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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.

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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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Bariatric Surgery and Outcomes
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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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venuejournal
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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.

1,674 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.
1,674 works in the cohort · of 4,299,418page 8 of 34

Labels cover 7 of 1,674 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 1,674 of 1,674 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.

venueno affunlabeled
Endoscopic Treatment of Obesity
Agnieszka Świdnicka‐Siergiejko, Eugeniusz Wróblewski, A Dâbrowski
2011· review· en· Canadian Journal of Gastroenterology· Medicine
machine prediction:candidate · noneconsensus · none
35
citations
affvenueaboutunlabeled
Bariatric Surgery in Canada
Aleksandra Jokovic, Jennifer Frood, Kira Leeb
2006· article· fr· Healthcare policy· Medicine
machine prediction:candidate · noneconsensus · none
35
citations
affunlabeled
Clinical Indicators of Postoperative Bleeding in Bariatric Surgery
Andras B. Fecso, Timothy Samuel, Ahmad Elnahas, Sanjeev Sockalingam, Timothy Jackson, Fayez Quereshy +1 more
2017· article· en· Surgical Laparoscopy Endoscopy & Percutaneous Techniques· Medicine
machine prediction:candidate · noneconsensus · none
33
citations
affno abstractunlabeled
Five-year results after resleeve gastrectomy
Patrick Noe͏̈l, Anamaria Nedelcu, Imane Eddbali, Michel Gagner, Marc Danan, Marius Nedelcu
2020· article· en· Surgery for Obesity and Related Diseases· Medicine
machine prediction:candidate · noneconsensus · none
33
citations
affno abstractunlabeled
Surgical interventions for obesity and metabolic disease
Lan Vu, Noah J. Switzer, Christopher de Gara, Shahzeer Karmali
2013· review· en· Best Practice & Research Clinical Endocrinology & Metabolism· Medicine
machine prediction:candidate · noneconsensus · none
32
citations
affno abstractunlabeled
Accelerated satiation after duodenal switch
Picard Marceau, M. Cabanac, Patrick Frankham, F Hould, Stéfane Lebel, Simon Marceau +1 more
2005· article· en· Surgery for Obesity and Related Diseases· Medicine
machine prediction:candidate · noneconsensus · none
30
citations
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