{"id":"W2080662104","doi":"10.1016/j.annemergmed.2008.01.038","title":"71: The Race for Improved Emergency Patient Flow: A Pilot Project in a Large Canadian Community ED","year":2008,"lang":"en","type":"article","venue":"Annals of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Medicine; Triage; Emergency department; Crowding; Presentation (obstetrics); Intensive care unit; Medical emergency; Patient care; Emergency medicine; Intensive care medicine; Nursing; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00467212,0.0006934336,0.0007115426,0.0007331329,0.01274132,0.002527631,0.002828425,0.002141529,0.004880873],"category_scores_gemma":[0.007655996,0.0006542625,0.0009575197,0.001173347,0.002684675,0.001999773,0.0028107,0.003260512,0.0005759471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03120696,"about_ca_system_score_gemma":0.1085057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9364494,"about_ca_topic_score_gemma":0.9722862,"domain_scores_codex":[0.9965739,0.0007174174,0.00005672796,0.0002613471,0.0005650182,0.001825516],"domain_scores_gemma":[0.9935082,0.0006851983,0.0003159588,0.0002274622,0.001535381,0.003727806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01374013,0.05281315,0.5699301,0.000729613,0.0002316553,0.002854001,0.08407629,0.001473277,0.005391709,0.003847942,0.05109405,0.2138181],"study_design_scores_gemma":[0.001517436,0.008896939,0.8960812,0.0002234019,0.0002290409,0.0002127234,0.07612818,0.001714577,0.0009094006,0.0006810264,0.01319047,0.0002155117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922,0.00007736248,0.0001862274,0.002337472,0.00006397093,0.0009461683,0.0003647037,0.00003058673,0.003793585],"genre_scores_gemma":[0.9883043,0.0002813451,0.002155832,0.002295717,0.00007831083,0.001248286,0.0003787997,0.00004577345,0.005211534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06355059,"threshold_uncertainty_score":0.2264234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1654083002839029,"score_gpt":0.3946058950264514,"score_spread":0.2291975947425485,"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."}}