{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002379788,0.0003647193,0.0008530312,0.0001972162,0.0001051726,0.0000439313,0.00006713295,0.0005480637,0.009575618],"category_scores_gemma":[0.0001326647,0.0003374971,0.0006039079,0.00002408761,0.00005465142,0.00005306439,0.00002696528,0.000351268,0.0001892183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000206784,"about_ca_system_score_gemma":0.0003642583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003429622,"about_ca_topic_score_gemma":0.00001539558,"domain_scores_codex":[0.9983806,0.00001064526,0.0004915692,0.0005274713,0.0002859933,0.0003037306],"domain_scores_gemma":[0.998537,0.000169518,0.0001727143,0.0005338699,0.0003884683,0.0001984318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001344356,0.0002247034,0.00007314673,0.002366357,0.003098064,0.001558223,0.00006742783,0.000001470872,0.008734209,0.1638376,0.4341359,0.3845585],"study_design_scores_gemma":[0.001282031,0.0002147666,0.00006677485,0.00105288,0.0005356666,0.000215849,0.000009370321,0.00005296318,0.0007871524,0.0005448019,0.9948418,0.0003960158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007152069,0.003876022,0.0005120749,0.0007705541,0.000923889,0.0005671816,0.00002169845,0.0002837718,0.9929733],"genre_scores_gemma":[0.001810974,0.0002887046,0.001276588,0.0002613022,0.003682301,0.00004042813,0.0003756542,0.0001179974,0.9921461],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5607058,"threshold_uncertainty_score":0.9999077,"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."}}