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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 15 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.

aboutno affunlabeled
COVID-19 in the Arab countries: Three-year study
Nasar Alwahaibi, Muna Al Maskari, Samiya Al‐Jaaidi, Buthaina Al Dhahli, Halima Al Issaei, Shadia Al Bahlani
2024· preprint· en· F1000Research· Mathematics
distilled prediction:candidate · metaresearch+metaepi_narrow+open_science+research_integrity+insufficient_payloadconsensus · insufficient_payload
1
citations
affgemma · no categorygpt · no categorymodels agree
Killer immunoglobulin-like receptor (KIR) genes are associated with the risk of episodes of high-level and detectable viremia among HIV controllers
Nathalia Beatriz Ramos de Sá, Karina dos S. Silva, Marcelo Ribeiro‐Alves, Diogo Gama Caetano, Fernanda Heloise Côrtes, Suwellen Sardinha Dias de Azevedo +5 more
2021· preprint· en· F1000Research· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
25 Years of BOSC, the Bioinformatics Open Source Conference
Nomi L. Harris, Karsten Hokamp, Jessica M. Maia, Hervé Ménager, Monica C. Munoz-Torres, Swapnil Sawant +2 more
2024· article· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
1
citations
afffundaboutgemma · no categorygpt · no categorymodels agree
Heatmaps and consensus clustering for ego network exploration
Philippe Boileau, Lisa Kakinami, Tracie A. Barnett, Mélanie Henderson, Lea Popovic
2022· preprint· en· F1000Research· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations

How this was built: Screen · Findings · About