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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 12 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
Zika mosquito vectors: the jury is still out
2016· preprint· en· F1000Research· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
3
citations
affunlabeled
An international, cross-sectional survey of preprint attitudes among biomedical researchers
Jeremy Y. Ng, Valerie Chow, Lucas J. Santoro, Anna Catharina Vieira Armond, Sanam Ebrahimzadeh, Kelly D. Cobey +1 more
2024· preprint· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+open_science+insufficient_payload
3
citations
fundno affgemma · metaresearchgpt · metaresearchmodels agree
The transparency of quantitative empirical legal research published in highly ranked law journals (2018–2020): an observational study
Jason Chin, Kathryn Zeiler, Natali Dilevski, Alex O. Holcombe, Rosemary Gatfield-Jeffries, Ruby Bishop +2 more
2023· preprint· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+insufficient_payload
3
citations
affunlabeled
Methods used to meta-analyse results from interrupted time series studies: A methodological systematic review protocol
Elizabeth Korevaar, Amalia Karahalios, Andrew Forbes, Simon Turner, Steve McDonald, Monica Taljaard +4 more
2020· preprint· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+metaepi_broad+open_science+insufficient_payload
3
citations
afffundunlabeled
Essential growth factor receptors for fibroblast homeostasis and activation: Fibroblast Growth Factor Receptor (FGFR), Platelet Derived Growth Factor Receptor (PDGFR), and Transforming Growth Factor β Receptor (TGFβR)
Maye F. Cheng, F. Abdullah, Matthew B. Buechler
2024· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity
3
citations
afffundaboutunlabeled
Approaches to R education in Canadian universities
Michael A. Carson, Nathan Basiliko
2016· preprint· en· F1000Research· Decision Sciences
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
3
citations
affunlabeled
Tourette syndrome research highlights from 2023
Andreas Hartmann, Per Andrén, Cyril Atkinson-Clément, Virginie Czernecki, Cécile Delorme, Nanette Mol Debes +6 more
2024· preprint· en· F1000Research· Psychology
distilled prediction:candidate · metaepi_narrow+open_science+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
3
citations
affunlabeled
An international, cross-sectional survey of preprint attitudes among biomedical researchers
Jeremy Y. Ng, Valerie Chow, Lucas J. Santoro, Anna Catharina Vieira Armond, Sanam Ebrahimzadeh, Kelly D. Cobey +1 more
2024· preprint· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+open_science+insufficient_payload
3
citations
affunlabeled
Systems Biology in ELIXIR: modelling in the spotlight
Vítor A. P. Martins dos Santos, Mihail Anton, Barbara Szomolay, Marek Ostaszewski, Ilja C.W. Arts, Rui Benfeitas +32 more
2024· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
The role of single nucleotide polymorphisms of IL-1A -889C>T (rs1800587), TNF-A -238G>A (rs361525), and VDR TaqI (rs731236) on susceptibility to herniated nucleus pulposus: a systematic review and meta-analysis
Azharuddin Azharuddin, Muhammad Ilmawan, Jonny Karunia Fajar, Marhami Fahriani, Sukamto S. Mamada, Helnida Anggun Maliga +4 more
2021· review· en· F1000Research· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
3
citations

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