{"id":"W4410248297","doi":"10.1007/978-3-031-82334-3_115","title":"Discrete Event Simulation for Hospital Inpatient Flow Modelling: A Review of Validation Methods","year":2025,"lang":"en","type":"review","venue":"Lecture notes on data engineering and communications technologies","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Discrete event simulation; Event (particle physics); Computer science; Simulation; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001188331,0.0003350509,0.001050041,0.0003745082,0.0004633148,0.00001873285,0.001204306,0.0006013497,0.000002752491],"category_scores_gemma":[0.007683816,0.0002643205,0.0001271394,0.0006436114,0.00005178482,0.0001147243,0.0008265237,0.0009162749,0.000001295317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234787,"about_ca_system_score_gemma":0.0003443701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001313686,"about_ca_topic_score_gemma":0.000002885161,"domain_scores_codex":[0.9976108,0.0004226461,0.001174914,0.0004337704,0.000125295,0.0002325432],"domain_scores_gemma":[0.9897107,0.005862222,0.0005493427,0.003520319,0.0003282178,0.00002917278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002262244,0.00002999712,4.7948e-7,0.07717059,0.00004798783,2.268875e-8,0.00005767408,0.1619827,9.234542e-8,0.0008381588,0.00005252093,0.7598175],"study_design_scores_gemma":[0.00009713248,0.00006429479,8.581269e-8,0.08757204,0.0002955233,1.554573e-7,0.00001951085,0.5687361,0.000001514799,0.0001311233,0.3429028,0.0001796758],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.250616e-7,0.5022809,0.4940201,0.0009788765,0.00008778491,0.001913688,0.0005281289,0.0001834967,0.000006917308],"genre_scores_gemma":[0.00005346969,0.6229765,0.3701308,0.00003280122,0.00001482148,0.0009951437,0.005767778,0.00002417624,0.000004469074],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7596379,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1952300577306291,"score_gpt":0.5254592306532259,"score_spread":0.3302291729225968,"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."}}