{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009538093,0.0003499227,0.0004164877,0.001795384,0.0003867301,0.0005365865,0.0004335625,0.0003082851,0.001092889],"category_scores_gemma":[0.002583104,0.0002025365,0.0006303065,0.0009808649,0.0003294453,0.0006289716,0.00057303,0.0004139748,0.0003255249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004458655,"about_ca_system_score_gemma":0.0002128957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001214841,"about_ca_topic_score_gemma":0.001386768,"domain_scores_codex":[0.9994726,0.00008686582,0.00008233424,0.0001011331,0.0001605408,0.00009665293],"domain_scores_gemma":[0.997274,0.0004219686,0.001419446,0.0002289161,0.0004441091,0.0002115481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003742877,0.00009098743,0.9912574,0.00001654445,0.0000447099,0.0006030118,0.0001017173,0.000123644,0.00135255,0.000007116573,0.0000523425,0.005975615],"study_design_scores_gemma":[0.000005214038,0.0004281972,0.9963818,0.000003219173,0.00003336785,0.002131758,0.0001172025,0.0001356826,0.0006158084,0.000005324258,0.000135538,0.000006917584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989173,0.0001841819,0.0001947292,0.000007542721,0.000003677803,0.0000181353,0.0002951753,0.000007613212,0.0003716471],"genre_scores_gemma":[0.9988418,0.0001001387,0.0002750184,0.00000790759,0.00000801944,0.00001974541,0.000549702,0.000003087851,0.0001947173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001795384,"threshold_uncertainty_score":0.005044281,"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."}}