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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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Sustainable Development and Environmental Policy
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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.

737 results · 1 filter active ·
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20002025
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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.
737 works in the cohort · of 4,299,418page 1 of 15

Labels cover 2 of 737 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 737 of 737 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
The Compromise of Liberal Environmentalism
Steven Bernstein
2001· book· en· Columbia University Press eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
697
citations
affunlabeled
Sustainable Development: A Bird’s Eye View
Tom Waas, Jean Hugé, Aviel Verbruggen, Tarah Wright
2011· article· en· Sustainability· Environmental Science
machine prediction:candidate · noneconsensus · none
374
citations
venueno affunlabeled
An integrated framework for sustainable development goals
David Griggs, Mark Stafford‐Smith, Johan Rockström, Marcus Öhman, Owen Gaffney, Gisbert Glaser +4 more
2014· article· en· Ecology and Society· Environmental Science
machine prediction:candidate · noneconsensus · none
356
citations
aboutno affunlabeled
Implementing Sustainable Development
William M. Lafferty, James Meadowcroft
2000· book· en· Environmental Science
machine prediction:candidate · noneconsensus · none
332
citations
venueaboutno affno abstractunlabeled
Canadian journal of development studies.
W. J. G. Cowie
2000· article· fr· Canadian Journal of Development Studies/Revue canadienne d études du développement· Environmental Science
machine prediction:candidate · noneconsensus · none
239
citations
venueno affunlabeled
Assessing the Performance of Natural Resource Systems
Bruce Campbell, Jeffrey Sayer, P. G. H. Frost, Sonja Vermeulen, Manuel Ruíz-Pérez, Tony Cunningham +1 more
2002· article· en· Conservation Ecology· Environmental Science
machine prediction:candidate · noneconsensus · none
211
citations
affno abstractunlabeled
Questioning economic growth
Peter A. Victor
2010· article· en· Nature· Environmental Science
machine prediction:candidate · noneconsensus · none
202
citations
affunlabeled
The politics of sustainability
David V. J. Bell
2002· article· en· Environmental Science
machine prediction:candidate · noneconsensus · none
159
citations
venueno affunlabeled
Fit, Interplay, and Scale: A Diagnosis
Arild Vatn, Paul Vedeld
2012· article· en· Ecology and Society· Environmental Science
machine prediction:candidate · noneconsensus · none
109
citations
affunlabeled
Uncertainty, Climate Change, and Adaptive Management
Garry Peterson, Giulio A. De Leo, Jessica J. Hellmann, Marco A. Janssen, Ann P. Kinzig, Jay R. Malcolm +5 more
2009· article· en· Digital Library Of The Commons Repository (Indiana University)· Environmental Science
machine prediction:candidate · noneconsensus · none
76
citations
affno abstractunlabeled
Deforestation and Development in a Small Open Economy
John M. Hartwick, Ngo Van Long, Huilan Tian
2001· article· en· Journal of Environmental Economics and Management· Environmental Science
machine prediction:candidate · noneconsensus · none
66
citations
venueno affunlabeled
Savings growth and the path of utility
Kirk Hamilton, Cees Withagen
2007· article· en· Canadian Journal of Economics/Revue canadienne d économique· Environmental Science
machine prediction:candidate · noneconsensus · none
62
citations

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