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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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Hernia repair and management
Retraction
Abstract
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Study design
Label agreement
Label status

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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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 1 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Open Mesh versus non-Mesh for groin hernia repair
Neil Scott, P. M. N. Y. H. Go, Paul M. Graham, Kirsty McCormack, Sue Ross, Adrian Grant
2001· review· en· Cochrane Database of Systematic Reviews· Medicine
distilled prediction:candidate · metaepi_narrow+metaepi_broad+insufficient_payloadconsensus · none
283
citations
affunlabeled
Traumatic Abdominal Wall Hernia: Epidemiology and Clinical Implications
Fernando Antônio Campelo Spencer Netto, Paul Hamilton, Sandro Rizoli, Bartolomeu Nascimento, Frederick D. Brenneman, Homer Tien +1 more
2006· article· en· The Journal of Trauma: Injury, Infection, and Critical Care· Medicine
distilled prediction:candidate · noneconsensus · none
145
citations
affunlabeled
Laparoscopic Inguinal Herniorrhaphy
Yves-Marie Dion, Jean Morin
2003· article· en· Pediatric Endosurgery & Innovative Techniques· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
134
citations
affno abstractunlabeled
The shouldice repair for groin hernias
Earle Byrnes Shouldice
2003· review· en· Surgical Clinics of North America· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
104
citations
affunlabeled
The Best of Abdominal Wall Reconstruction
Nakul Patel, Imran Ratanshi, Edward W. Buchel
2017· review· en· Plastic & Reconstructive Surgery· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
97
citations
affunlabeled
Ventral hernia and obesity: is there a consensus?
Raquel Maia, Hrishikesh Salgaonkar, Davide Lomanto, Asim Shabbir
2019· article· en· Annals of Laparoscopic and Endoscopic Surgery· Medicine
distilled prediction:candidate · noneconsensus · none
59
citations
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