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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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The Science of The Total Environment
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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
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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.

4,078 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.
4,078 works in the cohort · of 4,299,418page 1 of 82

Labels cover 5 of 4,078 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 4,078 of 4,078 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
The state of desalination and brine production: A global outlook
Edward R. Jones, Manzoor Qadir, Michelle T. H. van Vliet, Vladimir Smakhtin, Seong-mu Kang
2018· review· en· The Science of The Total Environment· Environmental Science
distilled prediction:candidate · stsconsensus · none
1,870
citations
affno abstractgemma · no categorygpt · no categorymodels split
Treatment of pulp and paper mill wastewater—a review
D. Pokhrel, T. Viraraghavan
2004· review· en· The Science of The Total Environment· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
1,107
citations
affno abstractunlabeled
Climate change and forest fires
Mike Flannigan, B. J. Stocks, B. Mike Wotton
2000· review· en· The Science of The Total Environment· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
984
citations
affno abstractunlabeled
The threat of soil salinity: A European scale review
Ioannis Ν. Daliakopoulos, Ioannis K. Tsanis, Aristeidis Koutroulis, Nektarios N. Kourgialas, Emmanouil Α. Varouchakis, George P. Karatzas +1 more
2016· review· en· The Science of The Total Environment· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
812
citations
affno abstractunlabeled
Geochemical background—concept and reality
Clemens Reimann, R G Garrett
2005· article· en· The Science of The Total Environment· Computer Science
distilled prediction:candidate · noneconsensus · none
715
citations
affunlabeled
Human exposure to organic arsenic species from seafood
Vivien F. Taylor, Britton C. Goodale, Andrea Raab, Tanja Schwerdtle, Ken Reimer, Sean D. Conklin +2 more
2016· review· en· The Science of The Total Environment· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
475
citations
affno abstractunlabeled
Fluorine geochemistry in bedrock groundwater of South Korea
G. Chae, Seong‐Taek Yun, Bernd Mayer, K KIM, Sang‐Wook Kim, Jung-Wook Kwon +1 more
2007· article· en· The Science of The Total Environment· Environmental Science
distilled prediction:candidate · noneconsensus · none
394
citations

How this was built: Screen · Findings · About