{"id":"W4206073738","doi":"10.1093/jalm/jfab127","title":"Clinical Sensitivity, Specificity, and Predictive Value of Neural Antibody Testing for Autoimmune Encephalitis","year":2021,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Predictive value; Autoimmune encephalitis; Antibody; Medicine; Immunology; Encephalitis; Sensitivity (control systems); Virology; Internal medicine; Autoantibody; Virus; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00191196,0.0001812604,0.0009238938,0.00006359012,0.0001045015,0.00000519424,0.00008678577,0.0001031636,0.00002666847],"category_scores_gemma":[0.001354569,0.0001028112,0.00009142563,0.0003693456,0.0006495745,0.000048232,0.00008195767,0.0004529292,5.720028e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001808063,"about_ca_system_score_gemma":0.0002108943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007415825,"about_ca_topic_score_gemma":7.487694e-7,"domain_scores_codex":[0.9980183,0.0002523538,0.0009524782,0.0001800134,0.0003927483,0.0002041222],"domain_scores_gemma":[0.996005,0.002143717,0.0006979333,0.0002515942,0.0007759758,0.000125804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01063222,0.002572667,0.1405293,0.0005794829,0.001841266,0.001814676,0.002161421,0.0004829643,0.7980849,0.004489076,0.001510342,0.03530164],"study_design_scores_gemma":[0.01003828,0.007331133,0.9671623,0.0004577179,0.001650662,0.0008608691,0.001867954,0.002343857,0.005328774,0.001929283,0.000878215,0.0001510162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925124,0.002800665,0.0009714573,0.002137745,0.0002818667,0.000368553,0.00003420495,0.00001375449,0.000879362],"genre_scores_gemma":[0.9970453,0.0005987816,0.0009804429,0.00100059,0.0003192108,0.00000236695,0.00001269473,0.00001962214,0.00002094198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8266329,"threshold_uncertainty_score":0.4192519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03616426306152416,"score_gpt":0.3346713973784539,"score_spread":0.2985071343169297,"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."}}