{"id":"W4401340524","doi":"10.1097/sla.0000000000006471","title":"Milestones in Surgical Complication Reporting","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Texas MD Anderson Cancer Center; Bharath Institute of Higher Education and Research; Université de Lyon; Assistance publique-Hôpitaux de Paris; Humanitas University; Yonsei University College of Medicine; Universiteit Hasselt; Universitätsspital Zürich; Universitätsklinikum Köln; Hokkaido University; Medizinischen Hochschule Hannover; Hospices Civils de Lyon; Warszawski Uniwersytet Medyczny; Uniwersytet Warszawski; Cleveland Clinic; Royal College of Surgeons in Ireland; University of Toronto; Sorbonne Université; Yonsei University; King Faisal Specialist Hospital and Research Centre; Ohio State University; Université de Lille; University of Cincinnati","keywords":"Medicine; Grading (engineering); Complication; Psychological intervention; Referral; MEDLINE; Surgery; Family medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000729672,0.00006573424,0.0003220084,0.000149953,0.00001172139,0.000009036638,0.00002043911,0.00005352308,0.0001341406],"category_scores_gemma":[0.0004267777,0.00004996523,0.0002298445,0.0002958586,0.00004170202,0.00005192793,0.00001337636,0.00009846864,0.00001696786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004613268,"about_ca_system_score_gemma":0.00004907301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005928305,"about_ca_topic_score_gemma":0.000001195747,"domain_scores_codex":[0.9988398,0.00002388782,0.0006754045,0.0001618867,0.0001515171,0.0001475057],"domain_scores_gemma":[0.998952,0.0006611079,0.0001451194,0.0001218426,0.00005682823,0.00006315405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002690368,0.000351613,0.7673826,0.0009718354,0.0001019553,0.005139739,0.0002062406,0.00001227259,0.004950147,0.004197988,0.01737055,0.199046],"study_design_scores_gemma":[0.00008510381,0.00002413907,0.8521159,0.001181021,0.00001280833,0.0003477646,0.00006953321,0.0001812484,0.01039346,0.0007793669,0.1346974,0.000112281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832615,0.006748274,0.000002636225,0.005924243,0.0001291017,0.00005987642,0.000002151284,0.00004456109,0.00382765],"genre_scores_gemma":[0.9984139,0.000909418,0.00002167766,0.0002043601,0.0001543033,0.000006116652,0.00001774405,0.000008964017,0.0002635483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1989338,"threshold_uncertainty_score":0.2037523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4056243210615129,"score_gpt":0.438891435025812,"score_spread":0.0332671139642991,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}