{"id":"W3165810065","doi":"10.1002/der2.72","title":"Liposuction‐principles, techniques, outcomes","year":2021,"lang":"en","type":"article","venue":"Dermatological Reviews","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Liposuction; Medicine; Lidocaine; Anesthesia; Surgery; Saline","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":[0.0003234796,0.0001504652,0.0007846333,0.00003669296,0.00006549739,0.00001919714,0.00006492887,0.0001350448,0.0004778009],"category_scores_gemma":[0.001312073,0.00009522097,0.0003345923,0.0001843564,0.0000454098,0.000038379,0.00006340176,0.0002440662,0.0004257817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002981431,"about_ca_system_score_gemma":0.00006593714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003112505,"about_ca_topic_score_gemma":0.00000245967,"domain_scores_codex":[0.998699,0.00014903,0.000505386,0.0002646722,0.0001554052,0.0002265111],"domain_scores_gemma":[0.9991392,0.0001041665,0.00008687141,0.0004349165,0.00007815217,0.0001566221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003681285,0.0005757234,0.55559,0.0007097156,0.00009891044,0.004272114,0.00003169757,1.497447e-7,0.001613486,0.01142774,0.1564121,0.2692315],"study_design_scores_gemma":[0.000137729,0.00001481633,0.03428338,0.0001736294,0.00004543478,0.001412688,0.000005071676,0.000007630935,0.00256252,0.0001138831,0.9611323,0.0001108507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3278374,0.249736,0.004099241,0.06783482,0.001803183,0.002785713,0.00001185423,0.00260442,0.3432874],"genre_scores_gemma":[0.7840802,0.07495195,0.04577441,0.04548686,0.001031036,0.0004811297,0.0001598902,0.00007485996,0.04795967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8047202,"threshold_uncertainty_score":0.5472704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09235718766929144,"score_gpt":0.332337209220351,"score_spread":0.2399800215510595,"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."}}