{"id":"W2015416155","doi":"10.1057/jors.2009.150","title":"An evaluation of the applicability of system dynamics to patient flow modelling","year":2009,"lang":"en","type":"article","venue":"Journal of the Operational Research Society","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Discrete event simulation; Perspective (graphical); Project management; System dynamics; Operations research; Purchasing; Computer science; Operations management; Resource (disambiguation); Health care; Management science; Process management; Simulation; Business; Systems engineering; Engineering; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0150473,0.00007263319,0.0001969411,0.00004697043,0.001199345,0.00002017661,0.0004076161,0.0001300488,0.00002846064],"category_scores_gemma":[0.0007814069,0.00004011913,0.000175355,0.0005717225,0.00006795972,0.0001816833,0.00006598076,0.0007810834,0.000001545603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200184,"about_ca_system_score_gemma":0.003069743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008716784,"about_ca_topic_score_gemma":0.00004745901,"domain_scores_codex":[0.9935583,0.002827562,0.0009778022,0.0001269764,0.002295037,0.0002143085],"domain_scores_gemma":[0.9900498,0.0003421906,0.0003596929,0.0004126937,0.008719258,0.0001164113],"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":[0.00003838911,0.0001233293,0.001252233,0.00006569762,0.0000148688,2.393127e-8,0.005072939,0.9851274,0.001177313,0.004562858,0.0004259045,0.002139054],"study_design_scores_gemma":[0.0002810233,0.0001838347,0.003617428,0.0003080842,0.00001587389,0.000001195539,0.006541732,0.9881997,0.0002765734,0.0004778402,0.00006085449,0.00003588862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283741,0.00005013504,0.05900937,0.01025437,0.0002739907,0.001620131,0.00004599971,0.000003650791,0.0003682791],"genre_scores_gemma":[0.9765195,0.00001559025,0.02295048,0.0002699872,0.0001638573,0.00002740288,0.000007292833,0.000006954598,0.00003897094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04814539,"threshold_uncertainty_score":0.922451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2285444489794828,"score_gpt":0.5310893255004253,"score_spread":0.3025448765209425,"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."}}