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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 1 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
Principles for knowledge co-production in sustainability research
Albert V. Norström, Christopher Cvitanovic, Marie Löf, Simon West, Carina Wyborn, Patricia Balvanera +30 more
2020· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
1,560
citations
affno abstractgemma · stsgpt · no categorymodels split
Six modes of co-production for sustainability
Josephine M. Chambers, Carina Wyborn, Melanie Ryan, Robin S. Reid, Maraja Riechers, Anca Şerban +36 more
2021· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
499
citations
affno abstractunlabeled
Environmental challenges for the Belt and Road Initiative
Fernando Ascensão, Lenore Fahrig, Anthony P. Clevenger, Richard T. Corlett, Jochen A.G. Jaeger, William F. Laurance +1 more
2018· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
483
citations
affno abstractunlabeled
All-temperature zinc batteries with high-entropy aqueous electrolyte
Chongyin Yang, Jiale Xia, Chunyu Cui, Travis P. Pollard, Jenel Vatamanu, Antonio Faraone +18 more
2023· article· en· Nature Sustainability· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
405
citations
affno abstractunlabeled
To co-produce or not to co-produce
Maria Carmen Lemos, James Arnott, Nicole M. Ardoin, Kristin Baja, Angela Bednarek, Art Dewulf +15 more
2018· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
375
citations
affno abstractunlabeled
From principles to practice in paying for nature’s services
Sven Wunder, Roy Brouwer, Stefanie Engel, Driss Ezzine‐de‐Blas, Roldán Muradian, Unai Pascual +1 more
2018· article· en· Nature Sustainability· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
338
citations
affno abstractunlabeled
Social-ecological outcomes of agricultural intensification
Laura Vang Rasmussen, Brendan Coolsaet, Adrian Martin, Ole Mertz, Unai Pascual, Esteve Corbera +4 more
2018· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
318
citations
affno abstractunlabeled
Carbon-efficient carbon dioxide electrolysers
Adnan Ozden, F. Pelayo Garcı́a de Arquer, Jianan Erick Huang, Joshua Wicks, Jared Sisler, Rui Kai Miao +6 more
2022· article· en· Nature Sustainability· Energy
distilled prediction:candidate · noneconsensus · none
306
citations
affunlabeled
Rethinking resilience to wildfire
David B. McWethy, Tania Schoennagel, Philip E. Higuera, Meg A. Krawchuk, Brian J. Harvey, Elizabeth Covelli Metcalf +10 more
2019· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
304
citations
affno abstractunlabeled
Higher yields and more biodiversity on smaller farms
Vincent Ricciardi, Zia Mehrabi, Hannah Wittman, Dana James, Navin Ramankutty
2021· article· en· Nature Sustainability· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
282
citations
affno abstractunlabeled
Key knowledge gaps to achieve global sustainability goals
Matías E. Mastrángelo, Natalia Pérez Harguindeguy, Lucas Enrico, Elena M. Bennett, Sandra Lavorel, Graeme S. Cumming +26 more
2019· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
265
citations
affno abstractunlabeled
Increasing decision relevance of ecosystem service science
Lisa Mandle, Analisa Shields‐Estrada, Rebecca Chaplin‐Kramer, Matthew G. E. Mitchell, Leah L. Bremer, Jesse D. Gourevitch +9 more
2020· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
262
citations
fundno affno abstractunlabeled
Sustainable agrifood systems for a post-growth world
Steven R. McGreevy, Christoph Rupprecht, Daniel Niles, Arnim Wiek, Michael Carolan, Giorgos Kallis +26 more
2022· article· en· Nature Sustainability· Agricultural and Biological Sciences
distilled prediction:candidate · stsconsensus · none
242
citations
affno abstractunlabeled
Charging sustainable batteries
Christian Bauer, Simon Burkhardt, Neil P. Dasgupta, Linda Ager‐Wick Ellingsen, Linda Gaines, Han Hao +17 more
2022· article· en· Nature Sustainability· Engineering
distilled prediction:candidate · research_integrityconsensus · none
210
citations
affno abstractunlabeled
The global divide in data-driven farming
Zia Mehrabi, Mollie J. McDowell, Vincent Ricciardi, Christian Levers, Juan Diego Martínez, Natascha Mehrabi +3 more
2020· article· en· Nature Sustainability· Computer Science
distilled prediction:candidate · open_scienceconsensus · none
191
citations
affno abstractunlabeled
Evidence that organic farming promotes pest control
Lucile Muneret, Matthew G. E. Mitchell, Verena Seufert, Stéphanie Aviron, El Aziz Djoudi, Julien Pétillon +3 more
2018· article· en· Nature Sustainability· Agricultural and Biological Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
188
citations
affno abstractunlabeled
Water scarcity and fish imperilment driven by beef production
Brian D. Richter, Dominique Bartak, Peter V. Caldwell, Kyle Frankel Davis, Peter Debaere, Arjen Y. Hoekstra +7 more
2020· article· en· Nature Sustainability· Engineering
distilled prediction:candidate · noneconsensus · none
157
citations
affno abstractunlabeled
Best practices for zinc metal batteries
Xiulei Ji, Linda F. Nazar
2024· article· en· Nature Sustainability· Engineering
distilled prediction:candidate · noneconsensus · none
126
citations
affno abstractunlabeled
Applying the food–energy–water nexus concept at the local scale
Henry P. Huntington, Jennifer I. Schmidt, Philip A. Loring, Erin Whitney, Srijan Aggarwal, Amanda Byrd +11 more
2021· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
125
citations
affno abstractunlabeled
The effects of iniquitous lead exposure on health
David O’Connor, Deyi Hou, Yong Sik Ok, Bruce P. Lanphear
2020· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
116
citations
affno abstractunlabeled
Imagining transformative biodiversity futures
Carina Wyborn, Federico Davila, Laura Pereira, Michelle Lim, Isis Alvarez, Gretchen Henderson +8 more
2020· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
112
citations

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