{"id":"W3160611305","doi":"10.1093/braincomms/fcab099","title":"Serum and cerebrospinal fluid biomarker profiles in acute SARS-CoV-2-associated neurological syndromes","year":2021,"lang":"en","type":"article","venue":"Brain Communications","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; McGill University; Douglas Mental Health University Institute","funders":"Medical Research Council; National Institute for Health and Care Research; Wellcome Trust","keywords":"Biomarker; Cerebrospinal fluid; Medicine; Neurofilament; Neuroinflammation; Encephalopathy; Brain damage; Pathology; Glial fibrillary acidic protein; Encephalomyelitis; Inflammation; Immunology; Internal medicine; Multiple sclerosis; Biology; Immunohistochemistry","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":[0.0003262317,0.0004397627,0.0004671606,0.001254495,0.0003022127,0.0005279661,0.0001700119,0.000387352,0.0008854741],"category_scores_gemma":[0.001503214,0.0001452786,0.0002265002,0.0007113487,0.000295921,0.0003542649,0.0003954072,0.0002685077,0.0002102388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646925,"about_ca_system_score_gemma":0.0001752088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001289735,"about_ca_topic_score_gemma":0.001087926,"domain_scores_codex":[0.999708,0.00005466924,0.00006605132,0.00005799576,0.00006640863,0.00004685357],"domain_scores_gemma":[0.9993005,0.0001122719,0.0003023465,0.00002319979,0.0001447428,0.0001170062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007436494,0.00005640635,0.9808029,0.00005174415,0.0000574876,0.0008647133,0.0001891091,0.0001033357,0.01431148,0.0000253179,0.00008932763,0.002704656],"study_design_scores_gemma":[0.00001402002,0.0004977707,0.9948155,0.00001567166,0.00002957103,0.001821991,0.0003160603,0.0002603496,0.001948718,0.00004323756,0.0002295604,0.000007445179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992717,0.0002670099,0.00006265871,0.00001202837,0.000004025885,0.000007493664,0.0001510956,0.000004090664,0.0002198939],"genre_scores_gemma":[0.9993125,0.00009074084,0.0001545964,0.00002219871,0.000006467443,0.00000955889,0.0003298685,0.000001287824,0.00007275624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001289735,"threshold_uncertainty_score":0.002962232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05152773358822279,"score_gpt":0.3562610499183319,"score_spread":0.3047333163301091,"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."}}