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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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PLoS Biology
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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.

616 results · 1 filter active ·
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20032025
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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.
616 works in the cohort · of 4,299,418page 11 of 13

Labels cover 3 of 616 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 616 of 616 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Micromanagement of Lymphomas
Enrico Arpaia, Tak W. Mak
2008· article· en· PLoS Biology· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
10
citations
afffundunlabeled
The economics of managing evolution
Troy Day, David Kennedy, Andrew F. Read, David McAdams
2021· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Supra-orbital whiskers act as wind-sensing antennae in rats
Matías Mugnaini, Dhruv Mehrotra, Federico Davoine, V. Sharma, Ana Rita Mendes, Ben Gerhardt +3 more
2023· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
8
citations
afffundgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
A how-to guide for code sharing in biology
Richard J. Abdill, Emma Talarico, Laura Grieneisen
2024· review· en· PLoS Biology· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
7
citations
afffundunlabeled
Parietal Cortex Signals Come Unstuck in Time
Erik P. Cook, Christopher C. Pack
2012· letter· en· PLoS Biology· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
7
citations
affunlabeled
Conservation stories from the front lines
Liza Gross, Annaliese Hettinger, Jonathan W. Moore, Liz Neeley
2018· editorial· en· PLoS Biology· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
6
citations
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How this was built: Screen · Findings · About