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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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Wastewater Treatment and Nitrogen Removal
Retraction
Abstract
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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.

1,614 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.
1,614 works in the cohort · of 4,299,418page 3 of 33

Labels cover 4 of 1,614 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 1,614 of 1,614 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
Recent advances in membrane aerated biofilm reactors
Duowei Lu, Hao Bai, Fangong Kong, Steven N. Liss, Baoqiang Liao
2020· article· en· Critical Reviews in Environmental Science and Technology· Environmental Science
machine prediction:candidate · noneconsensus · none
107
citations
affno abstractunlabeled
Biodegradation of the endogenous residue of activated sludge
Abdellah Ramdani, Peter Dold, Stéphane Déléris, Daniel Lamarre, Alain Gadbois, Yves Comeau
2010· article· en· Water Research· Environmental Science
machine prediction:candidate · noneconsensus · none
94
citations
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
machine prediction:candidate · noneconsensus · none
93
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

How this was built: Screen · Findings · About