{"id":"W4415854845","doi":"10.1093/jamiaopen/ooaf141","title":"Assessing the acceptability and usability of MedSafer, a patient-centered electronic deprescribing tool","year":2025,"lang":"en","type":"article","venue":"JAMIA Open","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; McGill University Health Centre","funders":"Health Canada","keywords":"Deprescribing; Usability; Electronic prescribing; Medication adherence; Data collection; Beers Criteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0152676,0.000415235,0.0003698891,0.0006863379,0.0003478381,0.0009175491,0.000408142,0.0005556041,0.001037567],"category_scores_gemma":[0.03330322,0.0002916171,0.0008763691,0.0003022657,0.0004203786,0.0009000332,0.000997953,0.0004483055,0.0001601297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000438131,"about_ca_system_score_gemma":0.00063188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008119046,"about_ca_topic_score_gemma":0.00104496,"domain_scores_codex":[0.990765,0.005591587,0.001084456,0.0004003628,0.001807706,0.0003509921],"domain_scores_gemma":[0.9746848,0.01823306,0.002708204,0.0006102373,0.003126395,0.000637418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003250547,0.004696892,0.7781222,0.00177565,0.0004012097,0.0005302512,0.0349634,0.0007054942,0.009492951,0.0001862153,0.001228416,0.1646467],"study_design_scores_gemma":[0.0003410338,0.02620208,0.9392735,0.000338223,0.00033599,0.000960358,0.01984488,0.004704386,0.005006282,0.0001314583,0.002737605,0.0001243376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988143,0.00005398969,0.0004796027,0.00003832782,0.000004620527,0.0001951723,0.00003201343,0.00001035616,0.0003715781],"genre_scores_gemma":[0.9961953,0.0001037485,0.002932551,0.00007233608,0.000009435595,0.0003712425,0.00007981494,0.000005312931,0.0002302728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0152676,"threshold_uncertainty_score":0.08074373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07412632237279924,"score_gpt":0.471417267383996,"score_spread":0.3972909450111968,"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."}}