{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00193941,0.0005704375,0.0003340951,0.001921901,0.0004478959,0.001427519,0.0004816231,0.0004239545,0.008152785],"category_scores_gemma":[0.002524678,0.0001342395,0.0007286512,0.0009291755,0.0006405416,0.001100569,0.0007555279,0.001053946,0.00293213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005945853,"about_ca_system_score_gemma":0.0005639542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003129677,"about_ca_topic_score_gemma":0.0003615778,"domain_scores_codex":[0.9992606,0.0001322364,0.00009522578,0.00007627877,0.0003535396,0.00008215734],"domain_scores_gemma":[0.999294,0.0002228513,0.0001929983,0.00007186572,0.0001261208,0.00009212548],"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":[0.0006368305,0.0005027439,0.01226805,0.003655378,0.0001230016,0.00120535,0.0002853155,0.0003738317,0.006750507,0.005270621,0.009526089,0.9594022],"study_design_scores_gemma":[0.0003541655,0.006713721,0.1787457,0.01273476,0.0007149405,0.1053959,0.002098576,0.001073704,0.02560583,0.01372968,0.6526049,0.0002281058],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1529713,0.7098488,0.02071564,0.005719307,0.001521695,0.0009687747,0.001357734,0.0005135608,0.1063832],"genre_scores_gemma":[0.5964398,0.3176174,0.03926375,0.002568671,0.001620136,0.001075081,0.001863517,0.0002550722,0.03929659],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008152785,"threshold_uncertainty_score":0.02727377,"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."}}