{"id":"W4405088732","doi":"10.1002/npr2.12509","title":"Efficacy and safety of lemborexant in subjects with insomnia disorder receiving medications for depression or anxiety symptoms","year":2024,"lang":"en","type":"article","venue":"Neuropsychopharmacology Reports","topic":"Sleep and related disorders","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"Eisai Canada","keywords":"Anxiety; Placebo; Insomnia; Population; Depression (economics); Medicine; Randomized controlled trial; Psychiatry; Internal medicine; Sleep disorder; Sleep onset; Psychology; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003624574,0.0002292568,0.0003251998,0.0003064831,0.00009695759,0.00001409345,0.0001122083,0.0002441981,0.000440616],"category_scores_gemma":[0.00006314221,0.0001612311,0.00005695683,0.0006546669,0.0002348507,0.00008766138,0.00004087953,0.0004284928,0.000005074263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001995949,"about_ca_system_score_gemma":0.0001125383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004348861,"about_ca_topic_score_gemma":0.00005281304,"domain_scores_codex":[0.9978787,0.0001664984,0.0006584622,0.0007772708,0.0001503484,0.0003687495],"domain_scores_gemma":[0.998688,0.0005910224,0.0002077729,0.0003373522,0.00005655636,0.0001192566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0165843,0.003467165,0.5871558,0.0005717432,0.00328582,0.004243586,0.009611756,0.0006703407,0.03154149,0.0004654654,0.01585054,0.3265521],"study_design_scores_gemma":[0.01945744,0.001414362,0.8847994,0.0006241183,0.001509496,0.004509731,0.0004721169,0.000824778,0.000412473,0.0002633449,0.08495697,0.000755731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870814,0.00423667,0.0003521385,0.0006612336,0.002607946,0.001305138,0.000009375523,0.0001426501,0.003603443],"genre_scores_gemma":[0.9973703,0.001280652,0.0001148859,0.0002804387,0.00007599777,0.0002993634,0.00002068249,0.00006259154,0.000495079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3257963,"threshold_uncertainty_score":0.6574815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008847853756365388,"score_gpt":0.3170689237414162,"score_spread":0.3082210699850508,"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."}}