{"id":"W4410513009","doi":"10.3899/jrheum.2025-0390.pv230","title":"VALIDATION OF A SCORE FOR THE PREDICTION OF SERIOUS INFECTION IN PATIENTS WITH SYSTEMIC LUPUS ERYTHEMATOSUS: DATA FROM A LATIN AMERICAN LUPUS COHORT","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 lupus erythematosus; Lupus erythematosus; Systemic lupus; Systemic disease; Internal medicine; Cohort study; Immunology; Immunopathology; 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":[0.005785151,0.0006544028,0.0004430784,0.001381351,0.0005204835,0.001048604,0.0008970646,0.000643069,0.001303127],"category_scores_gemma":[0.008390207,0.000288705,0.0006828533,0.00106034,0.0004186292,0.000608102,0.001079697,0.0006914038,0.000537048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005292355,"about_ca_system_score_gemma":0.0007843437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005995307,"about_ca_topic_score_gemma":0.005441285,"domain_scores_codex":[0.9982945,0.0008827986,0.0001833418,0.0002921964,0.0002299977,0.0001170885],"domain_scores_gemma":[0.9949182,0.001417851,0.001566264,0.0007458043,0.0008565384,0.0004952592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002055385,0.0001201191,0.9973528,0.0000076011,0.00005512182,0.00003215942,0.0001022865,0.00007880384,0.0001199399,0.00001637773,0.0002217407,0.001687578],"study_design_scores_gemma":[0.0001353203,0.0004974626,0.9964427,0.00002296068,0.00006914344,0.0002227967,0.0004699416,0.001273174,0.00009416959,0.0000447165,0.0007173155,0.00001030982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979664,0.00007937988,0.0003427935,0.00006872482,0.000008649012,0.00007338903,0.001028862,0.000009057632,0.0004227384],"genre_scores_gemma":[0.9959888,0.00008684921,0.0006914421,0.00007290826,0.00002428905,0.0001889472,0.002767276,0.00001038016,0.0001690921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005995307,"threshold_uncertainty_score":0.03059518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022205905589296,"score_gpt":0.2880325650409107,"score_spread":0.2658266594516148,"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."}}