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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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Annals of Surgery
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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.

727 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.
727 works in the cohort · of 4,299,418page 10 of 15

Labels cover 4 of 727 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 727 of 727 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.

aboutno affunlabeled
Surgical Data Recording Technology
Neal Shah, Jessica Jue, Tim K. Mackey
2019· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Fundamental Use of Surgical Energy (FUSE)
Pascal Fuchshuber, Thomas N. Robinson, Liane S. Feldman, L. Michael Brunt, Amin Madani, Stephanie B. Jones +5 more
2015· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
17
citations
affunlabeled
Hey, I Just Did a New Operation!
Stephen P. Sagar, Peggy W. Law, Randi Zlotnik Shaul, Elise Héon, Jacob C. Langer, James G. Wright
2014· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
16
citations
affaboutunlabeled
Evaluating Quality Metrics and Cost After Discharge
Charles de Mestral, Konrad Salata, Mohamad A. Hussain, Ahmed Kayssi, Mohammed Al‐Omran, Graham Roche‐Nagle
2018· article· en· Annals of Surgery· Medicine
machine prediction:candidate · metaresearchconsensus · none
15
citations
affunlabeled
Taking a Chance or Playing It Safe
Nathan Zilbert, M. Lucas Murnaghan, Steven Gallinger, Glenn Regehr, Carol‐Anne Moulton
2015· article· en· Annals of Surgery· Health Professions
machine prediction:candidate · noneconsensus · none
15
citations
affunlabeled
The Construction of Surgical Trust
Saad Y. Salim, Marjan Govaerts, Jonathan White
2018· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
15
citations
affunlabeled
Perceptions of Equity and Inclusion in Acute Care Surgery
Esther S. Tseng, Tanya L. Zakrison, Brian H. Williams, Andrew C. Bernard, Matthew Martin, Laura Zebib +7 more
2020· article· en· Annals of Surgery· Social Sciences
machine prediction:candidate · noneconsensus · none
15
citations
affunlabeled
Liver Transplantation in the Time of a Pandemic
Malcolm MacConmara, Benjamin Wang, Madhukar S. Patel, Christine Hwang, Lucia DeGregorio, Jigesh A. Shah +6 more
2021· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
14
citations
affunlabeled
How Hospitals Can Save Lives and Themselves
Eugene Litvak, Shaf Keshavjee, Bruce L. Gewertz, Harvey V. Fineberg
2021· article· en· Annals of Surgery· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
13
citations
affunlabeled
Laparoscopic Intragastric Resection
Cindy Boulanger-Gobeil, Jean‐Pierre Gagné, François Julien, Valérie Courval, Kaitlyn Beyfuss, Shady Ashamalla +1 more
2016· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
The Impact of Burn Size on Community Participation
Colleen M. Ryan, Gabriel D. Shapiro, Camerin A Rencken, Cornelia L. Griggs, James C. Jeng, William L. Hickerson +4 more
2020· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Perioperative Changes in Serum Transaminase Levels
Fumin Wang, Jingming Lu, Tian Yang, Yaoxing Ren, Francesca Ratti, Hugo P. Marques +16 more
2024· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
12
citations
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