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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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Hernia repair and management
Retraction
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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.

550 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.
550 works in the cohort · of 4,299,418page 4 of 11

Labels cover 1 of 550 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 550 of 550 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.

affno abstractunlabeled
Repair of the huge umbilical hernia in black children
Hervé Blanchard, Dickens St‐Vil, Ana Carceller, L Arié, Maria Di Lorenzo
2000· article· en· Journal of Pediatric Surgery· Medicine
machine prediction:candidate · noneconsensus · none
15
citations
venueno affno abstractunlabeled
10.1016/s0246-0424(00)00016-9
2000· article· en· Time to knit· Medicine
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
15
citations
affunlabeled
Complications of Peritoneal Dialysis Part I
X. Cheng, Joanne M. Bargman
2024· review· en· Clinical Journal of the American Society of Nephrology· Medicine
machine prediction:candidate · noneconsensus · none
15
citations
aboutno affno abstractunlabeled
Femoral hernia repair
Valerio Ceriani, Edoardo Faleschini, Dario Sarli, Tiziana Lodi, O. Roncaglia, P. Bignami +2 more
2006· article· en· Hernia· Medicine
machine prediction:candidate · noneconsensus · none
13
citations

How this was built: Screen · Findings · About