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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.

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.

1,589 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 23 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affno abstractunlabeled
Plasma processes for membranes modification or manufacture
J. Durand, V. Rouessac, S. Roualdès
2007· article· fr· Annales de Chimie Science des Matériaux· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
4
citations
fundno affunlabeled
How microwaves can help to study membrane ageing
Murielle Rabiller‐Baudry, Ludovic Paquin, Cindy Leperoux, Habi Diallo, H. Al Jawad, C. Sepré
2019· article· en· Environmental Technology· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
4
citations
affno abstractunlabeled
Polymer-based nanoenhanced nanofiltration membranes
Shaghayegh Goudarzi, Nahid Azizi, Reza Eslami, Hadis Zarrin
2022· book-chapter· en· Elsevier eBooks· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
4
citations
afffundaboutunlabeled
Vermiculite Filtration for Removal of Oil from Water
Deepa Mysore, Thiruvenkatachari Viraraghavan, Yee‐Chung Jin
2006· article· en· Practice Periodical of Hazardous Toxic and Radioactive Waste Management· Environmental Science
distilled prediction:candidate · noneconsensus · none
4
citations
aboutno affunlabeled
Gold Bar Wastewater Treatment Plant
Sue McCraven
2007· article· en· PCI Journal· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
4
citations
affno abstractunlabeled
Biofouling in RO Desalination Membranes
Nawrin Anwar, Liuqing Yang, Wen Ma, Haamid Sani Usman, Md. Saifur Rahaman
2020· book-chapter· en· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
4
citations

How this was built: Screen · Findings · About