{"id":"W2974956593","doi":"10.1016/j.annemergmed.2019.07.048","title":"Interrater Reliability, Accuracy, and Triage Time Pre- and Post-implementation of a Real-Time Electronic Triage Decision-Support Tool","year":2019,"lang":"en","type":"article","venue":"Annals of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Alberta; Sunnybrook Hospital; Ministry of Health and Long Term Care; Cancer Care Ontario; McMaster University; Schwartz/Reisman Emergency Medicine Institute; Impact; Sinai Health System; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Triage; Medicine; Inter-rater reliability; Observational study; Emergency department; Audit; Confidence interval; Medical emergency; Emergency medicine; Nursing; Rating scale; Internal medicine; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.03536678,0.0004819053,0.0007426926,0.002214418,0.0008558909,0.001533906,0.0008411774,0.0006472163,0.001261212],"category_scores_gemma":[0.1549281,0.0004434152,0.001248576,0.001223981,0.0009890933,0.001713693,0.001960596,0.001044964,0.0006240684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008313999,"about_ca_system_score_gemma":0.001724212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003379008,"about_ca_topic_score_gemma":0.004890181,"domain_scores_codex":[0.964905,0.01675502,0.007208067,0.002714512,0.007369107,0.001048252],"domain_scores_gemma":[0.8083326,0.1058679,0.01747836,0.0118037,0.0544432,0.002074106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005448051,0.0007070627,0.9008888,0.0004820406,0.0005883065,0.00022285,0.0187748,0.002209469,0.003681289,0.0003600543,0.001848901,0.06478837],"study_design_scores_gemma":[0.0002881806,0.002997953,0.9607421,0.0001942504,0.0005577052,0.0005470372,0.007268682,0.01648889,0.007659304,0.0006389879,0.002453054,0.0001637456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877269,0.0002591755,0.008191487,0.0001344939,0.0002141292,0.0003450559,0.0005383067,0.0001207175,0.002469753],"genre_scores_gemma":[0.9906034,0.0001280675,0.007493353,0.00004224663,0.0000713034,0.0004158402,0.0003834151,0.00003754459,0.0008246879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03536678,"threshold_uncertainty_score":0.1870397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03440016768336009,"score_gpt":0.3969610181160733,"score_spread":0.3625608504327132,"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."}}