{"id":"W7133010260","doi":"","title":"Identifying Oncology Patients at High-risk for Potentially Preventable Emergency Department Visits (PPEDs) at a Single Institution in Toronto, Canada","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Academic institution; Breast cancer; Retrospective cohort study; Stage (stratigraphy); Cohort","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004231871,0.0002873252,0.00026441,0.0009977277,0.001583837,0.001104993,0.0008130078,0.0003265678,0.002468067],"category_scores_gemma":[0.002980163,0.0003150008,0.0003265108,0.002165482,0.0004722056,0.000398512,0.000945138,0.000657154,0.0002086834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02147881,"about_ca_system_score_gemma":0.02303129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9691906,"about_ca_topic_score_gemma":0.9862382,"domain_scores_codex":[0.9992248,0.00006023558,0.00006788712,0.000123867,0.0001956577,0.0003274935],"domain_scores_gemma":[0.9972177,0.0002213137,0.0009874543,0.00006531877,0.0006897525,0.0008186155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003147783,0.00001619296,0.9945676,0.00004268693,0.00001995277,0.0001200514,0.0003223649,0.0001507377,0.0001059175,0.00004683144,0.001114092,0.003462038],"study_design_scores_gemma":[0.00000435264,0.00002488894,0.9971446,0.00005689067,0.00001216965,0.0001103585,0.001481724,0.0004201039,0.0000724618,0.00002093913,0.0006450454,0.000006361365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934165,0.0007497566,0.0002514498,0.0008086549,0.00001283261,0.0000675553,0.003174101,0.00001785114,0.00150123],"genre_scores_gemma":[0.9970777,0.0005893654,0.0004080893,0.0001752745,0.000009126302,0.00001615393,0.001126141,0.000004016866,0.0005940513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0308094,"threshold_uncertainty_score":0.1558404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02271084355348272,"score_gpt":0.3521420918517082,"score_spread":0.3294312482982255,"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."}}