{"id":"W3097837282","doi":"10.12927/hcq.2020.26333","title":"Physician Initial Assessment Times Based on CTAS Scores: Are We Meeting the Recommendations?","year":2020,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vale (Canada); McMaster University; University of Toronto","funders":"","keywords":"Triage; Emergency department; Medicine; Medical emergency; Scale (ratio); Cohort; Best practice; Patient care; Emergency medicine; Family medicine; Nursing","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":[0.015019,0.00030723,0.0008434701,0.00133122,0.0008109018,0.00188793,0.001933714,0.001603514,0.001718199],"category_scores_gemma":[0.1354187,0.0002974484,0.000669748,0.001702321,0.0004906976,0.003472619,0.0005212849,0.00292511,0.0006520225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001554862,"about_ca_system_score_gemma":0.006301169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04003124,"about_ca_topic_score_gemma":0.06938516,"domain_scores_codex":[0.9913718,0.003384952,0.002439447,0.0005517175,0.001784133,0.0004678946],"domain_scores_gemma":[0.9320117,0.02939016,0.01208412,0.001969605,0.02105067,0.003493711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003946874,0.0004673576,0.4630297,0.002636953,0.0004444709,0.000472429,0.001991845,0.0006840091,0.0004603458,0.001216649,0.1107174,0.4174841],"study_design_scores_gemma":[0.000409974,0.001233599,0.7914646,0.0213534,0.001079465,0.001193542,0.01436997,0.004484505,0.001479936,0.006658642,0.1559527,0.000319692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.306382,0.09808817,0.009765374,0.5509148,0.005832492,0.0006678369,0.003475761,0.0003702911,0.02450331],"genre_scores_gemma":[0.8583576,0.04223173,0.04518859,0.04606249,0.00272258,0.0007258513,0.002746646,0.0001506855,0.001813875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04003124,"threshold_uncertainty_score":0.07959652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06226887962236261,"score_gpt":0.3811876387093013,"score_spread":0.3189187590869387,"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."}}