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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
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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 11 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.

afffundaboutunlabeled
Symptom Assessment Following Surgery for Lung Cancer
Dhruvin H. Hirpara, Natalie G. Coburn, Gail Darling, Biniam Kidane, Mathieu Rousseau, Vaibhav Gupta +5 more
2021· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Mitochondrial Transplantation
Avinash Naraiah Mukkala, Bruna Araújo David, Menachem Ailenberg, Jady Liang, Chirag M. Vaswani, Danielle Karakas +13 more
2025· article· en· Annals of Surgery· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
11
citations
affaboutunlabeled
Management of Gastroschisis
Benjamin Allin, Charles Opondo, Jennifer J. Kurinczuk, Robert Baird, Pramod S. Puligandla, Erik D. Skarsgard +1 more
2020· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
11
citations
affaboutunlabeled
“Hold the Pendulum
Stephanie Mason, Avery B. Nathens, Marc G. Jeschke
2016· letter· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Timely Surgical Care for Acute Biliary Disease
Patrick B. Murphy, Kelly Vogt, Tina Mele, S. Morad Hameed, Chad G. Ball, Neil Parry
2016· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Quality and Outcome Assessment for Surgery
L. Chiche, Han‐Kwang Yang, Fariba Abbassi, R Robles, Steven C. Stain, Clifford Y. Ko +4 more
2023· article· en· Annals of Surgery· Medicine
machine prediction:candidate · metaresearchconsensus · none
10
citations
affunlabeled
Vascular Resection for Pancreas Cancer
David Henault, Holden Kunde, Cody Zatzman, Daniela Bevacqua, Danielle Arshinoff, Sean P. Cleary +14 more
2024· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
10
citations
aboutno affunlabeled
Rescue Improvement Conference
Jennifer N. Ervin, C. Ann Vitous, Emily Wells, Sarah L. Krein, Christopher R. Friese, Amir A. Ghaferi
2021· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
10
citations
affaboutunlabeled
Perceptions of Mobile Health Technology in Elective Surgery
Nikhil Panda, Robert D. Sinyard, Judy Margo, Natalie Henrich, Christy E. Cauley, Jukka‐Pekka Onnela +2 more
2021· article· en· Annals of Surgery· Health Professions
machine prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Surgeon-Scientists Going Extinct
Matthias Pfister, Zhihao Li, Florian Huwyler, Mark W. Tibbitt, Milo A. Puhan, Pierre‐Alain Clavien
2024· review· en· Annals of Surgery· Medicine
machine prediction:candidate · metaresearchconsensus · none
9
citations
aboutno affunlabeled
Chronic Wounds
Joshua D. Fox, Katherine L. Baquerizo Nole, Sandra Berriman, Robert S. Kirsner
2016· article· en· Annals of Surgery· Medicine
machine prediction:candidate · noneconsensus · none
9
citations

How this was built: Screen · Findings · About