{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006846142,0.0001630102,0.0004691708,0.00009080262,0.0002256858,0.00004037111,0.00006066208,0.00007493088,0.00003044181],"category_scores_gemma":[0.002098684,0.000119581,0.0003017342,0.000228479,0.0001301137,0.00008401825,0.00005561802,0.0001787564,0.00002995698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003095911,"about_ca_system_score_gemma":0.0004602348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003935299,"about_ca_topic_score_gemma":0.00001791649,"domain_scores_codex":[0.9983645,0.0001652719,0.0005035126,0.0002720241,0.0003454036,0.0003492688],"domain_scores_gemma":[0.9914488,0.007064744,0.0001534367,0.0004559013,0.0007023251,0.0001748512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005846763,0.000333156,0.9276134,0.0004012857,0.0005005897,0.0004431426,0.0003735229,0.00002237924,0.001604859,0.0008184534,0.06494325,0.002361311],"study_design_scores_gemma":[0.0001939668,0.00002642681,0.9877601,0.001034867,0.00007228076,0.00003576859,0.0005453734,0.0005094578,0.003791897,0.00001045006,0.005886116,0.0001333305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936894,0.001786755,0.0003349857,0.00136172,0.0009723859,0.0001237906,0.00005735873,0.00007437592,0.00159921],"genre_scores_gemma":[0.9985769,0.0001673303,0.00002673195,0.0003706095,0.0002342715,0.00004228837,0.00003013489,0.00001856443,0.0005332066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0601467,"threshold_uncertainty_score":0.487637,"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."}}