{"id":"W3152485472","doi":"10.1212/wnl.0000000000011937","title":"Prospective Quantification of CSF Biomarkers in Antibody-Mediated Encephalitis","year":2021,"lang":"en","type":"article","venue":"Neurology","topic":"Autoimmune Neurological Disorders and Treatments","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary","funders":"National Center for Advancing Translational Sciences; National Institute on Aging","keywords":"Neurogranin; Snap; Medicine; Neuroinflammation; Biomarker; Modified Rankin Scale; Cerebrospinal fluid; Encephalitis; Receiver operating characteristic; Internal medicine; Hazard ratio; Autoimmune encephalitis; Pathology; Neuromyelitis optica; Confidence interval; Gastroenterology; Antibody; Inflammation; Immunology; Biology","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":[0.0005401429,0.0005686851,0.0003376784,0.0009193185,0.0003441407,0.0007454942,0.0002110649,0.0006097067,0.0005540351],"category_scores_gemma":[0.00223056,0.000218339,0.0002420622,0.000588907,0.0002555446,0.0004462658,0.0003929253,0.0003685427,0.0002812763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003687819,"about_ca_system_score_gemma":0.0002840905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002444758,"about_ca_topic_score_gemma":0.00192996,"domain_scores_codex":[0.9996753,0.00006349523,0.00005434227,0.0000856262,0.00006478667,0.00005649021],"domain_scores_gemma":[0.9989611,0.0001806781,0.000414291,0.00004368793,0.0002413557,0.0001588205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005693357,0.00004548745,0.9895602,0.00001547999,0.0000367612,0.0003518536,0.00006687715,0.0001069717,0.005968238,0.00001574351,0.00009501071,0.003168033],"study_design_scores_gemma":[0.00002054637,0.0004494195,0.9946942,0.00001210063,0.00003122806,0.001505563,0.0001259554,0.0004805081,0.002364025,0.00003618492,0.0002713776,0.000008905785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991243,0.0002831382,0.0001405821,0.00001460367,0.000005564196,0.0000108193,0.0001725902,0.000009894877,0.0002384336],"genre_scores_gemma":[0.9993538,0.00005945945,0.000213619,0.00002774787,0.000007852665,0.000008748709,0.0002501394,0.000001881093,0.00007670162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002444758,"threshold_uncertainty_score":0.004861057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729657404470706,"score_gpt":0.2941807987651598,"score_spread":0.2768842247204527,"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."}}