{"id":"W2969564294","doi":"10.1136/bmjoq-2018-000539","title":"Deprescribing benzodiazepines among hospitalised older adults: quality improvement initiative","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glenrose Rehabilitation Hospital; University of Alberta; University of Alberta Hospital; Alberta Hospital Edmonton","funders":"University of Alberta; Glenrose Rehabilitation Hospital","keywords":"Deprescribing; Medicine; Benzodiazepine; Polypharmacy; Intervention (counseling); Pharmacist; Beers Criteria; Geriatrics; Anxiety; Emergency medicine; Intensive care medicine; Psychiatry; Pharmacy; Family medicine; Internal medicine","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":[0.02052107,0.0002421663,0.0004529903,0.0009372677,0.0006584354,0.001205274,0.000799795,0.0004781507,0.0008453529],"category_scores_gemma":[0.0227755,0.0002323044,0.000767398,0.001372506,0.0004749118,0.0007527081,0.001955576,0.0008240195,0.0001078892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002071893,"about_ca_system_score_gemma":0.006034815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007876349,"about_ca_topic_score_gemma":0.01537646,"domain_scores_codex":[0.9877326,0.006763884,0.001868942,0.0005353275,0.0022828,0.0008163361],"domain_scores_gemma":[0.9733008,0.003391309,0.01064229,0.001054992,0.004793631,0.006817003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001083171,0.00508609,0.745773,0.001293868,0.0003134412,0.0001037831,0.002171115,0.000576107,0.001508234,0.0002041999,0.006376638,0.2355103],"study_design_scores_gemma":[0.0005820789,0.005969245,0.986655,0.0003908933,0.0001576892,0.00009622698,0.001118565,0.0007989926,0.0005118317,0.00006698054,0.003627138,0.00002544507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747447,0.004455258,0.002748916,0.006532418,0.0001213864,0.002942499,0.001058561,0.0002108931,0.007185332],"genre_scores_gemma":[0.9779037,0.002448316,0.01465673,0.001675459,0.0001179777,0.001220495,0.001118866,0.00001403424,0.0008445912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02052107,"threshold_uncertainty_score":0.108527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2336688587838003,"score_gpt":0.5035291335061609,"score_spread":0.2698602747223606,"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."}}