{"id":"W4353015627","doi":"10.1007/s40265-023-01859-8","title":"The Comparative Effectiveness and Safety of Insomnia Drugs: A Systematic Review and Network Meta-Analysis of 153 Randomized Trials","year":2023,"lang":"en","type":"review","venue":"Drugs","topic":"Sleep and related disorders","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Meta-analysis; Randomized controlled trial; Tolerability; Confidence interval; Insomnia; Placebo; Primary Insomnia; Systematic review; Relative risk; Internal medicine; Psychiatry; MEDLINE; Sleep disorder; Adverse effect; Alternative 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":[0.01388062,0.002657068,0.01880966,0.004528928,0.0006859782,0.002874826,0.001957611,0.002171671,0.004105905],"category_scores_gemma":[0.03240807,0.001519689,0.02899784,0.005051672,0.001119033,0.001963056,0.001877214,0.002511798,0.0003312205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002529299,"about_ca_system_score_gemma":0.003171402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005464595,"about_ca_topic_score_gemma":0.01420248,"domain_scores_codex":[0.9896021,0.004516434,0.003449662,0.001111487,0.001016466,0.0003037779],"domain_scores_gemma":[0.9780398,0.01696644,0.003214887,0.0007006392,0.0008147,0.0002635386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.005857361,0.00004530061,0.00276527,0.2554492,0.7231435,0.00008297824,0.00007398729,0.0002975324,0.0002319607,0.000102697,0.0004079367,0.01154231],"study_design_scores_gemma":[0.002392857,0.0002383356,0.002681222,0.01066975,0.9827176,0.00005393785,0.00003791615,0.0000850763,0.00008109526,0.0001511868,0.000870089,0.00002098239],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00890939,0.9889666,0.0006484607,0.0001354893,0.0001612355,0.0003803916,0.0005510083,0.00002738104,0.0002199567],"genre_scores_gemma":[0.2583194,0.7344525,0.003389768,0.001188857,0.0002554001,0.0009860743,0.0009943334,0.00004459346,0.0003690511],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01880966,"threshold_uncertainty_score":0.07340866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1454474330287882,"score_gpt":0.4356568523243445,"score_spread":0.2902094192955563,"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."}}