{"id":"W4411707152","doi":"10.1111/epi.18520","title":"What defines response to vagus nerve stimulation in children with drug‐resistant epilepsy? A prospective cohort study from the <scp>CONNECTiVOS</scp> collaboration","year":2025,"lang":"en","type":"article","venue":"Epilepsia","topic":"Vagus Nerve Stimulation Research","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; BC Children's Hospital; University of Toronto; Université de Montréal; Hospital for Sick Children; Mental Health Research Canada","funders":"Canadian Institutes of Health Research; LivaNova","keywords":"Vagus nerve stimulation; Epilepsy; Drug Resistant Epilepsy; Medicine; Confidence interval; Prospective cohort study; Quality of life (healthcare); Vagus nerve; Cohort; Pediatrics; Anesthesia; Stimulation; Internal medicine; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001701404,0.0003681704,0.0004332147,0.0005080055,0.0005406866,0.0007698085,0.0006206518,0.00009843067,0.00003467465],"category_scores_gemma":[0.007433,0.0002773211,0.00006190697,0.004162794,0.0001463129,0.0008570311,0.0002437799,0.000441528,0.00009744976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004880807,"about_ca_system_score_gemma":0.0004290593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016728,"about_ca_topic_score_gemma":0.002462274,"domain_scores_codex":[0.9942548,0.002295821,0.0005928754,0.001280946,0.001032808,0.0005428012],"domain_scores_gemma":[0.9929438,0.00537437,0.0001929422,0.0009688383,0.0003882159,0.0001318016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001220675,0.0004335218,0.967265,0.00000295251,0.00005570039,0.00002352966,0.003662519,0.01518081,0.01014431,0.0007140532,0.001125935,0.0001709738],"study_design_scores_gemma":[0.002461854,0.0005417276,0.983087,0.0000998363,0.00004793511,0.000002295751,0.002496909,0.003211589,0.00694718,0.0008735519,0.0001044903,0.000125649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888815,0.0001080535,0.0003694331,0.001935363,0.0002876881,0.007804213,0.00008057865,0.0001498364,0.0003833951],"genre_scores_gemma":[0.9966775,0.00001010462,0.0001652193,0.0005517834,0.00007704504,0.001033505,0.00002466668,0.00004530287,0.001414938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01582197,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140901836034299,"score_gpt":0.2999520731221559,"score_spread":0.285861889518726,"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."}}