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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 Sustainability
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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.

147 results · 1 filter active ·
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20182025
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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.
147 works in the cohort · of 4,299,418page 2 of 3

Labels cover 1 of 147 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 147 of 147 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Designing car bans for sustainable transportation
Patrick Plötz, Jonn Axsen, Simon Funke, Till Gnann
2019· article· en· Nature Sustainability· Energy
distilled prediction:candidate · metaepi_narrowconsensus · none
96
citations
afffundno abstractunlabeled
Sustainable strategies to treat urban runoff needed
Mathieu Lapointe, Chelsea M. Rochman, Nathalie Tufenkji
2022· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
90
citations
affno abstractunlabeled
The ocean genome and future prospects for conservation and equity
Robert Blasiak, Rachel Wynberg, Kirsten Grorud‐Colvert, Sivaramjani Thambisetty, Narcisa M. Bandarra, Adelino V. M. Canário +6 more
2020· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
75
citations
affunlabeled
Public health impacts of an imminent Red Sea oil spill
Benjamin Q. Huynh, Laura H. Kwong, Mathew V. Kiang, Elizabeth T. Chin, Amir M. Mohareb, Aisha O. Jumaan +4 more
2021· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
74
citations
affno abstractunlabeled
Qualitative data sharing and synthesis for sustainability science
Steven M. Alexander, Kristal Jones, Nathan Bennett, Amber E Budden, Michael Cox, Mercè Crosas +14 more
2019· article· en· Nature Sustainability· Social Sciences
distilled prediction:candidate · metaresearchconsensus · none
74
citations
affno abstractunlabeled
Cross-discipline evidence principles for sustainability policy
Edward T. Game, Heather Tallis, Lydia Olander, Steven M. Alexander, Jonah Busch, Nancy Cartwright +7 more
2018· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · none
72
citations
affno abstractunlabeled
Response diversity as a sustainability strategy
Brian Walker, Anne‐Sophie Crépin, Magnus Nyström, John M. Anderies, Erik Andersson, Thomas Elmqvist +20 more
2023· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
71
citations
affunlabeled
Vulnerability of blue foods to human-induced environmental change
Ling Cao, Benjamin S. Halpern, Max Troell, Rebecca Short, Cong Zeng, Ziyu Jiang +18 more
2023· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
67
citations
affno abstractunlabeled
Co-benefits of marine protected areas for nature and people
A. Justin Nowakowski, Steven W. J. Canty, Nathan Bennett, Courtney Cox, Abel Valdivia, Jessica L. Deichmann +4 more
2023· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
61
citations
affno abstractunlabeled
Transnational environmental crime threatens sustainable development
Meredith L. Gore, Patrick Braszak, James H. Brown, Phillip Cassey, Rosaleen Duffy, Judith Fisher +10 more
2019· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
50
citations
affno abstractunlabeled
Management for sustainability
Dror Etzion
2018· article· en· Nature Sustainability· Decision Sciences
distilled prediction:candidate · metaresearchconsensus · none
46
citations
affno abstractunlabeled
Strategy games to improve environmental policymaking
Claude García, Sini Savilaakso, R.W. Verburg, Natasha Stoudmann, Philip M. Fernbach, Steven A. Sloman +27 more
2022· article· en· Nature Sustainability· Decision Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
46
citations
affunlabeled
The urgent need for designing greener drugs
Tomas Brodin, Michael G. Bertram, Kathryn E. Arnold, Alistair B.A. Boxall, Bryan W. Brooks, Daniel Červený +11 more
2024· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
42
citations
afffundunlabeled
Unexpected growth of an illegal water market
Christian Klassert, Jim Yoon, Katja Sigel, Bernd Klauer, Samer Talozi, Thibaut Lachaut +11 more
2023· article· en· Nature Sustainability· Engineering
distilled prediction:candidate · noneconsensus · none
36
citations
affno abstractunlabeled
Rethinking responses to the world’s water crises
R. Quentin Grafton, Safa Fanaian, James Horne, Pamela Katic, Nhat Mai Nguyen, Claudia Ringler +25 more
2024· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
31
citations
affno abstractunlabeled
Beyond just floodwater
Jim Best, Peter Ashmore, Stephen E. Darby
2022· article· en· Nature Sustainability· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
30
citations
affunlabeled
Food without agriculture
Steven J. Davis, Kathleen C. Alexander, Juan Moreno‐Cruz, Chaopeng Hong, Matthew R. Shaner, Ken Caldeira +1 more
2023· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
30
citations
affno abstractunlabeled
Environmental impacts of polymeric flame retardant breakdown
Xiaotu Liu, Xiao Gou, Lei Zhao, Shanquan Wang, Yanhong Wei, Xiaoyun Fan +10 more
2025· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
26
citations
affno abstractunlabeled
A fairer and more effective carbon tax
Peter Dietsch
2024· article· en· Nature Sustainability· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
26
citations
affno abstractunlabeled
Drivers of compliance monitoring in forest commons
Graham Epstein, Georgina G. Gurney, Sivee Chawla, John M. Anderies, Jacopo A. Baggio, Hita Unnikrishnan +2 more
2021· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
24
citations
afffundno abstractunlabeled
A bridge over troubled waters
Jean‐Philippe Venot, Jeroen Vos, François Molle, Margreet Zwarteveen, Gert Jan Veldwisch, Marcel Kuper +11 more
2021· article· en· Nature Sustainability· Social Sciences
distilled prediction:candidate · noneconsensus · none
22
citations

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