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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.

affaffiliation
fundfunder
venuejournal
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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 2 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. 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.

affno abstractunlabeled
Territories of life as key to global environmental sustainability
Leila Vaziri, Hugh Govan, Holly Jonas, Theodore Karfakis, Daniel Maghanjo Mwamidi, Jessica Stewart +2 more
2023· article· en· Current Opinion in Environmental Sustainability· Social Sciences
machine prediction:candidate · noneconsensus · none
31
citations
affunlabeled
Investments to reverse biodiversity loss are economically beneficial
U. Rashid Sumaila, Carlos M. Rodriguez, Maria Schultz, Ravi Sharma, Tristan D. Tyrrell, Hillary Masundire +10 more
2017· article· en· Current Opinion in Environmental Sustainability· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
19
citations
affno abstractunlabeled
Deconstructing the Doughnut
Arnaud Dragicevic
2024· article· en· Current Opinion in Environmental Sustainability· Social Sciences
machine prediction:candidate · noneconsensus · none
19
citations
affunlabeled
The Ocean Decade as an instrument of peace
Robert Blasiak, Jean‐Baptiste Jouffray, Albert V. Norström, Cibele Queiroz, Colette C. C. Wabnitz, Henrik Österblom
2023· article· en· Current Opinion in Environmental Sustainability· Social Sciences
machine prediction:candidate · noneconsensus · none
16
citations
affno abstractunlabeled
Climate stress testing in the financial industry
Olaf Weber
2023· article· en· Current Opinion in Environmental Sustainability· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
13
citations
aboutno affunlabeled
Community-based approaches to biodiversity finance
Rosemary Hill, Diane Jarvis, Kirsten Maclean, Diego O Melgar, Emma Woodward, R. Carter +4 more
2025· article· en· Current Opinion in Environmental Sustainability· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
9
citations
afffundno abstractunlabeled
Editorial overview: Climate finance, risks, and accounting
Rosella Carè, Othmar M. Lehner, Olaf Weber
2024· editorial· en· Current Opinion in Environmental Sustainability· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Slow-onset events (SOEs) and future sustainability
Byomkesh Talukder, Keith W. Hipel, Gary W. vanLoon
2022· article· en· Current Opinion in Environmental Sustainability· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About