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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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Sustainability and Climate Change Governance
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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.

affaffiliation
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

935 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.
935 works in the cohort · of 4,299,418page 1 of 19

Labels cover 9 of 935 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 935 of 935 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
venueno affunlabeled
Social Learning and Water Resources Management
Claudia Pahl‐Wostl, Marc Craps, Art Dewulf, Erik Mostert, J. David Tàbara, Tharsi Taillieu
2007· article· en· Ecology and Society· Environmental Science
distilled prediction:candidate · noneconsensus · none
1,302
citations
affno abstractunlabeled
Adaptive co-management and the paradox of learning
Derek Armitage, Melissa Marschke, Ryan Plummer
2007· article· en· Global Environmental Change· Environmental Science
distilled prediction:candidate · noneconsensus · none
1,057
citations
fundno affunlabeled
A framework for complex climate change risk assessment
Nicholas P. Simpson, Katharine J. Mach, Andrew Constable, Ryan Hogarth, Mark Howden, Judy Lawrence +15 more
2021· article· en· One Earth· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
668
citations
afffundunlabeled
Bright spots: seeds of a good Anthropocene
Elena M. Bennett, Martin Solan, Reinette Biggs, Timon McPhearson, Albert V. Norström, Per Olsson +16 more
2016· review· en· Frontiers in Ecology and the Environment· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
627
citations
affno abstractunlabeled
Reconnecting to the Biosphere
Carl Folke, Åsa Jansson, Johan Rockström, Per Olsson, Stephen R. Carpenter, F. Stuart Chapin +16 more
2011· article· en· AMBIO· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
622
citations
affno abstractunlabeled
Changing the intellectual climate
Noel Castree, William M. Adams, John Barry, Dan Brockington, Bram Büscher, Esteve Corbera +16 more
2014· article· en· Nature Climate Change· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
509
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
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
affaboutunlabeled
Resilience implications of policy responses to climate change
W. Neil Adger, Katrina Brown, Donald R. Nelson, Fikret Berkes, Hallie Eakin, Carl Folke +6 more
2011· article· en· Wiley Interdisciplinary Reviews Climate Change· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
372
citations
afffundunlabeled
Just Transformations to Sustainability
Nathan Bennett, Jessica Blythe, Andrés M. Cisneros‐Montemayor, Gerald G. Singh, U. Rashid Sumaila
2019· article· en· Sustainability· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
364
citations
afffundunlabeled
Levers and leverage points for pathways to sustainability
Kai M. A. Chan, David R. Boyd, Rachelle K. Gould, Jens Jetzkowitz, Jianguo Liu, Barbara Muraca +34 more
2020· article· en· People and Nature· Environmental Science
distilled prediction:candidate · noneconsensus · none
313
citations
aboutno affunlabeled
Carbon Captured
Matto Mildenberger
2020· book· en· The MIT Press eBooks· Environmental Science
distilled prediction:candidate · noneconsensus · none
309
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
affunlabeled
A Collaboratively-Derived Science-Policy Research Agenda
William J. Sutherland, Laura Bellingan, Jim R. Bellingham, Jason J. Blackstock, Robert M. Bloomfield, Michael Bravo +45 more
2012· article· en· PLoS ONE· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
221
citations
affunlabeled
My Space: Governing Individuals' Carbon Emissions
Matthew Paterson, Johannes Stripple
2010· article· en· Environment and Planning D Society and Space· Environmental Science
distilled prediction:candidate · noneconsensus · none
214
citations

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