{"id":"W3164431756","doi":"10.1097/sap.0000000000002814","title":"The Edmonton Obesity Staging System Predicts Postoperative Complications After Abdominoplasty","year":2021,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Abdominoplasty; Body mass index; Weight loss; Obesity; Logistic regression; Surgery; Diabetes mellitus; Retrospective cohort study; Stage (stratigraphy); Internal medicine; Plastic surgery; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055491,0.0002461047,0.0001201101,0.0009639973,0.0001877022,0.0002997489,0.0001951545,0.0001730341,0.002076905],"category_scores_gemma":[0.002165706,0.0001003083,0.0002291057,0.000568376,0.0001608682,0.0002364943,0.0003315298,0.0002239261,0.0001229061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002032963,"about_ca_system_score_gemma":0.0003335013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003254161,"about_ca_topic_score_gemma":0.006094673,"domain_scores_codex":[0.9998192,0.00003837926,0.00002528288,0.00003081638,0.00004854759,0.00003780443],"domain_scores_gemma":[0.9985247,0.0002488813,0.0008225072,0.00003697248,0.0001337762,0.0002330895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002870297,0.000003618745,0.998934,0.000003801937,0.000007559597,0.0000260073,0.000006669324,0.00002499131,0.00004939792,0.000005026095,0.00004941578,0.0008608831],"study_design_scores_gemma":[0.000002326959,0.00002226928,0.9994516,0.000009009846,0.000007233811,0.0002002241,0.00002181341,0.0001590716,0.00002036499,0.000009412496,0.00009558867,0.000001164085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998599,0.0004330589,0.00008970508,0.00004646015,0.00001072615,0.000008025998,0.0001661802,0.000002611621,0.0006441526],"genre_scores_gemma":[0.9991849,0.0001512021,0.0002088418,0.00001210609,0.00001419459,0.000006613696,0.0002879391,8.825994e-7,0.0001332528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003254161,"threshold_uncertainty_score":0.006947875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04173056147844895,"score_gpt":0.2777103740311273,"score_spread":0.2359798125526784,"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."}}