{"id":"W4391554714","doi":"10.1016/j.yacs.2023.12.008","title":"Radiofrequency for Face and Body Contouring","year":2024,"lang":"en","type":"article","venue":"Advances in Cosmetic Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Liposuction; Body contouring; Medicine; Contouring; Dermis; Subcutaneous fat; Facial rejuvenation; Surgery; Adipose tissue; Anatomy; Internal medicine; Computer science; Weight loss","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":[0.0002416458,0.000270873,0.0002186912,0.0005034255,0.0002919805,0.0004040262,0.0003283212,0.0005469532,0.01178524],"category_scores_gemma":[0.0004235602,0.00008037507,0.0005366041,0.0003078745,0.0003507794,0.0004968958,0.0002511885,0.0008035149,0.002345904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001914379,"about_ca_system_score_gemma":0.0001846882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002967075,"about_ca_topic_score_gemma":0.000633624,"domain_scores_codex":[0.9998918,0.00001988142,0.000005066655,0.00002081179,0.00004284265,0.00001956501],"domain_scores_gemma":[0.9998645,0.00007478047,0.00001955861,0.00001857992,0.00001190213,0.00001065139],"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":[0.0003675055,0.0002067499,0.001666698,0.0007268005,0.0001053921,0.003185902,0.0001254138,0.0003613003,0.1024165,0.005794891,0.01286174,0.8721812],"study_design_scores_gemma":[0.0003295185,0.002206997,0.0473302,0.00089432,0.0005289679,0.2391036,0.0004733343,0.003151879,0.1022592,0.01393142,0.5896134,0.0001771484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1935006,0.4878753,0.1015587,0.008107548,0.006216436,0.000162372,0.000293062,0.001151958,0.201134],"genre_scores_gemma":[0.7558885,0.1259912,0.02787205,0.004345722,0.005223113,0.0001496793,0.0001829772,0.0002849645,0.08006191],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01178524,"threshold_uncertainty_score":0.03942555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03250389021351158,"score_gpt":0.369156120228482,"score_spread":0.3366522300149705,"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."}}