{"id":"W4410513072","doi":"10.3899/jrheum.2025-0390.pv044","title":"SERUM NEUROFILAMENT LIGHT TO DISTINGUISH AND MONITOR ACTIVITY IN A COHORT OF NEUROPSYCHIATRIC SYSTEMIC LUPUS ERYTHEMATOSUS","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cohort; Systemic disease; Cohort study; Immunology; Immunopathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005214528,0.000378243,0.0002545568,0.000867816,0.0003958066,0.0006917359,0.0002549544,0.0004613494,0.001253836],"category_scores_gemma":[0.001528671,0.0002305036,0.0001636603,0.0003877671,0.0002564875,0.0004094591,0.0003128523,0.0005030986,0.0003362356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002396627,"about_ca_system_score_gemma":0.000174122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221288,"about_ca_topic_score_gemma":0.001351578,"domain_scores_codex":[0.99972,0.00007286126,0.00003132144,0.00007766701,0.00005953067,0.00003851926],"domain_scores_gemma":[0.999458,0.0001005395,0.0001816509,0.00003943694,0.00006876297,0.0001515758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002275315,0.00006187675,0.9963453,0.000004759733,0.00001371231,0.0002290247,0.00008683342,0.00002656965,0.001347512,0.000009322038,0.00008076116,0.001566759],"study_design_scores_gemma":[0.00001068236,0.0002295638,0.9977834,0.00000341351,0.00001180081,0.00124793,0.0001089232,0.0002117846,0.0002215157,0.00001637144,0.0001514993,0.000003149102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999551,0.00008570436,0.00004432575,0.00001622201,0.000003890551,0.000006388002,0.00005347787,0.000003043608,0.000235811],"genre_scores_gemma":[0.9995584,0.00003861752,0.00009027707,0.00002118592,0.00001119252,0.000008071985,0.0001048815,0.000001575406,0.0001656969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001253836,"threshold_uncertainty_score":0.004194498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034198586032149,"score_gpt":0.285494268460847,"score_spread":0.2751522826005255,"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."}}