{"id":"W2136629613","doi":"10.1007/s00266-009-9342-z","title":"A New Approach for Adipose Tissue Treatment and Body Contouring Using Radiofrequency-Assisted Liposuction","year":2009,"lang":"en","type":"article","venue":"Aesthetic Plastic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pharma Medica Research (Canada)","funders":"","keywords":"Liposuction; Adipose tissue; Medicine; Body contouring; Subcutaneous tissue; Plastic surgery; Cellulite; Adipocyte; Subcutaneous fat; Subcutaneous adipose tissue; Soft tissue; Dermis; Biomedical engineering; Surgery; Anatomy; Pathology; Internal medicine; Cellulitis","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":[0.000289586,0.0004305657,0.0002967445,0.0008472609,0.0002908635,0.0003993381,0.0005909267,0.0005393948,0.002398828],"category_scores_gemma":[0.0001862185,0.0002489839,0.0005937146,0.0002559986,0.0006618996,0.0005942352,0.0005879357,0.0008658775,0.0008203869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001881841,"about_ca_system_score_gemma":0.0002568176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001662189,"about_ca_topic_score_gemma":0.0003407906,"domain_scores_codex":[0.9997624,0.00002293334,0.00001438306,0.00005314454,0.0001232325,0.00002397028],"domain_scores_gemma":[0.9999326,0.00001872635,0.00001161109,0.00001426941,0.000009777192,0.00001295673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001704297,0.0001735336,0.0005164944,0.0004180961,0.00005163263,0.001226853,0.000141198,0.0005524298,0.7503318,0.00503513,0.001790768,0.2395917],"study_design_scores_gemma":[0.0007719517,0.00569455,0.0121774,0.0002755141,0.0004883602,0.1048736,0.0002111546,0.0159962,0.5330248,0.008690911,0.3175427,0.0002528489],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1041965,0.02881404,0.8429981,0.001535845,0.001456311,0.000453019,0.0001205329,0.001344432,0.0190813],"genre_scores_gemma":[0.4365562,0.0189296,0.5185552,0.001870332,0.0009153312,0.0007892876,0.0002002321,0.0001585499,0.02202534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002398828,"threshold_uncertainty_score":0.008024871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04178033566823194,"score_gpt":0.2755373807519416,"score_spread":0.2337570450837096,"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."}}