{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004964643,0.0004505556,0.0003080257,0.0008059634,0.0002597693,0.0003279058,0.0002389505,0.000448836,0.001240009],"category_scores_gemma":[0.002348603,0.0002276136,0.0002026031,0.0005179706,0.0002830442,0.0006313512,0.0003838125,0.0003163042,0.0002697881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001606637,"about_ca_system_score_gemma":0.00025816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001051764,"about_ca_topic_score_gemma":0.001840074,"domain_scores_codex":[0.9996389,0.00007913254,0.00007955023,0.00006638966,0.0000828943,0.00005304992],"domain_scores_gemma":[0.9990399,0.0002053444,0.0004746814,0.00003670466,0.0001077466,0.0001355018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009914348,0.00002279987,0.9938054,0.00001167166,0.000008919374,0.00345486,0.00004180229,0.00003156844,0.000298163,0.00001169441,0.0001095176,0.002104497],"study_design_scores_gemma":[0.00001936814,0.0002172028,0.9741882,0.00001786815,0.0000198552,0.02435414,0.0001520347,0.0005553541,0.0002020544,0.00003170532,0.0002378842,0.000004358781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985086,0.0004126642,0.0001473304,0.00005495409,0.000008563348,0.00001875627,0.00009126993,0.000007435305,0.0007502306],"genre_scores_gemma":[0.9994959,0.000153745,0.0001222671,0.00003302582,0.00002145449,0.000005737209,0.0001010643,9.626476e-7,0.00006589111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001240009,"threshold_uncertainty_score":0.004148245,"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."}}