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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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Nature Water
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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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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

33 results · 1 filter active ·
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20232025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
33 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 33 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 33 of 33 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
Global patterns in observed hydrologic processes
Hilary McMillan, Ryoko Araki, Lauren Bolotin, Dong‐Hyun Kim, Gemma Coxon, Martyn Clark +1 more
2025· article· en· Nature Water· Environmental Science
machine prediction:candidate · noneconsensus · none
22
citations
affunlabeled
Energy trade tempers Nile water conflict
Mikiyas Etichia, Mohammed Basheer, Ruben Bravo, José Nicolás Melchor Gutiérrez, Atsede G. Endegnanew, José María Faci González +5 more
2024· article· en· Nature Water· Environmental Science
machine prediction:candidate · noneconsensus · none
19
citations
affno abstractunlabeled
A portfolio approach to achieving universal sanitation
Abishek Sankara Narayan, Caetano C. Dorea, Juliet Willetts, Liron Friedman, Pradip P. Kalbar, Kartik Chandran
2024· article· en· Nature Water· Nursing
machine prediction:candidate · noneconsensus · none
9
citations
affno abstractunlabeled
Quantifying women in the water workforce
Grace Oluwasanya, Ayodetimi Omoniyi, Manzoor Qadir, Kaveh Madani
2024· article· en· Nature Water· Social Sciences
machine prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
More than carbon sticks
Erica Gies
2023· article· en· Nature Water· Environmental Science
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Author Correction: Energy trade tempers Nile water conflict
Mikiyas Etichia, Mohammed Basheer, Ruben Bravo, José Nicolás Melchor Gutiérrez, Atsede G. Endegnanew, José María Faci González +5 more
2024· article· en· Nature Water· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Disparities across global water models
Tara J. Troy
2023· article· en· Nature Water· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Faecal contamination of the world’s harbours
Blake G. Lindner, Konstantinos T. Konstantinidis
2024· article· en· Nature Water· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations

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