{"id":"W2120276442","doi":"10.1197/j.aem.2005.01.005","title":"Emergency Triage: Comparing a Novel Computer Triage Program with Standard Triage","year":2005,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Triage; Medicine; Confidence interval; Emergency department; Kappa; Medical emergency; Emergency medicine; Cohen's kappa; Nursing; Internal medicine; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"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":[0.007076,0.0003878656,0.0006460272,0.0009284631,0.0002034454,0.0006992555,0.000721494,0.0007571919,0.002102504],"category_scores_gemma":[0.03290447,0.0002419955,0.0004265887,0.0004837087,0.0004558635,0.001262184,0.0008800561,0.0007162477,0.0002411486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009470103,"about_ca_system_score_gemma":0.0009189502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008814545,"about_ca_topic_score_gemma":0.0009357553,"domain_scores_codex":[0.994426,0.003001983,0.0004523766,0.0006746584,0.001274938,0.0001700262],"domain_scores_gemma":[0.9798472,0.01423264,0.002283662,0.0009129996,0.002020234,0.0007032118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1325821,0.008401449,0.1571989,0.001687668,0.001049518,0.0002559474,0.001066762,0.008781351,0.005761662,0.0006985448,0.003891364,0.6786247],"study_design_scores_gemma":[0.02498163,0.2700446,0.5192296,0.0007860124,0.001847127,0.003017069,0.001432482,0.1600968,0.01056647,0.00150239,0.00622377,0.0002719867],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902351,0.0008036749,0.006214709,0.0003156012,0.0002065508,0.0005687314,0.0001155773,0.0001694494,0.001370609],"genre_scores_gemma":[0.9845419,0.0005553441,0.01304136,0.0002754527,0.0002457844,0.00056777,0.0003043957,0.0000230922,0.0004449307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007076,"threshold_uncertainty_score":0.03742188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06278945043937469,"score_gpt":0.37593116395173,"score_spread":0.3131417135123553,"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."}}