing biofilm models for a single species biofilm system
Eberhard Morgenroth, Hermann J. Eberl, Mark C.M. van Loosdrecht, Daniel R. Noguera, Gonzalo Pizarro, Cristian Picioreanu +3 more
2004· article· en· Water Science & Technology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
38
citations
afffundunlabeled
Effect of solids retention time on floc structure
Steven N. Liss, Baoqiang Liao, Ian G. Droppo, D. Grant Allen, Gary G. Leppard
2002· article· en· Water Science & Technology· Environmental Science
machine prediction:candidate · noneconsensus · none
37
citations
affunlabeled
Drinking water quality management: a holistic approach
Samantha Rizak, David Cunliffe, Martha Sinclair, R. Vulcano, Joniqua Howard, Steve E. Hrudey +1 more
2003· article· en· Water Science & Technology· Environmental Science
machine prediction:candidate · noneconsensus · none
35
citations
affunlabeled
Modeling of a reactive primary clarifier
Krist V. Gernaey, Peter A. Vanrolleghem, Paul Lessard
2001· article· en· Water Science & Technology· Environmental Science
machine prediction:candidate · noneconsensus · none
33
citations

How this was built: Screen · Findings · About