{"id":"W2803290040","doi":"10.1093/asj/sjy037","title":"Soft Tissue Contraction in Body Contouring With Radiofrequency-Assisted Liposuction: A Treatment Gap Solution","year":2018,"lang":"en","type":"review","venue":"Aesthetic Surgery Journal","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Liposuction; Medicine; Contouring; Body contouring; Soft tissue; Contraction (grammar); Surgery; Biomedical engineering; Pathology; Internal medicine; Engineering drawing","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"],"consensus_categories":[],"category_scores_codex":[0.001707819,0.0007539752,0.003217908,0.001067258,0.0003134604,0.0001155257,0.0001094611,0.0005362873,0.0001534926],"category_scores_gemma":[0.0000700071,0.0005275545,0.0009421469,0.0005297821,0.0001825162,0.0002416878,0.00001423518,0.0009722452,0.0000939889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787532,"about_ca_system_score_gemma":0.002565822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001775298,"about_ca_topic_score_gemma":0.00005272495,"domain_scores_codex":[0.9957584,0.0006303629,0.001607511,0.0005991381,0.0005958627,0.0008087523],"domain_scores_gemma":[0.997023,0.0005053406,0.001191011,0.0005433055,0.0002784824,0.0004588389],"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":[0.0002211872,0.0004073685,0.000265455,0.0007750251,0.0003277546,0.003886886,0.00005802303,7.277628e-7,0.000002378278,0.000003080403,0.003246373,0.9908057],"study_design_scores_gemma":[0.001070294,0.0004517932,0.0000670874,0.02850064,0.001213826,0.2321746,0.00002063531,0.00001173826,0.000008530124,0.00001072003,0.7360253,0.0004448691],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001605536,0.9943662,0.0002191729,0.0003874521,0.001907693,0.0007563651,0.000004775187,0.0001123601,0.0006404237],"genre_scores_gemma":[0.00315802,0.9930262,0.0001755055,0.00002630495,0.001993617,0.0001235137,0.00006246392,0.0001335039,0.001300862],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9903609,"threshold_uncertainty_score":0.9997176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07702589729261006,"score_gpt":0.3274533299260939,"score_spread":0.2504274326334839,"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."}}