{"id":"W4384818627","doi":"10.2196/47636","title":"Reduction of Sleep Medications via a Combined Digital Insomnia and Pharmacist-Led Deprescribing Intervention: Protocol for a Feasibility Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sleep and related disorders","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIH Clinical Center; VISN 4 Mental Illness Research, Education, and Clinical Center; Health Services Research and Development; U.S. Department of Veterans Affairs","keywords":"Medicine; Deprescribing; Sedative; Sedative/hypnotic; Delirium; Veterans Affairs; Randomized controlled trial; Intervention (counseling); Hypnotic; Quality of life (healthcare); Insomnia; Clinical trial; Pharmacist; Psychiatry; Physical therapy; Pharmacy; Intensive care medicine; Polypharmacy; Nursing; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02865717,0.004858844,0.005951749,0.002219588,0.004417256,0.002982384,0.004376403,0.006940554,0.07099702],"category_scores_gemma":[0.01988217,0.003282283,0.003936901,0.00201722,0.00356117,0.002737598,0.002446235,0.008189552,0.01534406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00430039,"about_ca_system_score_gemma":0.02241784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002718911,"about_ca_topic_score_gemma":0.005488624,"domain_scores_codex":[0.9877117,0.006712836,0.001313854,0.001161423,0.001463287,0.001636779],"domain_scores_gemma":[0.9885015,0.002775633,0.001835938,0.001517354,0.003113945,0.002255518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.6933564,0.1311226,0.001859884,0.02167286,0.001117663,0.0007271451,0.001500808,0.00438943,0.006580273,0.006085671,0.03879167,0.09279561],"study_design_scores_gemma":[0.8194707,0.1008355,0.004813915,0.003955214,0.0005911193,0.0001321557,0.0004500946,0.002198681,0.002097413,0.003384528,0.06187201,0.0001986362],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001059124,0.00005056335,0.0005569767,0.00007486303,0.00008309841,0.9974778,0.0003425038,0.0000281075,0.0003269309],"genre_scores_gemma":[0.0008332621,0.00005059524,0.001171435,0.00006976459,0.0000198174,0.9976178,0.0000668958,0.000001932472,0.000168472],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07099702,"threshold_uncertainty_score":0.2375087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2935641085926464,"score_gpt":0.5856271249305945,"score_spread":0.2920630163379481,"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."}}