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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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Clinical Laboratory Practices and Quality Control
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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.

829 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.
829 works in the cohort · of 4,299,418page 1 of 17

Labels cover 2 of 829 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 829 of 829 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.

aboutno affunlabeled
Q-Tracks
Richard J. Zarbo, Bruce A. Jones, Richard Friedberg, Paul N. Valenstein, Stephen W. Renner, Ron B. Schifman +2 more
2002· article· en· Archives of Pathology & Laboratory Medicine· Medicine
machine prediction:candidate · noneconsensus · none
124
citations
affunlabeled
The theory of reference values: an unfinished symphony
Gérard Siest, Joseph Henny, Ralph Gräsbeck, Peter Wilding, Claude Petitclerc, Josep M. Queraltó +1 more
2012· review· en· Clinical Chemistry and Laboratory Medicine (CCLM)· Medicine
machine prediction:candidate · metaresearchconsensus · none
118
citations
affunlabeled
Interpretive Diagnostic Error Reduction in Surgical Pathology and Cytology: Guideline From the College of American Pathologists Pathology and Laboratory Quality Center and the Association of Directors of Anatomic and Surgical Pathology
Raouf E. Nakhleh, Vânia Nosé, Carol Colasacco, Lisa A. Fatheree, Tamera J. Lillemoe, Douglas C McCrory +7 more
2015· article· en· Archives of Pathology & Laboratory Medicine· Medicine
machine prediction:candidate · metaresearchconsensus · none
95
citations
affvenueaboutunlabeled
Intraoperative pathology consultation: error, cause and impact
Etienne Mahé, Shamim Ara, Mona Bishara, Annie Kurian, Syeda Tauqir, Nafisa Ursani +4 more
2013· article· en· Canadian Journal of Surgery· Medicine
machine prediction:candidate · metaresearch+research_integrityconsensus · none
87
citations
affunlabeled
Point-of-care testing: state-of-the art and perspectives
Mario Plebani, James H. Nichols, Peter B. Luppa, Dina N. Greene, Laura Sciacovelli, Julie Shaw +13 more
2024· review· en· Clinical Chemistry and Laboratory Medicine (CCLM)· Medicine
machine prediction:candidate · noneconsensus · none
84
citations

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