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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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Water resources management and optimization
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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.

1,767 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.
1,767 works in the cohort · of 4,299,418page 22 of 36

Labels cover 0 of 1,767 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 1,767 of 1,767 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Sustainable Flows
Amrita Danière, Lisa Drummond, Anchana NaRanong
2016· article· en· The Journal of Environment & Development· Engineering
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
75 Years of Too Cheap Water
John H. Murdoch
2017· article· en· American Water Works Association· Engineering
distilled prediction:candidate · noneconsensus · none
4
citations
affvenueno abstractunlabeled
Current and Emerging Water Issues in Agriculture: An Overview
Elwin G. Smith, Mark E. Eiswerth, Terrence S. Veeman
2010· article· en· Canadian Journal of Agricultural Economics/Revue canadienne d agroeconomie· Engineering
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Optimal policy of hydroelectric reservoir integrated spill flow
Daniel Eutyche Mbadjoun Wapet, Salomé Ndjakomo Essiane, R. Wamkeue, Dieudonné Bisso, Patrick Juvet Gnetchejo, Mohit Bajaj
2022· article· en· Journal of Applied Water Engineering and Research· Engineering
distilled prediction:candidate · noneconsensus · none
4
citations
afffundno abstractunlabeled
Water risk modeling: A framework for finance
Dieter Gramlich, Thomas Walker
2023· article· en· Journal of Environmental Management· Engineering
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Hydroeconomics
Manuel Pulido-Velázquez, Amaury Tilmant
2022· reference-entry· en· Oxford Research Encyclopedia of Environmental Science· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
aboutno affno abstractunlabeled
Liquid Gold? Water Markets in Canada
Theodore M. Horbulyk
2007· book-chapter· en· University of British Columbia Press eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations

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