{"id":"W3091781539","doi":"10.1016/j.seizure.2020.09.027","title":"Learnings from 30 years of reported efficacy and safety of vagus nerve stimulation (VNS) for epilepsy treatment: A critical review","year":2020,"lang":"en","type":"review","venue":"Seizure","topic":"Vagus Nerve Stimulation Research","field":"Neuroscience","cited_by":286,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Sherbrooke; Université de Montréal","funders":"","keywords":"Vagus nerve stimulation; Epilepsy; Neurostimulation; Medicine; Drug Resistant Epilepsy; Depression (economics); Anxiety; Mood; Intensive care medicine; Psychiatry; Vagus nerve; Internal medicine; 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003648602,0.000368232,0.002199083,0.0001506362,0.00008160964,0.00002549965,0.000278197,0.0002752417,0.0003215911],"category_scores_gemma":[0.01299194,0.0003218178,0.0005013895,0.0006408969,0.0002237213,0.00009205471,0.0001241943,0.0003496124,0.00002705217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009218849,"about_ca_system_score_gemma":0.0003618945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004875807,"about_ca_topic_score_gemma":0.000001376359,"domain_scores_codex":[0.9962714,0.000656162,0.001367198,0.0008785105,0.0005332798,0.0002934804],"domain_scores_gemma":[0.9932262,0.005007984,0.0008158913,0.0005816886,0.000187114,0.0001811102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008788203,0.0001287747,0.00002113656,0.02275392,0.0001073586,0.0000971282,0.00009702725,0.00003020527,0.0001193413,0.0003152132,0.0003463163,0.9758957],"study_design_scores_gemma":[0.001459087,0.000792128,0.0003541477,0.03036929,0.001780018,0.00004965417,0.00000496058,0.001005373,0.00009146846,0.0001425376,0.9635605,0.0003908729],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001870881,0.9951628,0.000254248,0.00020298,0.00009226453,0.003129883,0.0007961115,0.00005263478,0.0001219297],"genre_scores_gemma":[0.002276171,0.9964515,0.0005110988,0.00005584946,0.000100319,0.000102258,0.0002896581,0.00007444372,0.0001387074],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9755048,"threshold_uncertainty_score":0.9999234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1745658402292475,"score_gpt":0.4344742523572105,"score_spread":0.259908412127963,"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."}}