{"id":"W2151940070","doi":"10.5555/2429759.2429860","title":"Evaluating healthcare systems with insufficient capacity to meet demand","year":2012,"lang":"en","type":"article","venue":"Winter Simulation Conference","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Bottleneck; Flexibility (engineering); Queue; Health care; Computer science; Discrete event simulation; Queueing theory; Identification (biology); Operations research; Work (physics); Healthcare system; Risk analysis (engineering); Industrial engineering; Operations management; Simulation; Engineering; Statistics; Mathematics; Economics; Business; Computer network","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":[0.005672549,0.001297404,0.001102073,0.001050804,0.0006498478,0.002148392,0.001157943,0.001776184,0.002044007],"category_scores_gemma":[0.01725573,0.0007718668,0.0007517074,0.0009760565,0.0008025981,0.002035101,0.001264907,0.001194082,0.0001387771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004149582,"about_ca_system_score_gemma":0.002880354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02175648,"about_ca_topic_score_gemma":0.01006166,"domain_scores_codex":[0.9970161,0.001860241,0.0001412156,0.0002257631,0.0002570829,0.0004996964],"domain_scores_gemma":[0.9881089,0.009083888,0.0006516675,0.0003100672,0.0008713404,0.0009742476],"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":[0.0001663137,0.0001056544,0.003197158,0.00004841234,0.00005643946,0.0000463653,0.00003194411,0.992165,0.0003655811,0.001491912,0.0001971539,0.002128071],"study_design_scores_gemma":[0.00003046593,0.0002260052,0.0009769811,0.000006883366,0.00001636491,0.000008792297,0.0001198675,0.9971312,0.0002563704,0.001090056,0.00012789,0.000009016438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641206,0.0003124212,0.02795265,0.001242825,0.00007330453,0.0002326505,0.000374427,0.0001418843,0.005549162],"genre_scores_gemma":[0.9953152,0.0000798037,0.004011336,0.00004297026,0.00001060716,0.00005442684,0.0001272179,0.000008497704,0.0003500373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02175648,"threshold_uncertainty_score":0.04325968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3535050176934534,"score_gpt":0.5097009216398387,"score_spread":0.1561959039463853,"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."}}