{"id":"W4410513223","doi":"10.3899/jrheum.2025-0390.pv222","title":"DIFFERENT PHENOTYPES OF SEVERE FLARES IN PATIENTS WITH SYSTEMIC LUPUS ERYTHEMATOSUS (SLE): RESULTS OF A CLUSTERING ANALYSIS IN A MONOCENTRIC COHORT.","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Medical and Biological Ozone Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cohort; Systemic disease; Systemic lupus; Systemic lupus erythematosus; Phenotype; Cohort study; Lupus erythematosus; Immunology; Internal medicine; Immunopathology; Disease; Antibody; Genetics","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":[0.001085431,0.0003018139,0.0005484215,0.001359791,0.0005604295,0.0005178067,0.0003156234,0.0003051566,0.001426983],"category_scores_gemma":[0.00221639,0.0002225825,0.0005074617,0.001115945,0.0002223254,0.0002761669,0.0008244197,0.0001681162,0.0002638489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003369988,"about_ca_system_score_gemma":0.0002964264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004145946,"about_ca_topic_score_gemma":0.00427593,"domain_scores_codex":[0.9991447,0.0002467827,0.00008410591,0.0002926584,0.0001173164,0.0001144582],"domain_scores_gemma":[0.9986265,0.0001855956,0.0005760678,0.0002035098,0.0002011945,0.0002072348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000489952,0.00003783007,0.9959697,0.00001595088,0.0001045596,0.0001199462,0.0001978149,0.00006192164,0.000438036,0.00001268537,0.0001305637,0.002421069],"study_design_scores_gemma":[0.00001723359,0.0001759503,0.9986339,0.00000380244,0.00003783669,0.0004024786,0.0003149005,0.0002322342,0.00004901481,0.00001259622,0.0001152251,0.000004847882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999575,0.00008554424,0.00008808548,0.00000746754,0.000001709568,0.00001062603,0.0001573434,0.000001733604,0.00007259505],"genre_scores_gemma":[0.999261,0.00004563541,0.0001264005,0.000008519237,0.000005781466,0.00001367056,0.0004654771,0.000002243537,0.00007124688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004145946,"threshold_uncertainty_score":0.00824362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00987378074737519,"score_gpt":0.2563479021158591,"score_spread":0.2464741213684839,"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."}}