{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008700968,0.0001631807,0.0003494484,0.0002563553,0.00006894244,0.000008599648,0.00005615273,0.0002093472,0.0002553422],"category_scores_gemma":[0.0004307833,0.0001394889,0.0000690809,0.0004797872,0.00003248656,0.0004833645,0.00008693925,0.0003896868,0.0004807902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003075002,"about_ca_system_score_gemma":0.00024829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004661986,"about_ca_topic_score_gemma":0.001932373,"domain_scores_codex":[0.998349,0.000205221,0.0005906516,0.0002697656,0.0002085063,0.0003768642],"domain_scores_gemma":[0.9986391,0.0006381536,0.0003064199,0.0001838381,0.0001130408,0.000119444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01041828,0.001616194,0.1871964,0.0003782389,0.0006369371,0.001850307,0.004978585,0.000009588015,0.001604105,0.0006096662,0.003472562,0.7872292],"study_design_scores_gemma":[0.01212369,0.002443873,0.7184204,0.0001602343,0.0004645191,0.01619069,0.007528869,0.0002548209,0.00157167,0.0003437253,0.2399049,0.0005926382],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728675,0.00004558601,0.00002432824,0.00912646,0.001089525,0.0006697126,0.00001234134,0.00007627453,0.01608823],"genre_scores_gemma":[0.9966681,0.0001193072,0.0005420276,0.0008326671,0.000213123,0.000243121,0.00008204133,0.00001587896,0.001283726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7866365,"threshold_uncertainty_score":0.6179746,"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."}}