{"id":"W7133064242","doi":"","title":"Development of a Generic Emergency Department Discrete Event Simulation Model","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discrete event simulation; Flexibility (engineering); Key (lock); Staffing; Process (computing); Event (particle physics); Duration (music); Resource (disambiguation)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001002564,0.0005636877,0.0005036132,0.0005774061,0.0004166442,0.001153196,0.00148826,0.001027551,0.003666578],"category_scores_gemma":[0.002808407,0.0004833024,0.00103202,0.0006038544,0.0003127142,0.00068587,0.0008070601,0.001078074,0.0007104361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626708,"about_ca_system_score_gemma":0.003110498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02980657,"about_ca_topic_score_gemma":0.01477999,"domain_scores_codex":[0.9995813,0.0001113586,0.00004701359,0.00008833538,0.0001155743,0.00005642239],"domain_scores_gemma":[0.9989593,0.000491246,0.00007794033,0.00008963668,0.0003189126,0.00006299659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001936824,0.0000286112,0.000777556,0.00002502536,0.000009103599,0.0000321124,0.00002729105,0.9906195,0.0004042014,0.00434085,0.0004801684,0.003236206],"study_design_scores_gemma":[0.00001492135,0.00001239844,0.0001609268,0.000006774812,0.000005573233,0.000007696778,0.00001399695,0.9957871,0.0003436971,0.001201468,0.002440132,0.000005283843],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08058546,0.00013183,0.8851132,0.0008707605,0.0001486592,0.0008331398,0.006684549,0.002389508,0.02324297],"genre_scores_gemma":[0.598363,0.0003852888,0.3825152,0.0002250061,0.00004963877,0.001565738,0.006871625,0.0002575356,0.009767017],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02980657,"threshold_uncertainty_score":0.05926615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1256645317968989,"score_gpt":0.5052113754926123,"score_spread":0.3795468436957135,"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."}}