{"id":"W2905264284","doi":"10.20452/pamw.4391","title":"De-prescribing benzodiazepine receptor agonists taken for insomnia: a review and key messages from practice guidelines","year":2018,"lang":"en","type":"review","venue":"Polskie Archiwum Medycyny Wewnętrznej","topic":"Sleep and related disorders","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Bruyère; McMaster University; Impact; University of Ottawa; Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Guideline; Deprescribing; Insomnia; Medicine; Benzodiazepine; Confusion; Psychiatry; Dementia; Intensive care medicine; Psychology; Polypharmacy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004528309,0.00114478,0.002689852,0.004800834,0.0005272032,0.001664784,0.001773995,0.002049736,0.004162778],"category_scores_gemma":[0.01595828,0.000556625,0.002875387,0.004944026,0.0005200342,0.001875092,0.001001954,0.001960043,0.0006983415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00199025,"about_ca_system_score_gemma":0.00773939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007034121,"about_ca_topic_score_gemma":0.01801798,"domain_scores_codex":[0.9969603,0.0007586741,0.001126409,0.0002501453,0.0008156783,0.00008873779],"domain_scores_gemma":[0.9908669,0.005733672,0.001423028,0.0001119117,0.001701081,0.0001634227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009651435,0.00005927437,0.0005368619,0.4078991,0.001024608,0.0002175111,0.0003611721,0.0002430567,0.0002217434,0.001587331,0.04019434,0.5475584],"study_design_scores_gemma":[0.0001099451,0.0001167432,0.002888368,0.6863233,0.005450906,0.0009087013,0.0004048439,0.0001669313,0.0001685949,0.002107766,0.3013051,0.00004877977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009168708,0.9976078,0.00009955528,0.001487331,0.0002667756,0.0000397624,0.00007008959,0.000004924597,0.0003320279],"genre_scores_gemma":[0.0008690546,0.9975424,0.0004575366,0.0008381846,0.0001040961,0.00004576935,0.00005887267,0.00000143381,0.00008267147],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007034121,"threshold_uncertainty_score":0.02394831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1092589645852628,"score_gpt":0.438481115634354,"score_spread":0.3292221510490912,"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."}}