{"id":"W4376279842","doi":"10.29173/cjen223","title":"Edmonton Zone triage project (EZ Triage)","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Nursing","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Triage; Dashboard; Medicine; Audit; Staffing; Emergency department; Medical emergency; Nursing; Computer science; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00960722,0.0008045929,0.0002617582,0.001736972,0.001690156,0.002589643,0.001618196,0.0005331951,0.02475405],"category_scores_gemma":[0.01539047,0.000399128,0.0004881339,0.001277937,0.0007260104,0.001354696,0.003971662,0.00178493,0.005539455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007320062,"about_ca_system_score_gemma":0.03459447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3352093,"about_ca_topic_score_gemma":0.3727545,"domain_scores_codex":[0.9958692,0.001167714,0.0001613089,0.0004110942,0.001953365,0.0004371927],"domain_scores_gemma":[0.9898714,0.001428284,0.0004641695,0.000945392,0.005302347,0.00198837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009399801,0.000382167,0.02957459,0.0003746264,0.00007167511,0.0002197002,0.002276134,0.002817538,0.001415259,0.01325127,0.5190438,0.4296333],"study_design_scores_gemma":[0.00055536,0.0006708459,0.07093047,0.0008991767,0.0000860922,0.0002583881,0.002362578,0.00993625,0.002863686,0.005699333,0.9056146,0.0001232297],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2371777,0.006588654,0.1814079,0.07192375,0.005041313,0.009766758,0.1010727,0.04882505,0.3381963],"genre_scores_gemma":[0.2737783,0.004367452,0.411817,0.01108119,0.0006891208,0.005806502,0.08610421,0.004267639,0.2020886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6647906,"threshold_uncertainty_score":0.6665164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06812522791436319,"score_gpt":0.3613292040687203,"score_spread":0.2932039761543571,"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."}}