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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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Membrane Separation Technologies
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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.

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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.

1,589 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.
1,589 works in the cohort · of 4,299,418page 30 of 32

Labels cover 0 of 1,589 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 1,589 of 1,589 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.

affno abstractunlabeled
Membrane bioreactors for biohydrogen production
Mojtaba Aghajani Delavar, Junye Wang
2025· book-chapter· en· Elsevier eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
New pilot scale concepts for water treatment with membrane technology
Frank Lipnizki, Tobias Hey, Giampaolo Manzolini, Irena Petrinić, Muhammad Suleman, Ahmet H. Avci +2 more
2024· article· en· Lund University Publications (Lund University)· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
venueno affno abstractunlabeled
Green Moments of Separation
Crystal S. Anderson
2019· article· en· The Trumpeter· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Full fit sanitary membranes
Ric. Brown
2005· article· en· Hemodialysis International· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About