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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.

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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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Membranes
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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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20112025
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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.

affunlabeled
Polymer Electrolytes for Lithium/Sulfur Batteries
Yan Zhao, Yongguang Zhang, Denise Gosselink, The Nam Long Doan, Mikhail Sadhu, Ho-Jae Cheang +1 more
2012· article· en· Membranes· Engineering
distilled prediction:candidate · noneconsensus · none
118
citations
affunlabeled
A Review of Temperature Effects on Membrane Filtration
Bochao Xu, Wa Gao, Baoqiang Liao, Hao Bai, Yuhang Qiao, W. Turek
2023· review· en· Membranes· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
49
citations
afffundunlabeled
Membrane Separation Technology in Direct Air Capture
Pavlo Ignatusha, Haiqing Lin, Noé Kapuscinsky, L. Scoles, Weiguo Ma, Bussaraporn Patarachao +1 more
2024· review· en· Membranes· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
39
citations
afffundunlabeled
Plasmalogen Replacement Therapy
José Carlos Bozelli, Richard M. Epand
2021· review· en· Membranes· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
38
citations
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How this was built: Screen · Findings · About