{"id":"W2132758176","doi":"10.12669/pjms.291(suppl).3547","title":"Impact of implementing simulation on idle and service time at emergency room","year":2013,"lang":"en","type":"article","venue":"Pakistan Journal of Medical Sciences","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; License; Service (business); Idle; Medical emergency; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001937669,0.0004334978,0.0002885905,0.0004338037,0.0004400728,0.001244312,0.0008271005,0.0006576696,0.00517623],"category_scores_gemma":[0.02351881,0.0002109301,0.0008614254,0.0003259606,0.0003379849,0.0008047501,0.0008351468,0.001151105,0.0003684795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008613532,"about_ca_system_score_gemma":0.002515045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002879751,"about_ca_topic_score_gemma":0.003472753,"domain_scores_codex":[0.9969934,0.001487319,0.0002341676,0.0001764517,0.0004366298,0.000671987],"domain_scores_gemma":[0.9801347,0.01152018,0.003058171,0.0007269449,0.00163207,0.002927982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01601188,0.03493004,0.6987002,0.001067808,0.001057718,0.001417183,0.003575349,0.100955,0.009976179,0.003243384,0.002505631,0.1265595],"study_design_scores_gemma":[0.0007778875,0.05177231,0.8388865,0.0006658817,0.001243693,0.0009124919,0.01766687,0.06159233,0.01396827,0.002944959,0.00932356,0.0002452762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971389,0.00006832735,0.0004323882,0.0002991015,0.00005093488,0.00007102617,0.0001340846,0.00002698226,0.00177829],"genre_scores_gemma":[0.9989656,0.00006408866,0.000439957,0.00003924126,0.00001202768,0.00003130174,0.000100653,0.000003735309,0.0003433407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00517623,"threshold_uncertainty_score":0.01731616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03776204231502452,"score_gpt":0.4106720909250318,"score_spread":0.3729100486100073,"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."}}