{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4943883,0.0019441,0.002196774,0.02020585,0.002103725,0.009119882,0.0084476,0.003394892,0.002724389],"category_scores_gemma":[0.708822,0.001841162,0.005294379,0.01281053,0.004730787,0.01396131,0.01301869,0.007576603,0.00161422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008409597,"about_ca_system_score_gemma":0.02847497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004471457,"about_ca_topic_score_gemma":0.004484142,"domain_scores_codex":[0.3807536,0.2778381,0.2746276,0.01348391,0.04986772,0.003429126],"domain_scores_gemma":[0.1519673,0.4488993,0.1717661,0.03996939,0.1817157,0.00568227],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008894306,0.0001555094,0.08279482,0.05722799,0.001486538,0.0004074695,0.009759112,0.002745025,0.001669221,0.04317281,0.07029,0.729402],"study_design_scores_gemma":[0.0008901563,0.001906089,0.10994,0.2277118,0.002017705,0.003642378,0.0117926,0.01057263,0.01262931,0.09546335,0.5224518,0.000982228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.05504156,0.2136001,0.4047615,0.2363705,0.01725498,0.02356742,0.009037205,0.002691924,0.03767481],"genre_scores_gemma":[0.252727,0.04650941,0.6278903,0.02603516,0.004174935,0.03166196,0.008674171,0.0005558532,0.001771191],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5056118,"threshold_uncertainty_score":0.6235093,"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."}}