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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 Computational 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.

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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.

718 results · 1 filter active ·
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20052025
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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.
718 works in the cohort · of 4,299,418page 6 of 15

Labels cover 1 of 718 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 718 of 718 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Mate Choice and the Origin of Menopause
R. A. Morton, Jonathan R. Stone, Rama S. Singh
2013· article· en· PLoS Computational Biology· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
41
citations
affunlabeled
Quantum chemistry reveals thermodynamic principles of redox biochemistry
Adrián Jinich, Avi I. Flamholz, Haniu Ren, Sungjin Kim, Benjamín Sánchez-Lengeling, Charles A. R. Cotton +3 more
2018· article· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
37
citations
afffundunlabeled
Chapter 3: Small Molecules and Disease
David S. Wishart
2012· article· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
34
citations
afffundaboutunlabeled
Using smartphone-GPS data to quantify human activity in green spaces
Alessandro Filazzola, Garland Xie, Kimberly L. Barrett, Andrea Dunn, Marc T. J. Johnson, J. Scott MacIvor
2022· article· en· PLoS Computational Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
32
citations
affunlabeled
Challenges of COVID-19 Case Forecasting in the US, 2020–2021
Velma K. Lopez, Estee Y. Cramer, Roberto Pagano, John M. Drake, Eamon B. O’Dea, Madeline Adee +102 more
2024· article· en· PLoS Computational Biology· Mathematics
distilled prediction:candidate · metaresearchconsensus · none
32
citations
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How this was built: Screen · Findings · About