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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.

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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
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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 8 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.

affunlabeled
PubRunner: A light-weight framework for updating text mining results
Kishore R. Anekalla, Jean-Paul Courneya, Nicolas Fiorini, Jake Lever, Michael Muchow, Ben Busby
2017· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrityconsensus · none
9
citations
fundno affunlabeled
The SCOPE framework – implementing the ideals of responsible research assessment
Laura Himanen, E. Conte, Marianne Gauffriau, Tanja Strøm, Baron Wolf, Elizabeth Gadd
2023· preprint· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+sts+open_science+insufficient_payload
8
citations
affgemma · no categorygpt · no categorymodels agree
An assay to measure poly(ADP ribose) glycohydrolase (PARG) activity in cells
Dominic I. James, Stephen T. Durant, Kay Eckersley, Emma Fairweather, Louise A. Griffiths, Nicola Hamilton +5 more
2016· preprint· en· F1000Research· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
8
citations
afffundunlabeled
Revisiting inconsistency in large pharmacogenomic studies
Zhaleh Safikhani, Petr Smirnov, Mark Freeman, Nehmé El-Hachem, Adrian She, Anna Goldenberg +7 more
2017· preprint· en· F1000Research· Computer Science
distilled prediction:candidate · metaepi_narrow+open_scienceconsensus · none
8
citations
aboutno affunlabeled
Zika mosquito vectors: the jury is still out
2016· preprint· en· F1000Research· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
8
citations
affunlabeled
Recent advances in laryngoscopy in adults
Matteo Parotto, Richard M. Cooper
2019· preprint· en· F1000Research· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
7
citations
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How this was built: Screen · Findings · About