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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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Astrobiology
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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
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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.

172 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.
172 works in the cohort · of 4,299,418page 1 of 4

Labels cover 0 of 172 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 172 of 172 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
The NASA Roadmap to Ocean Worlds
2018· article· en· Astrobiology· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
317
citations
affunlabeled
The Astrobiology Primer v2.0
2016· review· ca· Astrobiology· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
131
citations
affunlabeled
Superhabitable Worlds
2013· article· en· Astrobiology· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
122
citations
affunlabeled
The Archean Nickel Famine Revisited
2015· article· en· Astrobiology· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
87
citations
affunlabeled
Microbial Life in a Liquid Asphalt Desert
2011· article· en· Astrobiology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
58
citations
affno abstractunlabeled
Archean Microfossils and Abiomorphs
2004· letter· en· Astrobiology· Earth and Planetary Sciences
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · insufficient_payload
55
citations
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How this was built: Screen · Findings · About