{"id":"W4416460554","doi":"10.3390/pharmacy13060170","title":"Medication Use by Older Adults with Frailty: A Scoping Review","year":2025,"lang":"en","type":"article","venue":"Pharmacy","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University of Waterloo","funders":"Canadian Frailty Network","keywords":"Polypharmacy; Beers Criteria; Deprescribing; MEDLINE; Older people; Systematic review; Geriatrics; Multimorbidity","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001519883,0.0001676406,0.0003178791,0.00007768151,0.00005632808,0.00001949146,0.0001204503,0.00002932499,0.0007153895],"category_scores_gemma":[0.0003239756,0.0001328481,0.00005020599,0.000364025,0.00006290319,0.0002215704,0.00004024191,0.0002282849,0.00009559138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006273088,"about_ca_system_score_gemma":0.0002532699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000170985,"about_ca_topic_score_gemma":0.00001947126,"domain_scores_codex":[0.998735,0.00004633164,0.0003145669,0.0003351925,0.000330984,0.0002379926],"domain_scores_gemma":[0.9990878,0.0001315962,0.00009359884,0.0003839702,0.0001524399,0.0001505925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004169888,0.0004350333,0.01774774,0.03383488,0.0002505883,0.00005910944,0.0005016058,5.027754e-7,0.001395408,0.00004342346,0.754822,0.1904927],"study_design_scores_gemma":[0.01930795,0.0001383094,0.006640632,0.7210786,0.001146335,0.0001214921,0.00006229617,0.0005957841,0.01985709,0.00001558968,0.2305062,0.0005296766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2020339,0.4902683,0.0118791,0.2468972,0.00162565,0.01980115,0.0001116772,0.001631821,0.02575114],"genre_scores_gemma":[0.7735472,0.1084394,0.003194265,0.09864613,0.0003183406,0.0009714484,0.0006288851,0.0001043354,0.0141499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6872438,"threshold_uncertainty_score":0.7833013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03744042005930271,"score_gpt":0.383602132145338,"score_spread":0.3461617120860353,"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."}}