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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 3 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.

affunlabeled
Characterizing culture’s influence in land systems
Leonie Hodel, Yann le Polain de Waroux, Rachael Garrett
2024· article· en· Nature Sustainability· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
15
citations
affno abstractunlabeled
Ecological risk assessment of marine plastic pollution
Peipei Wu, Xinle Wang, Qiaotong Pang, Yujuan Wang, Xianming Zhang, Karin Kvale +3 more
2025· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
15
citations
affno abstractunlabeled
Critical research in the water-related multi-hazard field
Heidi Kreibich, Marleen de Ruiter, Katsuichiro Goda, Margreth Keiler, Anawat Suppasri, Bruce D. Malamud
2021· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
12
citations
affno abstractunlabeled
Reply to: In defence of simplified PES designs
Sven Wunder, Roy Brouwer, Stefanie Engel, Driss Ezzine‐de‐Blas, Roldán Muradian, Unai Pascual +1 more
2020· article· en· Nature Sustainability· Economics, Econometrics and Finance
distilled prediction:candidate · metaresearchconsensus · none
11
citations
affno abstractunlabeled
Topology to improve battery technology
Eric McCalla, Shipeng Jia
2021· article· en· Nature Sustainability· Engineering
distilled prediction:candidate · noneconsensus · none
9
citations
affno abstractunlabeled
The impact of genetically modified crops on bird diversity
Dennis Engist, Laura Melissa Guzman, Ashley Larsen, Trevor Church, Frederik Noack
2024· article· en· Nature Sustainability· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
9
citations
affno abstractunlabeled
Sustainable skies and the Earth–space environment
Andrew Williams, Aaron C. Boley, Giuliana Rotola, R. Green
2024· article· en· Nature Sustainability· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Voltage distribution within carbon dioxide reduction electrolysers
Fatemeh Arabyarmohammadi, Rui Kai Miao, Ali Shayesteh Zeraati, Mohammad Zargartalebi, Colin P. O’Brien, Roham Dorakhan +7 more
2025· article· en· Nature Sustainability· Energy
distilled prediction:candidate · noneconsensus · none
6
citations
affno abstractunlabeled
One Health and Indigenous Peoples at a crossroads
Nicole Redvers, Danya Carroll, Kelly Menzel, Sean Hillier
2025· article· en· Nature Sustainability· Medicine
distilled prediction:candidate · noneconsensus · none
6
citations
affno abstractunlabeled
Ignition matters
Mojtaba Sadegh, John T. Abatzoglou, Amir AghaKouchak, Seyd Teymoor Seydi
2025· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
3
citations
affno abstractunlabeled
The human right to a safe climate
Sebastián Villasante, Lynne Shannon, Sandra Waddock, Lucas A. Garibaldi, Nathan Bennett, Joyeeta Gupta +5 more
2025· article· en· Nature Sustainability· Social Sciences
distilled prediction:candidate · stsconsensus · none
2
citations
affno abstractunlabeled
Enabling conservation theories of change
Christina A. Buelow, Rod M. Connolly, Jillian C. Dunic, Laura Griffiths, Briana Holgate, Shing Yip Lee +10 more
2023· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Greening hydropower in Africa
Mohammed Basheer
2024· article· en· Nature Sustainability· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Six principles to get natural climate solutions right in Africa
Laura Pereira, Sally Archibald, Odirilwe Selomane, Kim C. Zoeller, Mohammed Armani, James Gitundu Kairo +8 more
2025· article· en· Nature Sustainability· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Rational design from embedded chaos
Gaixia Zhang, Shuhui Sun
2023· article· en· Nature Sustainability· Energy
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Building damage risk in sinking Indian megacities
Nitheshnirmal Sãdhasivam, Leonard O. Ohenhen, Mohammad Khorrami, Susanna Werth, Manoochehr Shirzaei
2025· article· en· Nature Sustainability· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Resilience of reefs to overfishing
Boris Worm, Laurenne Schiller
2023· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Nutritional outcomes of irrigation expansion
Piyush Mehta, Marc F. Müller, Meredith T. Niles, Kyle Frankel Davis
2025· article· en· Nature Sustainability· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Protecting science in multilateral environmental assessments
Peter Alexander, Lindsay Beevers, David C. Broadstock, Vassilis Daioglou, T. Jonathan Davies, Edgar E. Gutiérrez-Espeleta +9 more
2025· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Health risks of exposure to wildfire-toxic air
Yiwen Zhang, Rongbin Xu, Wenzhong Huang, Tingting Ye, Pei Yu, Wenhua Yu +30 more
2025· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
The waste of COVID-19
Daniel Hoornweg
2025· article· en· Nature Sustainability· Medicine
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Network metrics guide good control choices
Brian Leung
2022· article· en· Nature Sustainability· Decision Sciences
distilled prediction:candidate · metaresearch+sts+insufficient_payloadconsensus · none
0
citations

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