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

472 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
472 works in the cohort · of 4,299,418page 8 of 10

Labels cover 1 of 472 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 472 of 472 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
Pseudomembranous Colitis
Brent Zabolotny, Sarkis Meterissian
2005· article· en· Journal of the American College of Surgeons· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Surgical Infrastructure and Cost in Chiapas, Mexico
Zachary Fowler, Ellie Moeller, Fernando Carrillo, Lina Roa, Sebastián Mohar, Pablo Tarsicio Uribe Leitz +3 more
2020· article· en· Journal of the American College of Surgeons· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Access to Surgical Care and Late-Presenting Disease in Rural Haiti
Mallory Wilson, Jacques P. Thosiac, Rolvix H. Patterson, Alexis N. Bowder, Jordan Pyda, Christopher Dodgion +2 more
2019· article· en· Journal of the American College of Surgeons· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Otolaryngology
2024· article· en· Journal of the American College of Surgeons· Medicine
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Title Page and Committee
2023· paratext· en· Journal of the American College of Surgeons· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Ethics
2024· article· en· Journal of the American College of Surgeons· Health Professions
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Ophthalmic Surgery
2025· article· en· Journal of the American College of Surgeons· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Vascular Surgery
2025· article· en· Journal of the American College of Surgeons· Medicine
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Colon and Rectal Surgery
2025· article· en· Journal of the American College of Surgeons· Medicine
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Surgical Education
2024· article· en· Journal of the American College of Surgeons· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Title Page and Committee
2024· paratext· en· Journal of the American College of Surgeons· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About