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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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AI in cancer detection
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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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aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,463 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.
1,463 works in the cohort · of 4,299,418page 5 of 30

Labels cover 4 of 1,463 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 1,463 of 1,463 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
Unsupervised Machine Learning in Pathology
Adil Roohi, Kevin Faust, Ugljesa Djuric, Phedias Diamandis
2020· review· en· Surgical pathology clinics· Computer Science
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
43
citations
affaboutunlabeled
Use of whole slide imaging (WSI) for distance teaching
Andrew Evans, Nadia Depeiza, Shara-Gaye Allen, Kimone Fraser, Suzanne Shirley, Runjan Chetty
2020· review· en· Journal of Clinical Pathology· Computer Science
distilled prediction:candidate · noneconsensus · none
42
citations
affno abstractunlabeled
Overview of Machine Learning: Part 2
William Le, Farhad Maleki, Francisco Romero, Reza Forghani, Samuel Kadoury
2020· review· en· Neuroimaging Clinics of North America· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
42
citations
aboutno affunlabeled
PathologyGAN: Learning deep representations of cancer tissue
Adalberto Claudio Quiros, Roderick Murray‐Smith, Ke Yuan
2021· preprint· en· The Journal of Machine Learning for Biomedical Imaging· Computer Science
distilled prediction:candidate · research_integrityconsensus · none
36
citations

How this was built: Screen · Findings · About