{"id":"W4318916519","doi":"10.1097/prs.0000000000010095","title":"Direct-to-Implant, Prepectoral Breast Reconstruction: Geometric Breast Measurements and Changes at 2-Year Follow-Up","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Implant; Capsular contracture; Breast reconstruction; Mastectomy; Surgery; Breast cancer","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":[0.0006706589,0.0005702004,0.001117186,0.002401718,0.0004372023,0.00008355733,0.000110429,0.0003052609,0.0006813798],"category_scores_gemma":[0.0004204427,0.0005232196,0.0002632455,0.002386477,0.0003980404,0.0002815058,0.000181412,0.0003361637,0.0005733887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000375118,"about_ca_system_score_gemma":0.0002483299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009231618,"about_ca_topic_score_gemma":0.0001964942,"domain_scores_codex":[0.9964523,0.0001508905,0.0006682255,0.00105856,0.0006860075,0.0009840238],"domain_scores_gemma":[0.996705,0.001429729,0.000317233,0.000395725,0.0003816537,0.0007706775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00154129,0.00003657159,0.5608442,0.000167731,0.0004623914,0.00008539484,0.00008833319,0.000002370377,0.001716372,0.000006838709,0.003823707,0.4312247],"study_design_scores_gemma":[0.001915822,0.0001190021,0.6501689,0.0006634468,0.0003176774,0.3433351,0.0004137396,0.00004922298,0.001984483,0.00003787385,0.0003573835,0.0006373267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858096,0.0001002724,0.00003832696,0.0003347225,0.01001676,0.0006510593,0.000958937,0.000526987,0.001563357],"genre_scores_gemma":[0.9970128,0.00009956663,0.0003428683,0.00004653726,0.001004168,0.00010607,0.0002131812,0.00008878922,0.001086045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4305874,"threshold_uncertainty_score":0.9997219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0400920708951297,"score_gpt":0.2474120086440918,"score_spread":0.2073199377489621,"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."}}