{"id":"W4403216743","doi":"10.1001/jamanetworkopen.2024.37247","title":"Annual Wellness Visits and Early Dementia Diagnosis Among Medicare Beneficiaries","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute on Aging","keywords":"Medicine; Dementia; Gerontology; Cohort; Cognitive impairment; Medicare Advantage; Cohort study; Population; Disease; Health care; Family medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00304104,0.0001313541,0.0003210173,0.00005536171,0.0001880996,0.0002484368,0.0001365057,0.0001684699,0.0004715313],"category_scores_gemma":[0.00007316708,0.0001138144,0.0001208397,0.0002989485,0.000038944,0.0004304893,0.0002591199,0.0002883339,0.00006082256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003252095,"about_ca_system_score_gemma":0.00009093522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002671253,"about_ca_topic_score_gemma":0.0001416428,"domain_scores_codex":[0.9983198,0.0004265187,0.0002912128,0.0003463277,0.0003180969,0.0002980539],"domain_scores_gemma":[0.9993221,0.00009168436,0.0000413917,0.0002349166,0.00007122788,0.0002386394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002848269,0.00004474052,0.2316564,0.000426617,0.0007045165,0.0001786296,0.001079624,0.00003056891,9.45917e-7,0.001143785,0.03059848,0.7341072],"study_design_scores_gemma":[0.0007737722,0.0001362232,0.8428517,0.001740182,0.0003968762,0.00003295706,0.0002364177,0.0003510817,0.0000233231,0.0004194769,0.1529053,0.0001327331],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569799,0.02724914,0.003018156,0.007513084,0.0008749001,0.001414632,0.00002916668,0.0001492743,0.002771744],"genre_scores_gemma":[0.9957237,0.001643614,0.0002035079,0.0004734902,0.0009831653,0.0002079291,0.00004779837,0.00002925212,0.0006875147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7339745,"threshold_uncertainty_score":0.5162937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412499722495554,"score_gpt":0.2998729066739797,"score_spread":0.2857479094490242,"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."}}