{"id":"W2969892713","doi":"10.1001/jamanetworkopen.2019.9910","title":"Association of Mental Health Disorders With Health Care Utilization and Costs Among Adults With Chronic Disease","year":2019,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":204,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Alberta Health Services; University of Alberta; Alberta Health; University of Calgary","funders":"Canadian Institutes of Health Research; Alberta Innovates; Government of Alberta; Alberta Health Services","keywords":"Medicine; Mental health; Population; Alcohol use disorder; Cohort; Health care; Cohort study; Depression (economics); Psychiatry; Internal medicine; Environmental health","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":[0.0002392882,0.0001157796,0.00028246,0.00003390123,0.0001134997,0.00004515667,0.00007122024,0.00003163341,0.0000429361],"category_scores_gemma":[0.00001189403,0.00007948253,0.00001954223,0.0002060689,0.00002778583,0.0001712604,0.00006379472,0.0001089259,0.000004264372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251286,"about_ca_system_score_gemma":0.001035067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002324788,"about_ca_topic_score_gemma":0.03131281,"domain_scores_codex":[0.9987738,0.0001254882,0.0001623705,0.0002537013,0.0003640205,0.0003206284],"domain_scores_gemma":[0.9991252,0.00003996279,0.0002194125,0.0002022362,0.00007714019,0.0003360631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01479415,0.00009929249,0.9237925,0.0002350275,0.0001429025,0.000002329243,0.0006623061,0.00006316377,7.819051e-8,0.00007371773,0.002373431,0.05776109],"study_design_scores_gemma":[0.0142942,0.003589964,0.9780249,0.001887719,0.0000279059,0.000001488228,0.0005941883,0.0009515633,0.000002146829,0.000006619541,0.0005407228,0.00007856914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774917,0.0054854,0.00001594765,0.01276752,0.00003223295,0.003842144,0.00004934403,0.00001690878,0.0002988094],"genre_scores_gemma":[0.9963987,0.001686855,0.0004258718,0.0002539093,0.00006373101,0.00006839367,0.0007876756,0.0000205588,0.000294335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05768252,"threshold_uncertainty_score":0.9863632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008801945284479352,"score_gpt":0.2945755197131732,"score_spread":0.2857735744286938,"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."}}