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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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Machine Learning in Healthcare
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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
venuejournal
aboutaboutness

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

1,008 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.
1,008 works in the cohort · of 4,299,418page 17 of 21

Labels cover 4 of 1,008 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 1,008 of 1,008 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
Mise en œuvre de l’apprentissage machine en santé
Amol A. Verma, Joshua Murray, Russell Greiner, Joseph Cohen, Kaveh G Shojania, Marzyeh Ghassemi +3 more
2021· article· fr· Canadian Medical Association Journal· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
0
citations
fundno affunlabeled
Machine Learning Can Unlock Insights Into Mortality
Debra E. Irwin, Cory Pack, Shalu Shiv, Toska Cooper, Teresa B. Gibson, Frank Yoon +2 more
2022· article· en· UNC Libraries· Computer Science
distilled prediction:candidate · stsconsensus · none
0
citations
affunlabeled
Code Status Variability in a Regional Hemodialysis Program
Danielle Moorman, Samuel A. Silver, Hasitha Welihinda, Eduard A. Iliescu
2020· article· en· Journal of the American Society of Nephrology· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Time-to-Event Pretraining for 3D Medical Imaging.
Zepeng Huo, Jason Alan Fries, Alejandro Lozano, Jeya Maria Jose Valanarasu, Ethan Steinberg, Louis Blankemeier +3 more
2025· article· en· PubMed· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Reason2Decide: Rationale-Driven Multi-Task Learning
H M Quamran Hasan, Housam Khalifa Bashier, Jiayi Dai, Mi-Young Kim, Randy Goebel
2025· article· ArXiv.org· Computer Science
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
0
citations
affunlabeled
Dataset - survival analysis
Barbara Vuillaume, Julien H. Richard, Sandra Hamel, Joëlle Taillon, Marco Festa‐Bianchet, Steeve D. Côté
2023· dataset· en· Figshare· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Database linkage methods.
2025· article· Figshare· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
nav canada cfs pdf
2024· other· en· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About