{"id":"W3046691819","doi":"10.1002/alz.12094","title":"Health‐care use and cost for multimorbid persons with dementia in the National Health and Aging Trends Study","year":2020,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Institute on Aging","keywords":"Medicine; Dementia; Kidney disease; Depression (economics); Atrial fibrillation; Specialty; Disease; Medical costs; Ambulatory; Stroke (engine); Health care; Indirect costs; Ambulatory care; Intensive care medicine; Gerontology; Emergency medicine; 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":[0.0008786659,0.0002514684,0.0003982998,0.001513125,0.0003992607,0.0005773236,0.0005325008,0.0004334906,0.001113752],"category_scores_gemma":[0.00236513,0.0002330803,0.0009420234,0.001918946,0.0001336922,0.0006550543,0.0006762217,0.0008313088,0.0001633108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009532742,"about_ca_system_score_gemma":0.0008534775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05381581,"about_ca_topic_score_gemma":0.08296008,"domain_scores_codex":[0.9994859,0.0001257639,0.0001105478,0.00007155602,0.0001252872,0.00008083559],"domain_scores_gemma":[0.9989498,0.00008492388,0.0005743317,0.00004675093,0.0001418415,0.0002023779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008927861,0.00007000505,0.9942195,0.00009389007,0.0004572282,0.00004247475,0.00006751287,0.0001200239,0.00002130439,0.00005931933,0.002272506,0.002486818],"study_design_scores_gemma":[0.00001458366,0.00002726035,0.998906,0.00004382932,0.0001034227,0.00007698515,0.00009290966,0.0001951753,0.00001684826,0.00004186824,0.0004775435,0.00000371924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671086,0.003804038,0.0001178057,0.0009602584,0.0000546571,0.0000673535,0.02563564,0.00002617092,0.002225546],"genre_scores_gemma":[0.9879189,0.001331964,0.0001822001,0.0001986381,0.00004169295,0.00007363909,0.0097013,0.000004134366,0.0005474905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05381581,"threshold_uncertainty_score":0.1070051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1122981098909671,"score_gpt":0.375088204971367,"score_spread":0.2627900950803999,"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."}}