{"id":"W4417247344","doi":"10.1159/000550017","title":"Polypharmacy following Dementia Diagnoses in Vietnam: Results from Real-World Data in Outpatient Settings","year":2025,"lang":"en","type":"article","venue":"Gerontology","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"National Institute on Aging","keywords":"Polypharmacy; Dementia; Medical prescription; Medical diagnosis; Incidence (geometry); Older people; Geriatrics; Multimorbidity","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":[0.0006326155,0.0001785718,0.0005243918,0.00029639,0.00004309248,0.00001631564,0.0003105206,0.0000767054,0.00008484806],"category_scores_gemma":[0.001194161,0.0001658886,0.00006333763,0.0004011245,0.00005565662,0.000250228,0.0003646621,0.0004637642,0.00003323282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001273746,"about_ca_system_score_gemma":0.0001071391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01209902,"about_ca_topic_score_gemma":0.02383207,"domain_scores_codex":[0.9977869,0.0002430234,0.0007397027,0.0005972082,0.0001849624,0.0004481543],"domain_scores_gemma":[0.9976017,0.001450606,0.0001667497,0.0006624348,0.00001867991,0.00009986872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00123465,0.0003727491,0.9676075,0.00003882751,0.0001627594,0.0002983977,0.0004093917,0.000003318596,0.0001447075,0.00007565893,0.003913634,0.02573838],"study_design_scores_gemma":[0.009912315,0.0001069099,0.8692163,0.0002672299,0.0003567815,0.000001805667,0.0003106966,0.002410158,0.0002441873,0.0001112139,0.1168858,0.000176613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651338,0.001249152,0.00002917175,0.01416605,0.0008702716,0.0005768364,0.0000923907,0.00004498532,0.01783727],"genre_scores_gemma":[0.9933208,0.0004619691,0.0008859393,0.004437632,0.00005727501,0.00002708995,0.0005169212,0.0000117882,0.0002806063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1129722,"threshold_uncertainty_score":0.9944795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1791827564268003,"score_gpt":0.4612916222912177,"score_spread":0.2821088658644174,"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."}}