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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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Annals of Surgery Open
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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
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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.

52 results · 1 filter active ·
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20202025
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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.
52 works in the cohort · of 4,299,418page 1 of 2

Labels cover 2 of 52 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 52 of 52 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.

affunlabeled
Racial Disparities in Surgery
Arash Azin, Dhruvin H. Hirpara, Sachin Doshi, Tyler R. Chesney, Fayez A. Quereshy, Sami A. Chadi
2020· article· en· Annals of Surgery Open· Social Sciences
machine prediction:candidate · noneconsensus · none
58
citations
affunlabeled
Radiocephalic Arteriovenous Fistula Patency and Use
Patrick Heindel, Peng Yu, Jessica D. Feliz, Dirk M. Hentschel, Steven K. Burke, Mohammed Al‐Omran +4 more
2022· article· en· Annals of Surgery Open· Health Professions
machine prediction:candidate · noneconsensus · none
24
citations
affunlabeled
The Surgical Apgar Score
Elliot Pittman, Elijah Dixon, Kaylene Duttchen
2022· review· en· Annals of Surgery Open· Medicine
machine prediction:candidate · noneconsensus · none
10
citations
afffundunlabeled
Force Profile as Surgeon-Specific Signature
Amir Baghdadi, Eddie Guo, Sanju Lama, Rahul Singh, Michael Chow, Garnette R. Sutherland
2023· article· en· Annals of Surgery Open· Medicine
machine prediction:candidate · noneconsensus · none
3
citations
affgemma · bibliometricsgpt · bibliometricsmodels split
Bibliometric Analysis of Surgical Articles Using Bayesian Statistics
Zhenyu Li, Aliya Izumi, Dominique Vervoort, Kuan Liu, Stephen E. Fremes
2025· review· en· Annals of Surgery Open· Decision Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
0
citations

How this was built: Screen · Findings · About