{"id":"W4388201129","doi":"10.1200/op.2023.19.11_suppl.412","title":"Unplanned emergency department visits after mastectomy in Alberta: Informing a quality improvement initiative.","year":2023,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Emergency department; Mastectomy; Perioperative; General surgery; Breast cancer; Medical record; Emergency medicine; Surgery; Cancer; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001098961,0.0001115844,0.00008266017,0.0006028831,0.0009021947,0.0006087332,0.0004909543,0.000236444,0.0009066668],"category_scores_gemma":[0.003298175,0.0001439241,0.0001368693,0.001289824,0.0003286886,0.0002872224,0.000804979,0.0006028974,0.0000566685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008644934,"about_ca_system_score_gemma":0.0168691,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.775593,"about_ca_topic_score_gemma":0.8887535,"domain_scores_codex":[0.9993799,0.0001158187,0.00004243375,0.00003971741,0.0002457132,0.0001764628],"domain_scores_gemma":[0.9965365,0.0004293849,0.001079872,0.00005508731,0.0005017228,0.001397534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007075303,0.0001323433,0.966932,0.00009770038,0.00001086251,0.0002290119,0.001397807,0.0001217651,0.0002200654,0.00005559209,0.002637582,0.02809452],"study_design_scores_gemma":[0.0000107832,0.00005997179,0.9959604,0.00004095044,0.000005492517,0.00005925812,0.002448219,0.0001811309,0.00003448257,0.00001586689,0.001180338,0.000002994614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897592,0.001086552,0.0001232121,0.004147839,0.00002574682,0.0001676227,0.001009961,0.00001365528,0.003666292],"genre_scores_gemma":[0.9962569,0.001163165,0.0005955282,0.0006913975,0.00002356647,0.00004802903,0.0005619834,0.000002159134,0.0006573025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.775593,"threshold_uncertainty_score":0.451457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03916111192747763,"score_gpt":0.377948886575737,"score_spread":0.3387877746482594,"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."}}