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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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Healthcare cost, quality, practices
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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.

1,204 results · 1 filter active ·
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20002025
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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.
1,204 works in the cohort · of 4,299,418page 4 of 25

Labels cover 31 of 1,204 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 1,204 of 1,204 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
Assessing evidence in public health: the added value of GRADE
Belinda Burford, EA Rehfuess, Holger J. Schünemann, Elie A. Akl, Elizabeth Waters, Rebecca Armstrong +3 more
2012· article· en· Journal of Public Health· Health Professions
machine prediction:candidate · metaresearchconsensus · metaresearch
22
citations
affunlabeled
How policy informs the evidence
Arminée Kazanjian
2001· letter· en· BMJ· Health Professions
machine prediction:candidate · noneconsensus · none
21
citations
venueno affunlabeled
Choosing Wisely around the world
Lauren Vogel
2015· article· en· Canadian Medical Association Journal· Health Professions
machine prediction:candidate · noneconsensus · none
21
citations
affgemma · metaresearch+research_integritygpt · metaresearch+research_integritymodels agree
Research Integrity definitions and challenges
Anna Catharina Vieira Armond, Kelly D. Cobey, David Moher
2024· article· en· Journal of Clinical Epidemiology· Health Professions
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
21
citations
afffundunlabeled
Engaging people with lived experience in the grant review process
Katherine Rittenbach, Candice G. Horne, Terence O’Riordan, Allison Bichel, Nicholas Mitchell, Adriana M. Fernandez Parra +1 more
2019· article· en· BMC Medical Ethics· Health Professions
machine prediction:candidate · metaresearchconsensus · metaresearch
21
citations
afffundno abstractgemma · no categorygpt · no categorymodels agree
Availability of essential diagnostics in primary care in India
Mikashmi Kohli, Kāmini Walia, Sumit Mazumdar, Catharina Boehme, Zachary Katz, Madhukar Pai
2018· letter· en· The Lancet Infectious Diseases· Health Professions
machine prediction:candidate · noneconsensus · none
21
citations
affunlabeled
Treating real people: Science and humanity
Michael Loughlin, Mathew Mercuri, Alexandra Pârvan, Samantha Copeland, Mark R. Tonelli, Stephen Buetow
2018· editorial· en· Journal of Evaluation in Clinical Practice· Health Professions
machine prediction:candidate · noneconsensus · none
20
citations
affno abstractunlabeled
Opportunities for Patient-centered Outcomes Research in Radiology
Matthew E. Zygmont, Diana L. Lam, Kristina M. Nowitzki, Kirsteen R. Burton, Leon Lenchik, Tatum A. McArthur +2 more
2015· article· en· Academic Radiology· Health Professions
machine prediction:candidate · metaresearchconsensus · metaresearch
17
citations
affunlabeled
Cooperate! A paradigm shift for health equity
Wei-Ching Chang, Joy Fraser
2017· review· en· International Journal for Equity in Health· Health Professions
machine prediction:candidate · noneconsensus · none
17
citations

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