{"id":"W4409190555","doi":"10.1111/epi.18339","title":"Circumstances surrounding sudden unexpected death in epilepsy in children: A national case series","year":2025,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McMaster University; Children's Hospital of Eastern Ontario; Hospital for Sick Children; University of British Columbia; Western University; SickKids Foundation; University of Toronto","funders":"Ontario Brain Institute; Citizens United for Research in Epilepsy","keywords":"Medicine; Epilepsy; Pediatrics; Etiology; Pediatric epilepsy; Cause of death; Retrospective cohort study; Demographics; Surgery; Psychiatry; Internal medicine; Demography; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005331308,0.0004375486,0.0004145154,0.001221971,0.001588584,0.0008938454,0.0006591144,0.0008355061,0.001271918],"category_scores_gemma":[0.003071307,0.0003885783,0.0003535511,0.001638722,0.001114601,0.001032621,0.001271524,0.001025342,0.0002576775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443064,"about_ca_system_score_gemma":0.001908413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01259117,"about_ca_topic_score_gemma":0.02875761,"domain_scores_codex":[0.999114,0.0001193411,0.0001530702,0.0001611085,0.0002254531,0.0002270394],"domain_scores_gemma":[0.9976348,0.000375507,0.001287012,0.0001204178,0.0002134338,0.0003688308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000018003,0.00002171321,0.9180039,0.00004084256,0.00002146633,0.07851455,0.0006482744,0.00006546389,0.0001950181,0.00009602356,0.000455691,0.001918918],"study_design_scores_gemma":[0.000008668377,0.00009179319,0.4630828,0.0001265798,0.00004177696,0.528948,0.005331356,0.000209929,0.0002255198,0.0001066877,0.001803318,0.00002349718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968998,0.0009109607,0.0001773208,0.000202779,0.00002032425,0.00003836198,0.0002204393,0.000007285989,0.001522712],"genre_scores_gemma":[0.9982812,0.0008826733,0.0003106478,0.0001244665,0.00003432364,0.00001514394,0.00025127,0.000004111472,0.00009609993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259117,"threshold_uncertainty_score":0.0250358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02210147743272506,"score_gpt":0.3266768181598996,"score_spread":0.3045753407271746,"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."}}