{"id":"W2138230459","doi":"10.5555/1516744.1517006","title":"Simulation-based verification of Lean improvement for emergency room process","year":2008,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Overcrowding; Process (computing); Health care; Medical emergency; Lean manufacturing; Computer science; Process management; Risk analysis (engineering); Operations management; Business; Medicine; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007897314,0.0001515078,0.0003019746,0.0002326015,0.001787007,0.00000223549,0.0002735166,0.0002863833,0.0008198829],"category_scores_gemma":[0.000556125,0.0001819406,0.0001359441,0.0004559748,0.0000616747,0.0003852115,0.00004067258,0.0002970761,0.00002799067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001769791,"about_ca_system_score_gemma":0.0006581694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600608,"about_ca_topic_score_gemma":0.0002754136,"domain_scores_codex":[0.9982845,0.0001699102,0.0005309146,0.000341171,0.000350003,0.0003235649],"domain_scores_gemma":[0.9970992,0.0003547156,0.0005707084,0.0003948974,0.001434154,0.0001463095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001073768,0.0005111452,0.6767834,0.001594914,0.00009053997,0.00000241613,0.01471201,0.2925687,0.01020205,0.0009857814,0.0002824423,0.001192865],"study_design_scores_gemma":[0.009147658,0.001333821,0.5721681,0.0005757372,0.0002245932,6.931986e-7,0.01235439,0.3931377,0.005727114,0.001082588,0.003270491,0.0009771454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517779,0.00003523237,0.045401,0.0007475048,0.0002350096,0.001283033,0.0001203676,0.00005276632,0.0003471241],"genre_scores_gemma":[0.9909703,0.00001867719,0.006844359,0.00007731465,0.000064723,0.000009500674,0.0002591852,0.00002434341,0.00173158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1046153,"threshold_uncertainty_score":0.9995126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09520284990963507,"score_gpt":0.3794299356032909,"score_spread":0.2842270856936558,"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."}}