{"id":"W4285589419","doi":"10.1111/ene.15496","title":"Association of plasma neurofilament light chain with disease activity in chronic inflammatory demyelinating polyradiculoneuropathy","year":2022,"lang":"en","type":"article","venue":"European Journal of Neurology","topic":"Peripheral Neuropathies and Disorders","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"UK Dementia Research Institute; Medical Research Council Canada; Wolfson Foundation; Olav Thon Stiftelsen; Bethlehem Griffiths Research Foundation; Wellcome Trust; Familjen Erling-Perssons Stiftelse; H2020 European Research Council; Motor Neurone Disease Association; National Institute of Neurological Disorders and Stroke; University College London Hospitals Biomedical Research Centre; Alzheimer's Association","keywords":"Medicine; Polyradiculoneuropathy; Subclinical infection; Internal medicine; Gastroenterology; Disease; Antibody; Biomarker; Chronic inflammatory demyelinating polyneuropathy; Receiver operating characteristic; Immunology; Guillain-Barre syndrome","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001031916,0.0001703299,0.0003800127,0.0003013695,0.00009189625,0.000007635274,0.0001952905,0.00001781491,0.00006062772],"category_scores_gemma":[0.000267419,0.0001493689,0.0001292812,0.0002880539,0.00004994294,0.00009394157,0.0001504386,0.001033807,0.000002295126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001738028,"about_ca_system_score_gemma":0.0002841729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003667884,"about_ca_topic_score_gemma":0.00001231244,"domain_scores_codex":[0.9964783,0.001875813,0.0005728815,0.0002289063,0.0005164616,0.0003276341],"domain_scores_gemma":[0.9984893,0.0001206971,0.0009408633,0.0001902532,0.000086441,0.0001724712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03291991,0.00193441,0.5398533,0.0004173155,0.0002463921,0.05744954,0.002153164,0.04135329,0.3062373,0.0001080951,0.002102793,0.0152244],"study_design_scores_gemma":[0.009384571,0.01886936,0.9330105,0.00007086065,0.0001599761,0.001251204,0.0001105003,0.003775397,0.000607738,0.00001239171,0.03249824,0.0002492277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992036,0.0001897283,0.00002429821,0.006793107,0.0003304253,0.0001780603,0.000004861176,0.00001603024,0.0004275111],"genre_scores_gemma":[0.998239,0.0001004187,0.00001626659,0.001338213,0.000157782,0.000003252316,0.000001267608,0.00004955184,0.00009423518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3931572,"threshold_uncertainty_score":0.6091088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007001136193734528,"score_gpt":0.2111762437649309,"score_spread":0.2041751075711964,"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."}}