{"id":"W3093552547","doi":"10.1371/journal.pone.0240463","title":"Potentially inappropriate medication and attitudes of older adults towards deprescribing","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"National Health and Medical Research Council","keywords":"Deprescribing; Polypharmacy; Medicine; Beers Criteria; Cross-sectional study; Older people; Geriatrics; Population; Medication adherence; Family medicine; Gerontology; Psychiatry; Environmental health; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000934505,0.00006643952,0.0002050806,0.00002324593,0.000021391,0.000006593141,0.0000450435,0.000041215,0.0001314765],"category_scores_gemma":[0.0003876011,0.00005443906,0.00002618743,0.00007086952,0.00003938163,0.0001017257,0.00005322287,0.0001377189,0.00001073053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006903544,"about_ca_system_score_gemma":0.00002795258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002617334,"about_ca_topic_score_gemma":0.000001066108,"domain_scores_codex":[0.9992082,0.00002708152,0.0001871106,0.0001516092,0.0003300292,0.00009601762],"domain_scores_gemma":[0.9995423,0.00004538767,0.00008532078,0.00008890061,0.00007385785,0.0001642326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002097234,0.003849181,0.8149148,0.006109827,0.001121316,0.00002892124,0.004001579,0.000001342659,0.1115727,0.0001819669,0.0001140246,0.05600714],"study_design_scores_gemma":[0.005236361,0.0007145867,0.8815081,0.001396506,0.001297852,0.000005065634,0.0001683052,0.008975668,0.100275,0.00002993249,0.0002042324,0.0001883531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894609,0.0005431317,0.0002973953,0.008343551,0.00001963449,0.0003503951,0.000004018102,0.00003331853,0.0009476601],"genre_scores_gemma":[0.9946245,0.0003411707,0.003527177,0.001372152,0.00008121876,0.000006252284,0.00001261041,0.000009154535,0.0000257919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06659332,"threshold_uncertainty_score":0.2219961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1599843628097545,"score_gpt":0.3352182092224358,"score_spread":0.1752338464126812,"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."}}