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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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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 10 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.

afffundunlabeled
Cheating leads to the evolution of multipartite viruses
Asher Leeks, Penny Grace Young, Paul E. Turner, Geoff Wild, Stuart A. West
2023· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
19
citations
aboutno affunlabeled
Harnessing online digital data in biodiversity monitoring
Andrea Soriano‐Redondo, Ricardo A. Correia, Vijay Barve, Thomas M. Brooks, Stuart H. M. Butchart, Ivan Jarić +4 more
2024· article· en· PLoS Biology· Psychology
distilled prediction:candidate · noneconsensus · none
18
citations
afffundunlabeled
TMED2 binding restricts SMO to the ER and Golgi compartments
Giulio Di Minin, Markus Holzner, Alice Grison, Charles-Étienne Dumeau, Wesley Chan, Asun Monfort +3 more
2022· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
17
citations
affunlabeled
Reimagining sustainable fisheries
Jennifer Jacquet, Daniel Pauly
2022· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
17
citations
affunlabeled
Rhythm and time in the premotor cortex
Virginia B. Penhune, Robert J. Zatorre
2019· letter· en· PLoS Biology· Neuroscience
distilled prediction:candidate · noneconsensus · none
16
citations
afffundunlabeled
Decoding the neural dynamics of free choice in humans
Thomas Thiery, Anne-Lise Saive, Etienne Combrisson, Arthur Dehgan, Julien Bastin, Philippe Kahane +3 more
2020· article· en· PLoS Biology· Neuroscience
distilled prediction:candidate · noneconsensus · none
15
citations
affunlabeled
Ultralow-frequency neural entrainment to pain
Yifei Guo, Rory John Bufacchi, Giacomo Novembre, Marina Kilintari, Massieh Moayedi, Li Hu +1 more
2020· article· en· PLoS Biology· Neuroscience
distilled prediction:candidate · noneconsensus · none
11
citations

How this was built: Screen · Findings · About