{"id":"W4317792658","doi":"10.1109/wsc57314.2022.10015490","title":"Simulation Model of a Multi-Hospital Critical Care Network","year":2022,"lang":"en","type":"article","venue":"2022 Winter Simulation Conference (WSC)","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver General Hospital; Simon Fraser University","funders":"","keywords":"Intensive care; Medicine; Critical care nursing; Discrete event simulation; Medical emergency; Computer science; Emergency medicine; Intensive care medicine; Simulation; Health care","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005882228,0.0001911651,0.00031829,0.0001414753,0.001544445,0.00002550314,0.0002224189,0.0001612424,0.003045607],"category_scores_gemma":[0.0007482982,0.0002071935,0.00009905501,0.000365399,0.00005786674,0.0002943796,0.0002490665,0.0007329951,0.00003481474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002978635,"about_ca_system_score_gemma":0.0007202904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000084354,"about_ca_topic_score_gemma":0.00008850046,"domain_scores_codex":[0.996973,0.0007939006,0.0009037773,0.0004217679,0.0004666008,0.0004409678],"domain_scores_gemma":[0.996891,0.0009645144,0.0002635474,0.0003997349,0.001345688,0.0001355287],"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":[0.00005846777,0.00008803567,0.007495085,0.0001002797,0.00001046508,8.81084e-7,0.01286141,0.9740395,0.00003550503,0.004002187,0.000115806,0.001192404],"study_design_scores_gemma":[0.0006868266,0.0001785631,0.0009253069,0.00006318534,0.00002316,1.009162e-7,0.006485448,0.9901617,0.000003133218,0.0003582462,0.0009119455,0.0002023565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09989005,0.0001165996,0.8947873,0.001199546,0.001434815,0.001215655,0.0002168837,0.0001361732,0.001002946],"genre_scores_gemma":[0.9853919,0.000004108723,0.01245084,0.0005750733,0.0002149425,0.000231978,0.0003573014,0.0000380094,0.0007359076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8855018,"threshold_uncertainty_score":0.9997554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1607628236239245,"score_gpt":0.4615095638044728,"score_spread":0.3007467401805483,"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."}}