{"id":"W4282959952","doi":"10.1177/22925503221107214","title":"Conversion from Alloplastic to Autologous Breast Reconstruction: What Are the Inciting Factors?","year":2022,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast reconstruction; Capsular contracture; Surgery; Implant; Mastectomy; Logistic regression; Breast cancer; Retrospective cohort study; Cancer; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002218567,0.0001903932,0.0003833381,0.0002197848,0.0005383904,0.00007001981,0.00008993654,0.00007122917,0.00166992],"category_scores_gemma":[0.0004492428,0.000139368,0.000146392,0.0003397772,0.00009341754,0.0001939502,0.0001274196,0.0003829761,0.00009631088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001718829,"about_ca_system_score_gemma":0.0001698065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001106831,"about_ca_topic_score_gemma":0.00001164216,"domain_scores_codex":[0.9985206,0.0001327989,0.0003369132,0.0003328645,0.0003624296,0.0003144506],"domain_scores_gemma":[0.991558,0.007785706,0.000194877,0.0002096963,0.00006646404,0.0001852499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009025045,0.00009389027,0.7568495,0.00005480187,0.0002404645,0.0002432917,0.0005818518,0.0002102087,0.0006268069,0.00001593913,0.003550473,0.2366302],"study_design_scores_gemma":[0.0008715089,0.00009537338,0.8273383,0.0007491856,0.0003617024,0.1339225,0.03129113,0.00122597,0.0004805047,0.00005591321,0.003092171,0.0005157935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785489,0.000156358,0.0002102844,0.0007060838,0.01992165,0.0001475151,0.0001439199,0.0001304203,0.00003487871],"genre_scores_gemma":[0.9989901,0.00001284028,0.00007498503,0.0001168223,0.0005663715,0.00002825358,0.0001455145,0.00002240409,0.0000426734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2361145,"threshold_uncertainty_score":0.9992427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254770288300527,"score_gpt":0.2170372707084082,"score_spread":0.1944895678254029,"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."}}