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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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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.

965 results · 1 filter active ·
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20122025
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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.
965 works in the cohort · of 4,299,418page 10 of 20

Labels cover 83 of 965 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 965 of 965 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affgemma · no categorygpt · no categorymodels agree
Highlights from the ISCB Student Council Symposia in 2016
Bart Cuypers, Annika Jacobsen, Ben Siranosian, Kevin Schwahn, Ashley Mae Conard, Nanne Aben +7 more
2016· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Small studies in systematic reviews: To include or not to include?
Abdallah El Alayli, Preston Thomas, Sara S. Jdiaa, Razan Mansour, Archana Gautam, Millind A. Phadnis +2 more
2023· preprint· en· F1000Research· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · none
6
citations
afffundunlabeled
AXIN-AMPK signaling: Implications for healthy aging
Avijit Mallick, Bhagwati P. Gupta
2021· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
affunlabeled
Journal editors: How do their editing incomes compare?
Janice Lee, Jennifer Watt, Diane Kelsall, Sharon E. Straus
2021· preprint· en· F1000Research· Social Sciences
distilled prediction:candidate · sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · none
5
citations
affunlabeled
Recent advances in bronchoscopy
Elaine Dumoulin
2018· preprint· en· F1000Research· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
5
citations

How this was built: Screen · Findings · About