{"id":"W4412443344","doi":"10.1016/j.jval.2025.04.1983","title":"EE384 Cost Trends of Potentially Inappropriate Medications Among Older Adults between 2012 and 2021 in Quebec, Canada: A Population-Based Repeated Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"Value in Health","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Institut National de Santé Publique du Québec; Université Laval; Université du Québec à Rimouski","funders":"","keywords":"Medicine; Cross-sectional study; Demography; Gerontology; Population; Environmental health; Pathology","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":[0.0007870215,0.0005511795,0.0006808028,0.00172615,0.001416197,0.001661475,0.001679529,0.00112112,0.002767185],"category_scores_gemma":[0.00278929,0.0004742585,0.001693602,0.005710194,0.0004255137,0.0007543385,0.0008530169,0.001391,0.0004420615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03176891,"about_ca_system_score_gemma":0.02525501,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9965676,"about_ca_topic_score_gemma":0.9972214,"domain_scores_codex":[0.9988602,0.00009532335,0.0001381766,0.0001894188,0.0003505817,0.0003663512],"domain_scores_gemma":[0.9966831,0.0001621273,0.0009111605,0.0001206724,0.001613438,0.0005094392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009109882,0.00004636182,0.9934245,0.00005183872,0.000217079,0.00005373795,0.0001310548,0.000243982,0.00006261649,0.00008370666,0.003333517,0.002260437],"study_design_scores_gemma":[0.000006904274,0.000009572152,0.9986558,0.00002642797,0.00003688949,0.00002195174,0.0001841671,0.0003192971,0.00001613846,0.000008078275,0.0007071969,0.000007664611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133425,0.002571768,0.0002304323,0.0009165447,0.00004592399,0.0001073721,0.07968071,0.00004450961,0.003060286],"genre_scores_gemma":[0.9756926,0.001051574,0.0003196184,0.0004945467,0.00002476351,0.0000805306,0.01884606,0.00001596454,0.003474207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03176891,"threshold_uncertainty_score":0.2305006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1287077823800364,"score_gpt":0.3903189278355892,"score_spread":0.2616111454555528,"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."}}