{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001225913,0.000909496,0.0008868264,0.0006194575,0.002333436,0.001554859,0.001794279,0.02944938,0.00952747],"category_scores_gemma":[0.01010188,0.0005177803,0.0009766035,0.000589365,0.001676748,0.002492645,0.0007296372,0.02101777,0.005435279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003215556,"about_ca_system_score_gemma":0.002242295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005743068,"about_ca_topic_score_gemma":0.006717754,"domain_scores_codex":[0.9986715,0.0003172524,0.0001566352,0.0002166168,0.0004677986,0.0001702498],"domain_scores_gemma":[0.9978477,0.001087405,0.0001224163,0.00007231406,0.0005055849,0.0003646025],"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":[0.00006599514,0.000031314,0.0003622146,0.00004914718,0.000006325955,0.004196371,0.00009008784,0.00004455225,0.0001073674,0.0009430929,0.9888141,0.005289532],"study_design_scores_gemma":[0.0001609466,0.0001059707,0.001524408,0.0003158375,0.00003016426,0.0118418,0.0005083018,0.0004358627,0.0003239351,0.003950895,0.9807452,0.00005666824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001017257,0.001689076,0.00009910504,0.93905,0.05174451,0.00003163418,0.00006980023,0.00005164885,0.006247021],"genre_scores_gemma":[0.008338827,0.001254031,0.0001699082,0.9200357,0.05743011,0.00004720515,0.00003964064,0.00002726855,0.01265734],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02944938,"threshold_uncertainty_score":0.03187257,"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."}}