{"id":"W4415740586","doi":"10.1002/epi4.70173","title":"Autoimmune and paraneoplastic encephalitis–associated neuronal autoantibodies with serial EEG in adults with unexplained new‐onset seizures or worsening epilepsy","year":2025,"lang":"en","type":"article","venue":"Epilepsia Open","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"National Taiwan University; National Taiwan University Hospital","keywords":"Autoantibody; Epilepsy; Antibody; Emergency department; Electroencephalography; Autoimmune disease","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"],"consensus_categories":[],"category_scores_codex":[0.0001600407,0.0004201015,0.0009054471,0.0001726334,0.0002343855,0.0001401198,0.0002621984,0.0001570808,0.000329162],"category_scores_gemma":[0.0003541614,0.0002614378,0.00004856972,0.0006402958,0.000228749,0.0002165313,0.0002498389,0.0003971617,0.00001537894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005691885,"about_ca_system_score_gemma":0.0005038624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001578771,"about_ca_topic_score_gemma":0.001406904,"domain_scores_codex":[0.997807,0.0001850621,0.0004823927,0.0006944992,0.0002735229,0.0005575149],"domain_scores_gemma":[0.9988611,0.0004329671,0.000178745,0.0003277342,0.0000597224,0.0001397281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05717321,0.001221147,0.9269008,0.0001773085,0.0006372064,0.003844281,0.001420282,0.0003993837,0.0001344019,0.0005199661,0.001970483,0.005601548],"study_design_scores_gemma":[0.02041161,0.003259296,0.9719744,0.001546792,0.0001918098,0.0002017404,0.0003561374,0.0008483839,0.00002504489,0.0002072546,0.0006878324,0.0002897175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932244,0.0002744446,0.0000713747,0.002142322,0.0001220615,0.00161055,0.00004237259,0.0001177643,0.002394643],"genre_scores_gemma":[0.9920215,0.0001422701,0.0007482482,0.0009288123,0.00001382121,0.0001321134,0.0001963699,0.00003657572,0.005780273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04507359,"threshold_uncertainty_score":0.9999838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299294046925789,"score_gpt":0.2744574890927401,"score_spread":0.2614645486234822,"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."}}