{"id":"W4403586716","doi":"10.1001/jamainternmed.2024.5632","title":"High-Risk Medications in Persons Living With Dementia","year":2024,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"National Center for Complementary and Integrative Health; National Institute on Aging","keywords":"Medicine; Deprescribing; Dementia; Beers Criteria; Polypharmacy; Anticholinergic; Psychological intervention; Randomized controlled trial; Adverse effect; Disease; Psychiatry; Intensive care medicine; Internal medicine","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":[0.002760195,0.0003967722,0.0009113059,0.0004493186,0.0005159643,0.0005984777,0.0003737989,0.001174698,0.001785659],"category_scores_gemma":[0.006540065,0.0002730336,0.001009336,0.000586002,0.0003942671,0.0005875976,0.0004785481,0.0007927133,0.0001862331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002452055,"about_ca_system_score_gemma":0.001037337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000855451,"about_ca_topic_score_gemma":0.002023439,"domain_scores_codex":[0.9971774,0.001744549,0.0003225965,0.0001911974,0.0004362084,0.0001279905],"domain_scores_gemma":[0.997725,0.001021986,0.0007582964,0.00006894487,0.0001152444,0.0003105404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.117081,0.01566325,0.5795575,0.007781209,0.003334817,0.0004814068,0.0004588228,0.001212091,0.001808995,0.0003902207,0.002524944,0.2697058],"study_design_scores_gemma":[0.06578517,0.0971031,0.8158999,0.001570486,0.005639375,0.001019196,0.000435585,0.003225728,0.001393231,0.001220462,0.006634059,0.00007364554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754645,0.01794798,0.000672113,0.001220059,0.0002807268,0.001076293,0.0003684228,0.00002082355,0.002949163],"genre_scores_gemma":[0.9928426,0.003435318,0.001653579,0.0007228888,0.0002841465,0.000534735,0.000190441,0.00000139517,0.0003349359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002760195,"threshold_uncertainty_score":0.01459754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201679274290699,"score_gpt":0.3120771528707997,"score_spread":0.3000603601278927,"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."}}