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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
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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 18 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.

affno abstractunlabeled
Modeling climate change impacts on water trading
Bin Luo, Imran Maqsood, Yazhen Gong
2010· article· en· The Science of The Total Environment· Engineering
distilled prediction:candidate · noneconsensus · none
9
citations
aboutno affunlabeled
The Potential and Promise of Water Pricing
Collins A. Ayoo, Theodore M. Horbulyk
2008· article· en· Journal of international affairs· Engineering
distilled prediction:candidate · noneconsensus · none
9
citations
afffundunlabeled
Addressing water scarcity to support climate resilience and human health
Karl Zimmermann, Azar M. Abadi, Kate A. Brauman, Josefina Maestu, Gualbert Oude Essink, Corinne J. Schuster‐Wallace +4 more
2025· article· en· Integrated Environmental Assessment and Management· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
IWRM: Ideology or Methodology?
Larry A. Swatuk, Adnan Ibne Abdul Qader
2023· reference-entry· en· Oxford Research Encyclopedia of Environmental Science· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
8
citations
affunlabeled
Battle of Water Demand Forecasting
Stefano Alvisi, Marco Franchini, Valentina Marsili, Filippo Mazzoni, Elad Salomons, Mashor Housh +138 more
2025· article· en· Journal of Water Resources Planning and Management· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations

How this was built: Screen · Findings · About