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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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Current Opinion in Environmental 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.

90 results · 1 filter active ·
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20102025
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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.
90 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 90 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 90 of 90 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Defining and advancing a systems approach for sustainable cities
Xuemei Bai, Alyson Surveyer, Thomas Elmqvist, Franz Gatzweiler, Burak Güneralp, Susan Parnell +6 more
2016· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
439
citations
affno abstractunlabeled
Agricultural water pollution: key knowledge gaps and research needs
Alexandra Evans, Javier Mateo‐Sagasta, Manzoor Qadir, Eline Boelee, Alessio Ippolito
2018· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
353
citations
afffundno abstractunlabeled
Institutional fit and the sustainability of social–ecological systems
Graham Epstein, Jeremy Pittman, Steven M. Alexander, Samantha Berdej, Thomas Dyck, Ursula W. Kreitmair +4 more
2015· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
353
citations
afffundunlabeled
Indigenous environmental justice and sustainability
Deborah McGregor, Steven M. Whitaker, Mahisha Sritharan
2020· article· en· Current Opinion in Environmental Sustainability· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
298
citations
affno abstractunlabeled
Actionable knowledge and the art of engagement
Katharine J. Mach, Maria Carmen Lemos, Alison M. Meadow, Carina Wyborn, Nicole Klenk, James Arnott +7 more
2020· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
286
citations
affno abstractunlabeled
Environmental flows and water governance: managing sustainable water uses
Claudia Pahl‐Wostl, Angela H. Arthington, János J. Bogárdi, Stuart E. Bunn, Holger Hoff, Louis Lebel +10 more
2013· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
270
citations
affno abstractunlabeled
Interconnected place-based social–ecological research can inform global sustainability
Patricia Balvanera, Rafael Calderón-Contreras, Antonio Arjona Castro, María R. Felipe‐Lucia, Ilse R. Geijzendorffer, Sander Jacobs +10 more
2017· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · sts
167
citations
affno abstractunlabeled
Energy use in buildings in a long-term perspective
Diána Ürge-Vorsatz, Ksenia Petrichenko, Maja Staniec, Jiyong Eom
2013· article· en· Current Opinion in Environmental Sustainability· Engineering
distilled prediction:candidate · noneconsensus · none
159
citations
affno abstractunlabeled
The carbon budget of the northern cryosphere region
A. D. McGuire, Robie W. Macdonald, Edward A. G. Schuur, J. W. Harden, Peter Kuhry, Daniel J. Hayes +2 more
2010· article· en· Current Opinion in Environmental Sustainability· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
75
citations
affunlabeled
Land system science in Latin America: challenges and perspectives
Sébastien Boillat, Fabiano M. Scarpa, James P. Robson, Ignácio Gasparri, T. Mitchell Aide, Ana Paula Aguiar +14 more
2017· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
66
citations
affno abstractunlabeled
Alternative sources of protein for food and feed
Philip K. Thornton, Helen Gurney-Smith, Eva Wollenberg
2023· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
48
citations
affno abstractunlabeled
Nature’s disvalues: what are they and why do they matter?
Bosco Lliso, Dominic Lenzi, Barbara Muraca, Kai M. A. Chan, Unai Pascual
2022· article· en· Current Opinion in Environmental Sustainability· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
42
citations

How this was built: Screen · Findings · About