{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000563366,0.0004447529,0.0005181985,0.001224563,0.0006338998,0.0008093663,0.0004751991,0.0006898133,0.001421359],"category_scores_gemma":[0.001753119,0.000647257,0.001005654,0.00140401,0.0004692213,0.0008541584,0.0006005999,0.0007442254,0.000282723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004726642,"about_ca_system_score_gemma":0.0005363541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01130299,"about_ca_topic_score_gemma":0.008926237,"domain_scores_codex":[0.9992514,0.0001328586,0.0001100469,0.0002631519,0.0001099962,0.0001325334],"domain_scores_gemma":[0.9985799,0.0002088739,0.0006201011,0.000172995,0.0001688052,0.0002493597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003875141,0.00001484834,0.9993631,0.000003532344,0.00003922028,0.0001205194,0.00005948315,0.000009685968,0.0001478417,0.000007060643,0.00002465293,0.0001713401],"study_design_scores_gemma":[0.000003732587,0.00008162409,0.9987289,0.00000363427,0.00002662803,0.0006382705,0.0003453124,0.00005665265,0.00003661605,0.00000604084,0.00006883638,0.000003770539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993444,0.0001364429,0.00005325771,0.00001498788,0.000004034411,0.000005231966,0.000287889,0.000002596156,0.0001511075],"genre_scores_gemma":[0.9994757,0.0001077754,0.00004512875,0.00001505485,0.000003678003,0.000007086311,0.0002866126,0.00000256427,0.00005649083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01130299,"threshold_uncertainty_score":0.02247435,"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."}}