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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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Ecological Economics
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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.

148 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.
148 works in the cohort · of 4,299,418page 1 of 3

Labels cover 0 of 148 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 148 of 148 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
Managing without growth
Peter A. Victor, Gideon Rosenbluth
2006· article· en· Ecological Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
137
citations
affno abstractunlabeled
Climate justice, commons, and degrowth
Patrícia E. Perkins
2019· article· en· Ecological Economics· Arts and Humanities
machine prediction:candidate · noneconsensus · none
99
citations
affno abstractunlabeled
The Kyoto protocol and payments for tropical forest:
Alexander Pfaff, Suzi Kerr, R. Flint Hughes, Shuguang Liu, Arturo Sánchez‐Azofeifa, David Schimel +2 more
2000· article· en· Ecological Economics· Environmental Science
machine prediction:candidate · noneconsensus · none
84
citations
affno abstractunlabeled
The Energy-emissions Trap
Martin R. Sers, Peter A. Victor
2018· article· en· Ecological Economics· Energy
machine prediction:candidate · noneconsensus · none
62
citations

How this was built: Screen · Findings · About