{"id":"W4296164138","doi":"10.1097/prs.0000000000009740","title":"Decision-Making Algorithm for Advanced Excisional Body Contouring: Dynamic Definition Solutions for Skin Laxity","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bausch Health (Canada)","funders":"","keywords":"Abdominoplasty; Medicine; Contouring; Body contouring; Surgery; Abdominal wall; Plastic surgery; Algorithm; Weight loss; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004313703,0.001003369,0.0008011837,0.002201998,0.001088689,0.002131888,0.001581453,0.001006415,0.007066635],"category_scores_gemma":[0.0113049,0.0004166708,0.001089477,0.00101222,0.000461016,0.001270862,0.001264337,0.001235683,0.001280802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001238937,"about_ca_system_score_gemma":0.00276385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001687028,"about_ca_topic_score_gemma":0.002237743,"domain_scores_codex":[0.9976168,0.001084637,0.0003190693,0.0003630015,0.0004637068,0.0001528271],"domain_scores_gemma":[0.9953561,0.00256254,0.0004906839,0.0002039516,0.001127213,0.0002595139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001224298,0.00116775,0.04003594,0.0005067681,0.0002999776,0.0009547875,0.001175732,0.1452378,0.003670208,0.01451337,0.0172292,0.7739842],"study_design_scores_gemma":[0.0004412736,0.0006001529,0.004193654,0.0002338697,0.0002029265,0.001134494,0.0005101511,0.9495116,0.003997044,0.02304886,0.01603684,0.0000890243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0570177,0.0003084562,0.9305502,0.001746689,0.0001444897,0.002037481,0.0004064626,0.001701939,0.006086657],"genre_scores_gemma":[0.1563196,0.0001487641,0.8406047,0.0002119316,0.00006781374,0.0009335624,0.0005482133,0.00006949378,0.001096022],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007066635,"threshold_uncertainty_score":0.02364028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02664014411220578,"score_gpt":0.2768624674566922,"score_spread":0.2502223233444865,"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."}}