{"id":"W2638159133","doi":"10.1136/bmjquality.u212356.w7916","title":"Reducing patient waiting time and length of stay in an Acute Care Pediatric Emergency Department","year":2017,"lang":"en","type":"article","venue":"BMJ Quality Improvement Reports","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overcrowding; Triage; Medicine; PDCA; Emergency department; Medical emergency; Quality management; Emergency medicine; Health care; Operations management; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007737175,0.0002159443,0.0005060744,0.00008833056,0.0002570995,0.00001615952,0.00007087726,0.00006923595,0.00005962202],"category_scores_gemma":[0.0003912712,0.0001884934,0.00010551,0.00006385334,0.0000519168,0.0002036434,0.0002154365,0.0001278328,8.705796e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097665,"about_ca_system_score_gemma":0.0001381984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000819546,"about_ca_topic_score_gemma":0.0001904722,"domain_scores_codex":[0.9972251,0.00005892079,0.001444581,0.0004985572,0.0004553992,0.0003174407],"domain_scores_gemma":[0.997515,0.0000166928,0.001174772,0.0008733273,0.0002880596,0.0001321837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001185292,0.0004033733,0.9120893,0.0009183402,0.0002483246,0.0006065802,0.009887903,0.000004121059,0.0239787,0.00002705848,0.0006399441,0.05107785],"study_design_scores_gemma":[0.001763033,0.003706873,0.9438812,0.0002853393,0.000912111,0.00008960578,0.01059354,0.0001264716,0.03694239,0.0002006917,0.0006267519,0.0008719821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995523,0.001027721,0.000002126961,0.00025459,0.0004576992,0.001203202,0.00004249288,0.00002805542,0.001461122],"genre_scores_gemma":[0.9985982,0.0005944839,0.0002291161,0.00004066528,0.000184734,0.00008892155,0.00008519731,0.00001764277,0.00016103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05020587,"threshold_uncertainty_score":0.7686537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03182813661702353,"score_gpt":0.3753778587352513,"score_spread":0.3435497221182277,"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."}}