{"id":"W3149574267","doi":"10.1109/wsc.2010.5678930","title":"Integrated agent-oriented modeling and simulation of population and healthcare delivery network: Application to COPD chronic disease in a Canadian region","year":2010,"lang":"en","type":"article","venue":"Proceedings of the 2010 Winter Simulation Conference","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Centre interuniversitaire de recherche sur les reseaux d'entreprise, la logistique et le transport; Canada Research Chairs; Georgia Institute of Technology","keywords":"Population; Health care; Computer science; COPD; Healthcare delivery; Pulmonary disease; Disease; Distributed computing; Business; Medicine; Environmental health; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003265198,0.0001019611,0.0001882361,0.0002474163,0.00007430871,0.00002818379,0.0001097652,0.00008060686,0.000005382239],"category_scores_gemma":[0.0001822589,0.00010385,0.00002474765,0.0002604523,0.00002917714,0.0002353219,0.00006397314,0.0001453625,0.00000149672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001257103,"about_ca_system_score_gemma":0.00005115919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1363083,"about_ca_topic_score_gemma":0.06442539,"domain_scores_codex":[0.9989876,0.000006751715,0.0004883803,0.0002681068,0.00004479869,0.0002044278],"domain_scores_gemma":[0.9991931,0.00002597201,0.0002819791,0.0001194522,0.0002158363,0.0001636927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007396196,0.00001802686,0.4492177,0.0002573849,0.00000908431,7.317546e-8,0.0008546581,0.4282623,0.00006456239,0.1154677,0.00001287493,0.005761719],"study_design_scores_gemma":[0.0001746183,0.00002135243,0.1346907,0.0001037006,0.000003914012,1.14568e-7,0.00002334572,0.8579899,0.000005365251,0.005992919,0.0009140275,0.00008003174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834085,0.00009006905,0.01256792,0.002942814,0.0001589788,0.0007049874,0.00002534039,0.00001136268,0.00009009623],"genre_scores_gemma":[0.9994614,0.00002380417,0.0002147211,0.0001761593,0.00004724984,0.00002329306,0.00001447761,0.00001005158,0.00002887716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4297276,"threshold_uncertainty_score":0.9526464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04596350100031928,"score_gpt":0.2763031732188101,"score_spread":0.2303396722184908,"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."}}