{"id":"W4206573422","doi":"10.1016/j.msard.2022.103535","title":"High or increasing serum NfL is predictive of impending multiple sclerosis relapses","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Electricity Association; University of Manitoba; Ottawa Hospital","funders":"","keywords":"Medicine; Multiple sclerosis; Expanded Disability Status Scale; Biomarker; Proportional hazards model; Internal medicine; Oncology; McDonald criteria; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000713504,0.0003091917,0.0002695136,0.0005116421,0.0003552582,0.0004928405,0.0003268263,0.000392716,0.002531415],"category_scores_gemma":[0.00278641,0.0001248677,0.0002522221,0.0004138724,0.0003276489,0.0001982163,0.0002060779,0.0005570103,0.0003302283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006456536,"about_ca_system_score_gemma":0.0007078875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01964302,"about_ca_topic_score_gemma":0.02860493,"domain_scores_codex":[0.9997737,0.00003985454,0.00001544323,0.00005277402,0.00007272778,0.00004553524],"domain_scores_gemma":[0.9983062,0.0003278418,0.0007292379,0.00007136122,0.000226346,0.0003390117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004071603,0.00002496679,0.996863,0.000009434881,0.00002613201,0.00004129815,0.00002523807,0.00004710005,0.0004042409,0.000008531048,0.0001002102,0.002042771],"study_design_scores_gemma":[0.000009351614,0.0001091539,0.9988583,0.000007801905,0.00004026552,0.0002350497,0.00004770057,0.0003301679,0.0001501576,0.00002576197,0.0001831656,0.000003108564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985421,0.000369568,0.00006839447,0.00006372592,0.00000603793,0.000008154366,0.0002144049,0.00001013056,0.0007173893],"genre_scores_gemma":[0.9994553,0.00007389886,0.00008808434,0.00001334415,0.0000085559,0.000003960539,0.0001615609,0.00000155358,0.0001937426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01964302,"threshold_uncertainty_score":0.03905737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04458607865476119,"score_gpt":0.2648251562306154,"score_spread":0.2202390775758542,"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."}}