{"id":"W4390227112","doi":"10.1001/jamaneurol.2023.4894","title":"Looking Beyond Syndrome-Based Criteria for Autoimmune Encephalitis—The Need for Complementary Neural Antibody–Based Diagnostic Criteria","year":2023,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Medical Research Council","keywords":"Autoimmune encephalitis; Complement (music); Medicine; Encephalitis; Antibody; Immunology; Autoantibody; Biology; Virus","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":[0.0003653735,0.000405077,0.0007398056,0.0001749615,0.0004726947,0.00007670306,0.0003430615,0.0002543846,0.0004080544],"category_scores_gemma":[0.001036891,0.0003065237,0.00038059,0.0003899119,0.0002914116,0.00009549453,0.0001199831,0.0003782237,0.00003699136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002078973,"about_ca_system_score_gemma":0.00007029713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007832469,"about_ca_topic_score_gemma":0.000009011301,"domain_scores_codex":[0.9971967,0.000283546,0.0006296784,0.0007120364,0.0002369959,0.0009410396],"domain_scores_gemma":[0.9947252,0.004241385,0.0001952679,0.000595177,0.0001214715,0.0001215522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05255116,0.01022737,0.3853295,0.005105096,0.002453984,0.02241814,0.001322461,0.003719859,0.2595621,0.004152641,0.1356886,0.1174692],"study_design_scores_gemma":[0.0195691,0.01136857,0.7870942,0.000054082,0.0005311525,0.0002843317,0.00004589151,0.1473943,0.0004660861,0.002377424,0.0304003,0.0004145357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9218834,0.0002163884,0.002049844,0.07073528,0.001211829,0.002996186,0.0004746794,0.0003617427,0.00007064873],"genre_scores_gemma":[0.9551188,0.00001738218,0.0003423294,0.04064131,0.0001394234,0.001105654,0.002461102,0.00008590993,0.00008811892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4017647,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03405418643025401,"score_gpt":0.341755327129045,"score_spread":0.307701140698791,"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."}}