{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005392832,0.0000909086,0.000279169,0.00008257142,0.00001777926,0.000002590166,0.00004303976,0.0001194272,0.000171684],"category_scores_gemma":[0.0003020735,0.00007876994,0.00005696821,0.0003565192,0.0001226705,0.00002940463,0.00002999553,0.0001472247,0.00002784328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000759075,"about_ca_system_score_gemma":0.00005842138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092042,"about_ca_topic_score_gemma":0.00003078274,"domain_scores_codex":[0.9990491,0.0001183629,0.0002484125,0.0003122423,0.00009953514,0.0001723262],"domain_scores_gemma":[0.9994704,0.0001223966,0.00007802504,0.0002121979,0.00008284857,0.00003410966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007670039,0.0007984513,0.8725813,0.00002328628,0.00006867596,0.0008680761,0.00007319505,0.000004908979,0.1228669,0.0006098124,0.00002926954,0.001309098],"study_design_scores_gemma":[0.001867637,0.001100193,0.9913699,0.000006881522,0.00002601131,0.00009027336,0.00001226813,0.000176326,0.004389643,0.0005035403,0.0004105348,0.0000467853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936533,0.0004588067,0.00004870718,0.002645584,0.0001142523,0.000238394,0.00001014883,0.00002805015,0.002802742],"genre_scores_gemma":[0.9985291,0.000239021,0.00004723533,0.0009911758,0.00000639832,0.00001860221,0.0001147995,0.000009277767,0.00004444076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187886,"threshold_uncertainty_score":0.3212145,"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."}}