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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 9 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.

affunlabeled
Quantification of Ebola virus replication kinetics in vitro
Laura E. Liao, Jonathan Carruthers, Sophie J. Smither, Simon A. Weller, E. Diane Williamson, Thomas R. Laws +9 more
2020· article· en· PLoS Computational Biology· Medicine
distilled prediction:candidate · noneconsensus · none
19
citations
afffundunlabeled
Epithelial stratification shapes infection dynamics
Carmen Lía Murall, Robert Jackson, Ingeborg Zehbe, Nathalie Boulle, Michel Segondy, Samuel Alizon
2019· article· en· PLoS Computational Biology· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
19
citations
affaboutunlabeled
On the open-source landscape of PLOS Computational Biology
Mathieu Boudreau, Jean‐Baptiste Poline, Pierre Bellec, Nikola Stikov
2021· article· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Ten simple rules for collaborative lesson development
Gabriel A. Devenyi, Rémi Emonet, H. Harris, Kate L. Hertweck, Damien Irving, Ian Milligan +1 more
2018· editorial· en· PLoS Computational Biology· Psychology
distilled prediction:candidate · metaepi_narrowconsensus · none
16
citations
affno abstractunlabeled
Ten simple rules for choosing a PhD supervisor
Loay J. Jabre, Catherine C. Bannon, J. Scott P. McCain, Yana Eglit
2021· editorial· en· PLoS Computational Biology· Health Professions
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
16
citations
afffundunlabeled
Data driven flexible backbone protein design
Mark Sun, Philip M. Kim
2017· article· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
16
citations
afffundunlabeled
Color improves edge classification in human vision
Camille Breuil, Ben J. Jennings, Simon Barthelmé, Nathalie Guyader, Frederick A. A. Kingdom
2019· article· en· PLoS Computational Biology· Neuroscience
distilled prediction:candidate · noneconsensus · none
15
citations
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