{"id":"W2099583374","doi":"10.1007/s00266-010-9564-0","title":"Three-Dimensional Radiofrequency Tissue Tightening: A Proposed Mechanism and Applications for Body Contouring","year":2010,"lang":"en","type":"article","venue":"Aesthetic Plastic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pharma Medica Research (Canada)","funders":"","keywords":"Soft tissue; Contouring; Biomedical engineering; Medicine; Body contouring; Contraction (grammar); Plastic surgery; Surgery; Pathology; Computer science; Internal medicine","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":[0.0005536927,0.0002426993,0.0005181861,0.0002172761,0.0002325529,0.00003787271,0.00006732936,0.0001771848,0.00005838526],"category_scores_gemma":[0.0005547699,0.0002110928,0.0001379825,0.0001316365,0.0001552941,0.00006888028,0.00002781632,0.0002928789,0.00002776725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002367373,"about_ca_system_score_gemma":0.0003180905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004090974,"about_ca_topic_score_gemma":0.00001570535,"domain_scores_codex":[0.9984304,0.00001879855,0.0004020785,0.0004479846,0.0002633543,0.0004374297],"domain_scores_gemma":[0.9970424,0.002004995,0.0001258834,0.0003562574,0.0001550394,0.0003154066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001259529,0.00150175,0.04752769,0.001037111,0.0004139076,0.0009321148,0.0002957489,0.000009742833,0.5093582,0.1143774,0.02252422,0.3007627],"study_design_scores_gemma":[0.01827722,0.00223132,0.06381416,0.003422963,0.003186074,0.01934382,0.0001763532,0.04374955,0.1323384,0.1044072,0.6024887,0.00656429],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687811,0.0005009857,0.0266796,0.0009076636,0.001414251,0.001176932,0.00001918458,0.0002707272,0.0002495579],"genre_scores_gemma":[0.9948663,0.00001458985,0.003603517,0.000127281,0.0007100555,0.000316161,0.00004163454,0.00005678571,0.0002637483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5799645,"threshold_uncertainty_score":0.8608114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444679556593471,"score_gpt":0.2417557858622355,"score_spread":0.2273089902963008,"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."}}