{"id":"W4410513163","doi":"10.3899/jrheum.2025-0390.pv239","title":"SYSTEMIC LUPUS ERYTHEMATOSUS (SLE) DIAGNOSTIC CHALLENGES, CLINICAL MANIFESTATIONS, AND PATIENT OUTCOMES","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 disease; Connective tissue disease; Lupus erythematosus; Systemic lupus erythematosus; Dermatology; Intensive care medicine; Immunopathology; Autoimmune disease; Immunology; Internal medicine; Disease; Antibody","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":[0.005242498,0.0002052831,0.0007340228,0.00172029,0.0003480691,0.001869605,0.0002645325,0.0004739598,0.003336888],"category_scores_gemma":[0.02224146,0.0001074274,0.0007232371,0.002566437,0.000311436,0.001201203,0.0007805727,0.0007576881,0.0004738116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007714766,"about_ca_system_score_gemma":0.002026621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00130705,"about_ca_topic_score_gemma":0.002102745,"domain_scores_codex":[0.9952551,0.002130077,0.001037899,0.0003796675,0.0009829673,0.00021433],"domain_scores_gemma":[0.9846858,0.008167434,0.00423748,0.0001959023,0.002195612,0.0005177475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008555928,0.00009057365,0.2233534,0.05769696,0.002402301,0.001134933,0.001654607,0.0003633023,0.0005979546,0.003141979,0.03396897,0.6747394],"study_design_scores_gemma":[0.0002685952,0.001047749,0.4348415,0.1431877,0.0110933,0.01941786,0.008791992,0.0006044811,0.001369617,0.01076119,0.3683753,0.0002408593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05753415,0.9165636,0.0007486346,0.01010026,0.0005492512,0.00008611696,0.003046547,0.00003175852,0.01133974],"genre_scores_gemma":[0.552753,0.4366134,0.002142334,0.00300522,0.001090786,0.0001784955,0.003279363,0.00001931596,0.0009181018],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005242498,"threshold_uncertainty_score":0.02772528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03360371993550983,"score_gpt":0.3414634676949667,"score_spread":0.3078597477594569,"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."}}