{"id":"W4235119024","doi":"10.1055/b-0041-180098","title":"10 Radiofrequency-Assisted Liposuction for Body Contouring","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Liposuction; Body contouring; Contouring; Medicine; Computer science; Surgery; Computer graphics (images); Internal medicine","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":[0.0001132021,0.0005405559,0.0001997689,0.0007386591,0.0004480937,0.001038534,0.0003629042,0.0005759658,0.05761912],"category_scores_gemma":[0.0001820317,0.0001892554,0.000307303,0.0005858497,0.0003001367,0.001011833,0.000623151,0.001333819,0.03471899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004416756,"about_ca_system_score_gemma":0.0003417393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005323921,"about_ca_topic_score_gemma":0.002101569,"domain_scores_codex":[0.9999335,0.000006106482,0.000002925229,0.00001250415,0.00003909526,0.000005767123],"domain_scores_gemma":[0.9999434,0.00002396266,0.000004226907,0.000003776813,0.00001644677,0.00000824056],"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":[0.00003408274,0.00007516176,0.0001586461,0.0006856942,0.000006070272,0.0003804121,0.0003707225,0.0003283428,0.00942173,0.03475519,0.3819442,0.5718399],"study_design_scores_gemma":[0.000001567726,0.00001501879,0.0001568781,0.0002002166,0.000001702932,0.0008805498,0.00002904652,0.0001116176,0.0007947199,0.001925466,0.9958777,0.00000540004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002470266,0.1162416,0.01405934,0.002407233,0.004866913,0.0001205831,0.0002673733,0.0005892401,0.8589774],"genre_scores_gemma":[0.006859277,0.05735786,0.009692948,0.001608537,0.0006671294,0.00006555912,0.000215134,0.0002122326,0.9233214],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05761912,"threshold_uncertainty_score":0.1927552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03446161874400414,"score_gpt":0.2572371314449193,"score_spread":0.2227755127009152,"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."}}