{"id":"W4292607186","doi":"10.1097/sap.0000000000003243","title":"Breast Implant–Related Adverse Events During Mammography","year":2022,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Sherbrooke","funders":"","keywords":"Medicine; Implant; Breast implant; Adverse effect; Mammography; Breast cancer; Food and drug administration; Surgery; Cancer; Internal medicine; Medical emergency","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":[],"consensus_categories":[],"category_scores_codex":[0.0002844143,0.0001332426,0.0003587429,0.0005286424,0.0001455456,0.000001515583,0.00005268899,0.00005575104,0.0008721896],"category_scores_gemma":[0.00003476601,0.0001258878,0.0003921007,0.0004395146,0.00005425184,0.00007080706,0.0000556163,0.0002134552,0.00002076908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001347708,"about_ca_system_score_gemma":0.00009094665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003487396,"about_ca_topic_score_gemma":0.00000100634,"domain_scores_codex":[0.9986863,0.00006732083,0.000425243,0.0001931482,0.0003290934,0.000298865],"domain_scores_gemma":[0.998953,0.0004855448,0.0002085155,0.000149987,0.00006649343,0.0001364038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001681951,0.0003066457,0.9768696,0.0001971443,0.000591129,0.0003442764,0.00007092169,0.0001039569,0.00144111,0.00003540064,0.004291384,0.0140665],"study_design_scores_gemma":[0.0005509089,0.00004807405,0.9157239,0.0001340799,0.00008649412,0.08227736,0.0002081409,0.00003590038,0.0006104495,0.00005756777,0.0001279295,0.0001392342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970471,0.00009546495,0.000003724404,0.00009446936,0.002194272,0.00009447619,0.0002484044,0.00006031169,0.0001617264],"genre_scores_gemma":[0.9995301,0.00003058797,0.000006102799,0.00002362458,0.00008744655,0.00001227184,0.0001363415,0.00001799011,0.0001555706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08193308,"threshold_uncertainty_score":0.9549865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486769983586938,"score_gpt":0.253308388879565,"score_spread":0.2284406890436956,"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."}}