{"id":"W4224982895","doi":"10.1093/asj/sjac052","title":"Commentary on: Aesthetic Nonexcisional Arm Contouring","year":2022,"lang":"en","type":"letter","venue":"Aesthetic Surgery Journal","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contouring; Medicine; Liposuction; Randomization; Surgery; Randomized controlled trial","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00106136,0.000667761,0.00138866,0.000598156,0.000636623,0.000146401,0.0003676597,0.0005068851,0.01577188],"category_scores_gemma":[0.00003359992,0.0005181374,0.00176193,0.0002493589,0.0002013664,0.00007560215,0.0001378407,0.006792791,0.0001959652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003932962,"about_ca_system_score_gemma":0.0003413121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002168319,"about_ca_topic_score_gemma":3.811641e-7,"domain_scores_codex":[0.9948534,0.0005449404,0.001037985,0.0005910086,0.001994994,0.0009776338],"domain_scores_gemma":[0.9970965,0.001109506,0.0005834055,0.0006293218,0.0001232312,0.0004580485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004048665,0.0003195788,0.0003920145,0.00002528411,0.00009818357,0.04303724,0.00004386567,0.00001347134,8.424678e-7,0.000008307677,0.8865285,0.06912785],"study_design_scores_gemma":[0.0008602333,0.0004793309,0.00007876528,0.0006409726,0.0001466703,0.197812,0.00005125997,0.000008276609,0.000009498913,0.0003406563,0.799127,0.0004453335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03684071,0.002454789,0.000004272085,0.9545292,0.003174095,0.0002785649,0.0000291231,0.00007495946,0.002614292],"genre_scores_gemma":[0.01032507,0.001143906,0.00006944466,0.9793398,0.005717943,0.00003954411,0.0003053472,0.0001877322,0.002871162],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1547748,"threshold_uncertainty_score":0.999727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02903904963236898,"score_gpt":0.2640604461610506,"score_spread":0.2350213965286816,"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."}}