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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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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.

234 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.
234 works in the cohort · of 4,299,418page 4 of 5

Labels cover 0 of 234 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 234 of 234 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Lake Trout Swim-up 1985-1992
2016· dataset· en· USGS DOI Tool Production Environment
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations
aboutno affunlabeled
Tracking Data for Black Scoter (Melanitta americana)
Paul L. Flint
2020· article· en· USGS DOI Tool Production Environment· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
SPOT North American Data Buy
2019· dataset· en· USGS DOI Tool Production Environment
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Stable Isotope Values of Black Oystercatchers and their Prey
Hannah Roodenrijs, D. J. Green, Daniel Esler
2025· dataset· USGS DOI Tool Production Environment
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations
aboutno affunlabeled
Hydroacoustic data from central Lake Erie, 2021
2022· dataset· en· USGS DOI Tool Production Environment
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Lake Erie Pelagic Prey Fish Community Data, 2022-2024
2025· dataset· en· USGS DOI Tool Production Environment
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations

How this was built: Screen · Findings · About