{"id":"W3030975418","doi":"10.1016/j.jpsychires.2020.05.025","title":"Lemborexant vs suvorexant for insomnia: A systematic review and network meta-analysis","year":2020,"lang":"en","type":"review","venue":"Journal of Psychiatric Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":95,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Eisai Canada","keywords":"Medicine; Discontinuation; Insomnia; Placebo; Meta-analysis; Adverse effect; Internal medicine; Randomized controlled trial; Zolpidem; Primary Insomnia; Anesthesia; Psychiatry; Sleep disorder","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01227128,0.0006826069,0.0151412,0.002251461,0.0002885443,0.0001467738,0.001403606,0.0007200618,0.0007894344],"category_scores_gemma":[0.000936451,0.0003794609,0.009353505,0.007749804,0.0001502527,0.0000730286,0.0001622518,0.002951211,0.0001305585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199267,"about_ca_system_score_gemma":0.000653552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002706984,"about_ca_topic_score_gemma":0.000009153186,"domain_scores_codex":[0.9878103,0.004842184,0.004252342,0.0007542725,0.001369899,0.0009710676],"domain_scores_gemma":[0.9911075,0.003217524,0.003212981,0.001000331,0.0009013791,0.000560311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00004202019,0.0001455976,0.000001901001,0.4715187,0.4121022,0.00007860309,0.00007451932,0.000001912092,9.772322e-10,0.0007425869,0.109545,0.005746865],"study_design_scores_gemma":[0.0003682085,0.0004595727,5.002742e-7,0.01448797,0.5920153,0.0002662488,0.00006143722,0.000003350845,5.923445e-10,0.0002607961,0.3918526,0.000223955],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.94825e-8,0.989975,0.0003840785,0.002474953,0.0007208898,0.005390096,0.00005862515,0.0000147664,0.0009814291],"genre_scores_gemma":[0.000002084008,0.996415,0.0008778811,0.0003238043,0.0007533875,0.0006341705,0.0000206431,0.0001091542,0.0008638924],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4570308,"threshold_uncertainty_score":0.9998657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2459411898792948,"score_gpt":0.4973459909120555,"score_spread":0.2514048010327607,"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."}}