{"id":"W4410187346","doi":"10.1111/jgs.19512","title":"Deprescribing Benzodiazepine Receptor Agonists in Older Adults and People With Cognitive Impairment: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Journal of the American Geriatrics Society","topic":"Sleep and related disorders","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"National Health and Medical Research Council; Medical Research Council; Monash University; Australian Rotary Health","keywords":"Medicine; Deprescribing; Psychological intervention; MEDLINE; Dementia; Beers Criteria; Cognition; Adverse effect; Psychiatry; Activities of daily living; Gerontology; Geriatrics; Polypharmacy; Intensive care medicine; Internal medicine; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005515087,0.001248036,0.007242127,0.008359272,0.0005741874,0.001986068,0.001560673,0.001478572,0.003595409],"category_scores_gemma":[0.02189099,0.0008150017,0.005607582,0.009993629,0.0006624309,0.001833923,0.001249647,0.0008522556,0.0002186632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002963195,"about_ca_system_score_gemma":0.009654406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008345764,"about_ca_topic_score_gemma":0.02466873,"domain_scores_codex":[0.9957533,0.001239679,0.001731793,0.0003023918,0.0008317992,0.0001410804],"domain_scores_gemma":[0.9818004,0.01218495,0.004231689,0.0002008314,0.001337004,0.0002450009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001218919,0.00001210004,0.0005525013,0.9713732,0.004420757,0.000072685,0.0001540957,0.00004328823,0.00008318139,0.00007076256,0.0008089509,0.0222866],"study_design_scores_gemma":[0.0002362727,0.0002158002,0.005154225,0.92184,0.05800173,0.0003836068,0.0002792109,0.00007959748,0.0001448404,0.0001426146,0.01349224,0.00002999232],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001585943,0.9970631,0.0001052932,0.0001906089,0.00007865296,0.0003724193,0.0003426925,0.000008335011,0.0002529781],"genre_scores_gemma":[0.01285619,0.9852682,0.0004657094,0.0003787178,0.00006197502,0.0005998807,0.0002201694,0.000003583408,0.0001455701],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008359272,"threshold_uncertainty_score":0.02916688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007845784664497212,"score_gpt":0.2922171735237761,"score_spread":0.2843713888592789,"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."}}