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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.

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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 19 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 affgemma · bibliometricsgpt · bibliometricsmodels agree
Women's studies in the Latin American context: a bibliometric approach
Jackeline Valencia, Ada Gallegos, Jeri Gloria Ramón Ruffner, Ezequiel Martínez Rojas, Alejandro Valencia-Arías, Martha Benjumea-Arias +1 more
2025· preprint· en· F1000Research· Social Sciences
distilled prediction:candidate · bibliometricsconsensus · bibliometrics
0
citations
affunlabeled
Bergen social media engagement and experiences scale (Be-SMEE): A short questionnaire covering important experiences and perceptions of social media use among adolescents. Development and association with symptoms of depression and anxiety.
Jens Christoffer Skogen, Turi Reiten Finserås, Børge Sivertsen, Ian Colman, Amanda Iselin Olesen Andersen, Gunnhild Johnsen Hjetland
2025· preprint· en· F1000Research· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
0
citations
affgemma · no categorygpt · no categorymodels agree
2019 ISCB Overton Prize: Christophe Dessimoz
Diane E. Kovats, Ron Shamir, Christiana N. Fogg
2019· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
0
citations
affunlabeled
Managing Persistent Hypoxemia: what is new?
Jesús Villar, Carlos Ferrando, Robert M. Kacmarek
2017· preprint· en· F1000Research· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Trends in sleep dentistry research in Asia: A bibliometric analysis
Faizul Hasan, Mokh. Sujarwadi, Lia Taurussia Yuliana, Ervina Restiwulan Winoto, An’nisaa Chusida, Hendrik Setia Budi
2025· article· en· F1000Research· Medicine
distilled prediction:candidate · bibliometrics+research_integrity+insufficient_payloadconsensus · bibliometrics
0
citations
affgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
Open science interventions proposed or implemented to assess researcher impact: a scoping review
Mona Ghannad, Anna Catharina Vieira Armond, Jeremy Y. Ng, Ana Patricia Ayala, Hassan Khan, Maura R. Grossman +7 more
2023· review· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+bibliometrics+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch+open_science+insufficient_payload
0
citations
afffundaboutunlabeled
Derivation and validation of a mortality risk prediction model in older adults needing home care: Updating the RESPECT (Risk Evaluation for Support: Predictions for Elder-Life in their Communities Tool) algorithm for use with data from the interRAI Home Care Assessment System
Maya Murmann, Douglas G. Manuel, Peter Tanuseputro, Carol Bennett, Michael Pugliese, Wenshan Li +2 more
2024· preprint· en· F1000Research· Medicine
distilled prediction:candidate · noneconsensus · none
0
citations
afffundunlabeled
Upholding dignity during a pandemic via Twitter
Michael S. Mulvey, Tracey O’Sullivan, Sarah Fraser
2023· preprint· en· F1000Research· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affgemma · no categorygpt · no categorymodels agree
The emergence of a modern paradigm for urban health
Marcus Grant, Evelyne de Leeuw, Waleska Teixeira Caiaffa, Jo Ivey Boufford, Carlos Dora, Susan Parnell
2025· article· en· F1000Research· Environmental Science
distilled prediction:candidate · noneconsensus · none
0
citations
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