{"id":"W4410715670","doi":"10.3899/jrheum.2025-0390.pt002","title":"COMPLEMENTARY LUPUS-SPECIFIC INDEXES INFORMED BY SELECT IMMUNE MEDIATORS CHARACTERIZE RISK OF CONCURRENT DISEASE ACTIVITY AND FUTURE IMPENDING FLARE IN 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; Systemic lupus erythematosus; Immunology; Immune system; Lupus erythematosus; Immunopathology; Systemic disease; Flare; Connective tissue disease; Disease; Autoimmune disease; Antibody; 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":[0.001347652,0.0003689735,0.0004041252,0.001131963,0.0002015575,0.000676356,0.0002854698,0.0003072851,0.00157613],"category_scores_gemma":[0.003697357,0.0001181995,0.0003502644,0.0008783646,0.0001882662,0.0004670931,0.0004058045,0.000573907,0.0003227345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002877981,"about_ca_system_score_gemma":0.0001940556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007044557,"about_ca_topic_score_gemma":0.001188246,"domain_scores_codex":[0.9996314,0.0001522274,0.00004770172,0.00005822095,0.00007647193,0.0000339953],"domain_scores_gemma":[0.997875,0.0006960123,0.0009677801,0.0001125768,0.0001576906,0.0001909257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000652771,0.00005154427,0.9879673,0.0000261125,0.00006077629,0.00004755001,0.00005008808,0.0002148852,0.001038513,0.00002892985,0.0001251318,0.009736589],"study_design_scores_gemma":[0.0000177185,0.0004557099,0.9970571,0.00001063773,0.00006152228,0.0002877219,0.00009194135,0.001068415,0.000593702,0.00009497991,0.0002529023,0.000007582804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997348,0.0007909269,0.000528083,0.00003785054,0.000006786208,0.00002170611,0.0003226009,0.00002372015,0.0009203486],"genre_scores_gemma":[0.9988674,0.0001317441,0.0006092485,0.00001481707,0.00001248539,0.00001154785,0.0002198706,0.000003245172,0.0001296945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00157613,"threshold_uncertainty_score":0.007127106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153908524595962,"score_gpt":0.2810962054481322,"score_spread":0.2695571202021726,"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."}}