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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
fundfunder
venuejournal
aboutaboutness

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 11 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 split
Typing and classification of non-tuberculous mycobacteria isolates
Thomas H. Clarke, Lauren Brinkac, Joanna Manoranjan, Alberto L. García‐Basteiro, Harleen M. S. Grewal, Anthony Kiyimba +6 more
2020· preprint· en· F1000Research· Medicine
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Tourette syndrome research highlights from 2022
Andreas Hartmann, Per Andrén, Cyril Atkinson-Clément, Virginie Czernecki, Cécile Delorme, Nanette Mol Debes +6 more
2023· preprint· en· F1000Research· Psychology
distilled prediction:candidate · metaepi_narrow+open_science+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
4
citations
afffundunlabeled
Qualia as social effects of minds
Sheila Bouten, J. Bruno Debruille
2014· preprint· en· F1000Research· Neuroscience
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Inducible TDG knockout models to study epigenetic regulation
Simon D. Schwarz, Eliane Grundbacher, Alexandra M. Hrovat, Jianming Xu, Anna Kuśnierczyk, Cathrine Broberg Vågbø +2 more
2020· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
affunlabeled
Defining Urban Health for Strategic Action
José Siri, Jinhee Kim, Katherine Indvik, Evelyne de Leeuw, Carlos Dora, Franz Gatzweiler +4 more
2025· preprint· en· F1000Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
affunlabeled
Advocate cultivation of academic ethics: why is it necessary?
Sok‐Ja Janket, Jukka H. Meurman, Eleftherios P. Diamandis
2019· preprint· en· F1000Research· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
3
citations
fundno affgemma · no categorygpt · no categorymodels agree
Human aldose reductase unfolds through an intermediate.
Gurprit Sekhon, Ranvir Singh
2019· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations

How this was built: Screen · Findings · About