{"id":"W2066543311","doi":"10.1109/simul.2010.13","title":"Agent-Based Simulation of Healthcare for Type II Diabetes","year":2010,"lang":"en","type":"article","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Health care; Psychological intervention; Type 2 diabetes; Healthcare delivery; Diabetes mellitus; Medicine; Risk analysis (engineering); Quality (philosophy); Computer science; Intensive care medicine; Nursing","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":[0.000703264,0.0006523532,0.0006517901,0.0004366758,0.0005790727,0.001196345,0.0009478679,0.001519527,0.005235212],"category_scores_gemma":[0.003108212,0.0003360614,0.0006483606,0.0004849806,0.0005867917,0.0004890083,0.001004981,0.001061191,0.0002736671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195256,"about_ca_system_score_gemma":0.001560582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03204222,"about_ca_topic_score_gemma":0.01862239,"domain_scores_codex":[0.999582,0.0002625815,0.0000188773,0.0000342943,0.00004833468,0.00005392175],"domain_scores_gemma":[0.9976101,0.001835712,0.0001465939,0.00006369304,0.0001417923,0.0002021475],"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":[0.00008275167,0.00006570251,0.001059604,0.00001626716,0.00001834921,0.00004932712,0.00003722919,0.9933044,0.00008127371,0.003623435,0.0003475787,0.001314127],"study_design_scores_gemma":[0.00005046265,0.0000326369,0.0002072612,0.000004617252,0.000007160962,0.000007732943,0.00001994264,0.9979047,0.00004384969,0.001229259,0.0004877493,0.000004649194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7486385,0.001391615,0.1999956,0.003746197,0.0004320451,0.0004288103,0.001860656,0.000799632,0.04270692],"genre_scores_gemma":[0.9761016,0.0004391742,0.01797838,0.0001310081,0.00003289387,0.0002583947,0.0003926913,0.00002489909,0.004640945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03204222,"threshold_uncertainty_score":0.0637114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06675641976575437,"score_gpt":0.395210223746609,"score_spread":0.3284538039808547,"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."}}