{"id":"W4410513055","doi":"10.3899/jrheum.2025-0390.pv193","title":"DEMOGRAPHIC AND CLINICAL CHARACTERISTICS OF PATIENTS WITH SLE ACROSS 5 REGISTRIES – THE LUPUSNET FEDERATED DATA NETWORK","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; MEDLINE; Intensive care 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":[0.00705433,0.0001939759,0.0004962275,0.003462754,0.0006150291,0.001481609,0.0008290103,0.0004742146,0.002270353],"category_scores_gemma":[0.01695086,0.0002381342,0.0004967298,0.006523884,0.0003069227,0.001169994,0.001930156,0.000482392,0.0003948736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001701835,"about_ca_system_score_gemma":0.002048146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0200106,"about_ca_topic_score_gemma":0.0175061,"domain_scores_codex":[0.9932641,0.003090734,0.0009553729,0.001261704,0.0009259933,0.0005021041],"domain_scores_gemma":[0.9856442,0.003445293,0.005704157,0.001948544,0.001889816,0.001367945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003138575,0.00006766478,0.9892095,0.00003468609,0.0001272322,0.00006849693,0.0003060326,0.0006714109,0.0001004169,0.000293654,0.003110577,0.005696509],"study_design_scores_gemma":[0.00008783126,0.0001460387,0.9902825,0.00008586582,0.0001096515,0.0004220738,0.001087395,0.002342921,0.0001480849,0.0002824503,0.00497725,0.00002790533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670985,0.0002063574,0.001062372,0.0004028364,0.00001617523,0.0001449818,0.02898778,0.00005181028,0.002029197],"genre_scores_gemma":[0.9706249,0.0001201032,0.0017811,0.0001694602,0.00001929113,0.0002939111,0.02652197,0.00001664793,0.0004525485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0200106,"threshold_uncertainty_score":0.03978825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03045185480790393,"score_gpt":0.3426505605562651,"score_spread":0.3121987057483612,"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."}}