{"id":"W3029092466","doi":"10.1080/13696998.2020.1776297","title":"Economic and humanistic burden associated with noncommunicable diseases among adults with depression and anxiety in the United States","year":2020,"lang":"en","type":"article","venue":"Journal of Medical Economics","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Medical Expenditure Panel Survey; Depression (economics); Anxiety; Quality of life (healthcare); Obesity; Diabetes mellitus; Cohort; Health care; Internal medicine; Psychiatry","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":[0.0005237235,0.0001088581,0.0001641188,0.0007436295,0.0003834977,0.00056191,0.0001669674,0.0002298545,0.002195814],"category_scores_gemma":[0.002867748,0.0001148763,0.0003634289,0.0008674192,0.0002405316,0.0003647884,0.000770679,0.0006050383,0.0001017715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008008269,"about_ca_system_score_gemma":0.0006471398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02669539,"about_ca_topic_score_gemma":0.06051709,"domain_scores_codex":[0.9993464,0.0002732333,0.00009470376,0.00003357205,0.0001457183,0.0001063877],"domain_scores_gemma":[0.9983377,0.000174146,0.0008863581,0.00004516532,0.0001770148,0.000379504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008546241,0.00008638707,0.9865112,0.00003675451,0.0001947318,0.000160452,0.00009913757,0.0002520641,0.00005457912,0.0003234614,0.002572976,0.009622692],"study_design_scores_gemma":[0.000008491817,0.00002080357,0.998247,0.00004696029,0.0000320179,0.0001223797,0.0002626313,0.0003731341,0.000009997249,0.0001565473,0.0007158715,0.000004210097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98763,0.002170917,0.0001017592,0.003836059,0.00007136366,0.00002421101,0.001659437,0.000005158259,0.004501137],"genre_scores_gemma":[0.9977568,0.001031092,0.00008436285,0.0003242033,0.00006464242,0.000008068463,0.0004673629,9.887908e-7,0.0002625336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02669539,"threshold_uncertainty_score":0.05308002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152816784599526,"score_gpt":0.2746695736899241,"score_spread":0.2631414058439288,"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."}}