{"id":"W4312003552","doi":"10.1093/geroni/igac059.2815","title":"DESCRIBING THE EVOLUTION OF MEDICATION USE OVER TIME IN PEOPLE LIVING WITH DEMENTIA USING NETWORK ANALYSIS","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Waterloo; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Dementia; Polypharmacy; Medicine; Cohort; Medical prescription; Population; Cholinesterase; Internal medicine; Pediatrics; Pharmacology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002185439,0.0003431472,0.0003381306,0.004773874,0.0003974824,0.001149791,0.0005192249,0.0004553943,0.001312001],"category_scores_gemma":[0.01414186,0.0002247213,0.0009955377,0.005549388,0.0002251457,0.001227416,0.0009814641,0.0005075952,0.0001167545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001681084,"about_ca_system_score_gemma":0.0008572862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09480421,"about_ca_topic_score_gemma":0.102813,"domain_scores_codex":[0.998611,0.0006556777,0.0001836467,0.0003036706,0.0001427728,0.000103205],"domain_scores_gemma":[0.9900116,0.005395692,0.003119359,0.0004929618,0.0006567305,0.0003236361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007976274,0.00003047672,0.9886408,0.00006481833,0.0004932064,0.00007171492,0.0001867508,0.005459688,0.00008968326,0.0003570968,0.0004557994,0.004070166],"study_design_scores_gemma":[0.0000232013,0.0001002133,0.8814325,0.0001141746,0.0004066721,0.0002947599,0.001000975,0.1109642,0.0001812785,0.002906004,0.002533644,0.00004247387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785404,0.0007081593,0.005600885,0.0004845467,0.00001902271,0.00007777074,0.01335686,0.00004264924,0.001169667],"genre_scores_gemma":[0.9906274,0.0002725598,0.00363173,0.00004349614,0.00001693379,0.0000975709,0.005098527,0.000005971996,0.0002058669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09480421,"threshold_uncertainty_score":0.1885048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137106587370093,"score_gpt":0.3545877043623835,"score_spread":0.2408770456253742,"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."}}