{"id":"W2771009425","doi":"10.1093/asj/sjx206","title":"Commentary on: Do Not Fear an Implant’s Shape: A Single Surgeon’s Experience of Over 1200 Round and Shaped Textured Implants in Primary Breast Augmentation","year":2017,"lang":"en","type":"letter","venue":"Aesthetic Surgery Journal","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Breast augmentation; Implant; Dentistry; Breast implant; Mammaplasty; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006907602,0.0004783343,0.001131919,0.0006911781,0.0002543116,0.0001930681,0.0001938422,0.0006045652,0.0002598652],"category_scores_gemma":[0.000005506686,0.0003987999,0.0002440677,0.00009860674,0.0003006782,0.0004436058,0.00004923716,0.001576382,0.000005100776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002984036,"about_ca_system_score_gemma":0.0002795696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002391217,"about_ca_topic_score_gemma":0.00002344409,"domain_scores_codex":[0.996952,0.0002813177,0.0009622851,0.0004812098,0.0007349935,0.0005882147],"domain_scores_gemma":[0.9979394,0.0002648071,0.001025537,0.0004306333,0.00009959172,0.0002400373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.001959776,0.0003406453,0.04678112,0.0001503264,0.0001095623,0.006601302,0.0006968339,4.24366e-7,0.0004183952,6.900528e-7,0.3258144,0.6171266],"study_design_scores_gemma":[0.002065261,0.0002160231,0.05430794,0.001962867,0.0001186994,0.9352527,0.0001765015,0.0000296119,0.0001059644,0.00002718589,0.005306827,0.0004304218],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9416904,0.000178014,0.000002233325,0.05592702,0.001577921,0.0002979697,0.0002245475,0.00002019457,0.00008167807],"genre_scores_gemma":[0.950575,0.0002752424,0.00006852645,0.04648954,0.001443666,0.00001707162,0.000891208,0.00009170274,0.0001480786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9286514,"threshold_uncertainty_score":0.9998464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03032058963181666,"score_gpt":0.2745296159147549,"score_spread":0.2442090262829383,"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."}}