{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002527678,0.00008765237,0.0002588943,0.0001659186,0.00003150461,0.00002443194,0.00002562711,0.00003916132,0.00002644499],"category_scores_gemma":[0.0002504502,0.00006084881,0.00006058009,0.0001507903,0.00007927291,0.000126756,0.00001421822,0.00008872206,0.000006743355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004231306,"about_ca_system_score_gemma":0.00006803624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007319044,"about_ca_topic_score_gemma":0.000001504663,"domain_scores_codex":[0.9992331,0.00002216042,0.0001777519,0.0002206657,0.0001131925,0.0002331526],"domain_scores_gemma":[0.9983257,0.001466967,0.0000146404,0.0001058509,0.00001999742,0.00006684603],"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":[0.00009949016,0.00009630655,0.08562125,0.001020457,0.00006895688,0.001219284,0.0001137306,0.000004557326,0.0004013899,0.001625868,0.001595647,0.9081331],"study_design_scores_gemma":[0.002059477,0.000271032,0.03133821,0.002231045,0.0001231222,0.001250543,0.0004916093,0.002630038,0.003244757,0.01294141,0.9430044,0.0004143399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5249965,0.460128,0.002056112,0.002749223,0.001148167,0.0008511838,0.00001643331,0.0001395449,0.007914907],"genre_scores_gemma":[0.9779481,0.02010277,0.0007736912,0.0000865441,0.00006221561,0.000101731,0.000008618137,0.00001329879,0.0009030242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9414088,"threshold_uncertainty_score":0.2481343,"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."}}