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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 11 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. 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
Introduction
Andrée‐Anne Cormier, Christine Sypnowich
2017· article· en· Critical Review of International Social and Political Philosophy· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
aboutno affunlabeled
Sustainability Matters
2021· book· en· University of Calgary Press eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
Eleven-Barriers to Participation and One-Root
Sajad Hussain, Rashid Ali Khuhro
2019· article· en· Journal of Sustainable Development· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
The “Super Green Pathway”; What Have We Learned So Far?
Alexander Tam, Chea Tze Ong, Mohammed Elhadi, Arshad Bhat, Mehmood Akhtar
2020· article· en· Journal of Endoluminal Endourology· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
One Year of Sustainable Development Research
Marc A. Rosen
2018· article· en· European Journal of Sustainable Development Research· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Sustainability Frontiers
David Selby
2010· article· en· Journal of Education for Sustainable Development· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About