{"id":"W4413825242","doi":"10.1016/j.sleep.2025.106790","title":"The prevalence of vagus nerve stimulator-induced sleep disordered breathing in children with refractory Epilepsy: A retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Vagus Nerve Stimulation Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; SickKids Foundation; Hospital for Sick Children; BC Children's Hospital; University of Toronto","funders":"","keywords":"Medicine; Retrospective cohort study; Epilepsy; Cohort; Refractory (planetary science); Anesthesia; Vagus nerve stimulation; Vagus nerve; Breathing; Pediatrics; Internal medicine; Psychiatry; Stimulation; Materials science","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":[],"consensus_categories":[],"category_scores_codex":[0.001712118,0.0002863927,0.000544381,0.0003973292,0.0003369727,0.00003038911,0.0008085645,0.00008590611,0.00008863836],"category_scores_gemma":[0.003888059,0.0001800152,0.00005294305,0.00185062,0.000478844,0.0001936431,0.0002313943,0.0007259611,0.000006079158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002612582,"about_ca_system_score_gemma":0.0001153161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009173454,"about_ca_topic_score_gemma":0.0001791422,"domain_scores_codex":[0.9958118,0.0007280958,0.0006827011,0.0008699837,0.001396613,0.0005107807],"domain_scores_gemma":[0.9972227,0.001115493,0.0002778197,0.001033008,0.0002411875,0.0001098078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002693082,0.0004035047,0.990126,0.00005016458,0.00007984577,0.00002184193,0.0008162388,0.000481218,0.005151126,0.0004009312,0.00003118063,0.00216868],"study_design_scores_gemma":[0.003743,0.001305769,0.9879395,0.0002176721,0.00009947156,0.00000748769,0.0003051504,0.00445303,0.001486064,0.0002802807,0.00000537013,0.00015722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939493,0.0003121069,0.0001533892,0.0007274759,0.0001930216,0.003005862,0.00001273086,0.00007180469,0.001574335],"genre_scores_gemma":[0.9990427,0.0000514265,0.00001622115,0.00009789121,0.00005870542,0.0001460595,0.000002658104,0.00002887629,0.0005554388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005093449,"threshold_uncertainty_score":0.7340808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865209236999647,"score_gpt":0.3160575451941189,"score_spread":0.2974054528241225,"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."}}