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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.

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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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Transboundary Water Resource Management
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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.

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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.

675 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.
675 works in the cohort · of 4,299,418page 1 of 14

Labels cover 0 of 675 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 675 of 675 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.

affno abstractunlabeled
Water, Air, and Soil Pollution
J. T. Trevors
2009· article· en· Water Air & Soil Pollution· Social Sciences
machine prediction:candidate · noneconsensus · none
519
citations
affunlabeled
Coping with the curse of freshwater variability
Jim W. Hall, D. R. Grey, Dustin Garrick, Fai Fung, Casey Brown, Simon Dadson +1 more
2014· article· en· Science· Social Sciences
machine prediction:candidate · noneconsensus · none
192
citations
affunlabeled
The governance dimensions of water security: a review
Karen Bakker, Cynthia Morinville
2013· review· en· Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
174
citations
affno abstractunlabeled
The Water Planetary Boundary: Interrogation and Revision
Tom Gleeson, Lan Wang‐Erlandsson, Samuel C. Zipper, Miina Porkka, Fernando Jaramillo, Dieter Gerten +20 more
2020· article· en· One Earth· Social Sciences
machine prediction:candidate · noneconsensus · none
171
citations
aboutno affunlabeled
Post-Sovereign Environmental Governance
Bradley C. Karkkainen
2004· article· en· Global Environmental Politics· Social Sciences
machine prediction:candidate · noneconsensus · none
137
citations
affno abstractunlabeled
A review of the evolution and state of transboundary freshwater treaties
Mark Giordano, Alena Drieschová, James Duncan, Yoshiko Sayama, Lucía De Stefano, Aaron T. Wolf
2013· review· en· International Environmental Agreements Politics Law and Economics· Social Sciences
machine prediction:candidate · noneconsensus · none
132
citations
affunlabeled
Environmental (In)Security
Simon Dalby
2019· other· en· International Encyclopedia of Geography· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
129
citations
affunlabeled
The Future of Environmental Peace and Conflict Research
Tobias Ide, McKenzie F. Johnson, Jon Barnett, Florian Krampe, Philippe Le Billon, Lucile Maertens +2 more
2023· article· en· Environmental Politics· Social Sciences
machine prediction:candidate · noneconsensus · none
104
citations
aboutno affunlabeled
Water supply and management
John Blunden
2002· book-chapter· en· Applied Geography· Social Sciences
machine prediction:candidate · noneconsensus · none
75
citations
affunlabeled
Climate-driven risks to peace over the 21st century
Halvard Buhaug, Tor A. Benjaminsen, Elisabeth Gilmore, Cullen S. Hendrix
2022· article· en· Climate Risk Management· Social Sciences
machine prediction:candidate · noneconsensus · none
67
citations
affno abstractunlabeled
Water Resources in Arid Areas: The Way Forward
Osman Abdalla, A. R. Kacimov, Mingjie Chen, Ali Al‐Maktoumi, Talal Al-Hosni, Ian Clark
2017· book· en· Springer water· Social Sciences
machine prediction:candidate · noneconsensus · none
39
citations
affunlabeled
Hydrological sciences and water security: An overview
G. J. Young, S. Demuth, Anil Kumar Mishra, Christophe Cudennec
2015· article· en· Proceedings of the International Association of Hydrological Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
37
citations
affunlabeled
Divided Environments
Jan Selby, Gabrielle Daoust, Clemens Hoffmann
2022· book· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
34
citations
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