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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.

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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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Coastal wetland ecosystem dynamics
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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.

1,192 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.
1,192 works in the cohort · of 4,299,418page 11 of 24

Labels cover 0 of 1,192 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 1,192 of 1,192 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Carbon Burial in Sediments below Seaweed Farms
Carlos M. Duarte, Antonio Delgado‐Huertas, Elisa Martí, Beat Gasser, Isidro San Martin, Alexandra Cousteau +34 more
2023· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
11
citations
affunlabeled
Building an expert judgment-based model of mangrove fisheries
James Hutchison, David P. Philipp, Julie E. Claussen, Octavio Aburto‐Oropeza, Mauricio Carrasquilla‐Henao, Gustavo A. Castellanos‐Galindo +12 more
2015· preprint· en· Griffith Research Online (Griffith University, Queensland, Australia)· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
10
citations
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How this was built: Screen · Findings · About