{"id":"W4417091356","doi":"10.1007/s43678-025-01064-4","title":"Perceptions and attitudes of emergency department physicians, nurses and managers regarding the redirection of low-acuity patients from triage to other care alternatives: a pan-Canadian survey","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital du Sacré-Cœur de Montréal; Hôpital du Saint-Sacrement; Université Laval","funders":"Centre Hospitalier Universitaire de Québec","keywords":"Triage; Emergency department; Perception; Survey research; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001682584,0.0003797804,0.0004803961,0.001596862,0.004352704,0.001849969,0.00121627,0.001099565,0.0025302],"category_scores_gemma":[0.005493955,0.0006516112,0.0008816998,0.002749607,0.001099517,0.000857343,0.001580997,0.001955861,0.0003867952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01615238,"about_ca_system_score_gemma":0.01955039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9662825,"about_ca_topic_score_gemma":0.9815943,"domain_scores_codex":[0.9981678,0.0001808558,0.0001413119,0.0001265422,0.00072354,0.000659937],"domain_scores_gemma":[0.9936426,0.000433256,0.001205148,0.00008034369,0.0023692,0.00226956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001517746,0.0003269751,0.9656522,0.0001288415,0.0000663331,0.0002285704,0.02508695,0.0000624144,0.0002517902,0.0001014194,0.002360351,0.005582389],"study_design_scores_gemma":[0.00001045795,0.00009030947,0.964689,0.00006496527,0.00001638627,0.0001094116,0.03341311,0.00006810081,0.0000331895,0.00001401139,0.0014645,0.0000265559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947849,0.0004002996,0.00004080945,0.0008027242,0.00002699826,0.00007054927,0.001029539,0.000003922352,0.002840223],"genre_scores_gemma":[0.996398,0.0009135716,0.0001792136,0.0007283541,0.00001519484,0.00004363846,0.0005868762,0.000004839732,0.001130291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03371745,"threshold_uncertainty_score":0.1171943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04433078432267025,"score_gpt":0.3527443899240928,"score_spread":0.3084136056014226,"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."}}