{"id":"W4399231188","doi":"10.1002/epd2.20231","title":"Autoimmune‐associated seizure disorders","year":2024,"lang":"en","type":"review","venue":"Epileptic Disorders","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Autoimmune encephalitis; Immunology; Epilepsy; Medicine; Immunotherapy; Encephalitis; Status epilepticus; Autoantibody; Autoimmunity; Etiology; Limbic encephalitis; Antibody; Immune system; Pathology; Virus; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0002232451,0.001460286,0.00386167,0.000506406,0.0002350251,0.0001177034,0.0004824832,0.001150426,0.001234333],"category_scores_gemma":[0.0003430287,0.001015175,0.00277398,0.001318983,0.0003489157,0.00009559724,0.000321523,0.00178555,0.00431845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002785063,"about_ca_system_score_gemma":0.0005158495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009703148,"about_ca_topic_score_gemma":0.00007543484,"domain_scores_codex":[0.9952778,0.0002639804,0.001304593,0.001418831,0.0006367672,0.001098019],"domain_scores_gemma":[0.9978987,0.0002557539,0.0004443974,0.001086017,0.00004158962,0.0002735559],"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":[0.00002264384,0.001209346,0.00005760821,0.009289727,0.002346893,0.0001455398,0.00007475921,0.000001447391,5.679355e-8,0.0002985832,0.01130764,0.9752458],"study_design_scores_gemma":[0.00115707,0.0007950655,0.0003651025,0.009108981,0.01035902,0.00004203499,0.00004171869,0.00005810715,8.35268e-9,0.001976846,0.9752662,0.0008298603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002365435,0.9672309,0.00002034238,0.0006860873,0.00116715,0.002644782,0.0001206177,0.0009135082,0.02719293],"genre_scores_gemma":[0.0009001492,0.9806119,0.0000371451,0.0003313248,0.00007462397,0.000624375,0.001544719,0.0003748439,0.0155009],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9744159,"threshold_uncertainty_score":0.9998147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798245063405444,"score_gpt":0.3315868582145409,"score_spread":0.3036044075804864,"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."}}