{"id":"W4200336566","doi":"10.1093/asjof/ojab052","title":"BreastGAN: Artificial Intelligence-Enabled Breast Augmentation Simulation","year":2021,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal Open Forum","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Santé et de Services Sociaux de la Montagne; McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Context (archaeology); Artificial neural network; Artificial intelligence; Chart; Medical physics; Surgical planning; Breast augmentation; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003656993,0.0004356943,0.0001391286,0.0002585644,0.00009097626,0.0004564601,0.0007521624,0.0004017347,0.005183724],"category_scores_gemma":[0.001279903,0.0001550555,0.0003179298,0.000146142,0.0002149693,0.0002532022,0.0006010263,0.0004153985,0.0006051032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002629143,"about_ca_system_score_gemma":0.0003617393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404234,"about_ca_topic_score_gemma":0.001994976,"domain_scores_codex":[0.9998705,0.00004317764,0.000008175484,0.00002463502,0.00004141287,0.00001206266],"domain_scores_gemma":[0.9996961,0.0001970728,0.00002278539,0.00003561535,0.00002948556,0.00001895143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001051134,0.0007291058,0.01264061,0.0006781362,0.0001395204,0.0008266548,0.0003456777,0.6328083,0.03391675,0.004787762,0.01386877,0.2982077],"study_design_scores_gemma":[0.00006455905,0.0003157908,0.003327817,0.00004546431,0.00002281463,0.0003486343,0.00003949284,0.9711355,0.01160691,0.002804078,0.01026749,0.00002149454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4133413,0.001197943,0.5314798,0.001034588,0.0004198399,0.001135215,0.002940994,0.01505971,0.03339054],"genre_scores_gemma":[0.7879327,0.0006032526,0.2013395,0.00024974,0.00003893903,0.0006472397,0.002161284,0.0002721372,0.006755183],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005183724,"threshold_uncertainty_score":0.01734132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05293814689299604,"score_gpt":0.3206701405323276,"score_spread":0.2677319936393315,"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."}}