{"id":"W4412843741","doi":"10.1192/bjo.2025.10057","title":"Transcutaneous vagal nerve stimulation for the treatment of trauma- and stressor-related disorders: systematic review of randomised controlled studies","year":2025,"lang":"en","type":"review","venue":"BJPsych Open","topic":"Vagus Nerve Stimulation Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Carleton University; McGill University; Dalhousie University; University of Ottawa","funders":"","keywords":"PsycINFO; Medicine; CINAHL; MEDLINE; Meta-analysis; Psychological intervention; Randomized controlled trial; Vagus nerve stimulation; Stressor; Clinical psychology; Psychiatry; Internal medicine; Vagus nerve; Stimulation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00133971,0.0004915833,0.006113883,0.0002063131,0.0001949367,0.00006881107,0.0008814262,0.0001518967,0.0000457165],"category_scores_gemma":[0.004282751,0.0002527921,0.001156531,0.0006031144,0.0002048106,0.0000933872,0.00006957611,0.0001222,0.000002213384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000890577,"about_ca_system_score_gemma":0.0002283894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002176156,"about_ca_topic_score_gemma":0.00002222831,"domain_scores_codex":[0.9942818,0.001994323,0.002367828,0.0006077258,0.0004813485,0.0002669211],"domain_scores_gemma":[0.976119,0.02142986,0.001392629,0.000763685,0.0002392894,0.00005555917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001312301,0.0003113783,2.038959e-7,0.8360892,0.001274475,0.000002270958,0.0001979179,0.00007048211,0.000002797894,0.0003042856,0.00004676437,0.160388],"study_design_scores_gemma":[0.07369617,0.00137276,5.75773e-7,0.8896992,0.01693582,0.00001819277,0.00009210695,0.001908408,0.00002369417,0.000256649,0.01557051,0.0004259688],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006862534,0.9138185,0.0001138514,0.0001836413,0.0001385693,0.08497158,0.0002650529,0.00001583421,0.0004860473],"genre_scores_gemma":[0.0006183987,0.9876664,0.00004361824,0.00002082511,0.00001214312,0.00997448,0.00003280336,0.00003667146,0.001594676],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.159962,"threshold_uncertainty_score":0.9999924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1477707268717948,"score_gpt":0.466769942801914,"score_spread":0.3189992159301192,"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."}}