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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 1 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. 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.

affunlabeled
The paradox of irrigation efficiency
R. Quentin Grafton, John Williams, Chris Perry, François Molle, Claudia Ringler, Pasquale Steduto +5 more
2018· article· en· Science· Engineering
machine prediction:candidate · noneconsensus · none
965
citations
afffundno abstractunlabeled
Water security: Debating an emerging paradigm
Christina Cook, Karen Bakker
2011· article· en· Global Environmental Change· Engineering
machine prediction:candidate · noneconsensus · none
803
citations
fundno affunlabeled
Valuing water for sustainable development
Dustin Garrick, Jim W. Hall, Andrew P. Dobson, Richard Damania, R. Quentin Grafton, Robert Hope +7 more
2017· article· en· Science· Engineering
machine prediction:candidate · noneconsensus · none
231
citations
affno abstractunlabeled
Seven tools for creating adaptive policies
Darren Swanson, Stephan Barg, Stephen Tyler, Henry David Venema, Sanjay Tomar, Suruchi Bhadwal +3 more
2010· article· en· Technological Forecasting and Social Change· Engineering
machine prediction:candidate · noneconsensus · none
179
citations
affno abstractunlabeled
Water scarcity and fish imperilment driven by beef production
Brian D. Richter, Dominique Bartak, Peter V. Caldwell, Kyle Frankel Davis, Peter Debaere, Arjen Y. Hoekstra +7 more
2020· article· en· Nature Sustainability· Engineering
machine prediction:candidate · noneconsensus · none
157
citations

How this was built: Screen · Findings · About