{"id":"W4410513002","doi":"10.3899/jrheum.2025-0390.pv242","title":"COMPREHENSIVE IMMUNOPROFILING OF PERIPHERY BLOOD IDENTIFIES KEY IMMUNE FEATURES ASSOCIATED WITH DISEASE PROGRESSION AND PATIENT STRATIFICATION OF SLE","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Stratification (seeds); Risk stratification; Immune system; Disease; Immunopathology; Immunology; Pathology; 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":[0.0003881801,0.0002515276,0.0002326853,0.001165352,0.0002209524,0.0005169578,0.0001365134,0.0002931433,0.002309222],"category_scores_gemma":[0.0004784479,0.00009792687,0.000181074,0.0005704415,0.0001268102,0.0001914457,0.000249387,0.0003031664,0.0005316566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173921,"about_ca_system_score_gemma":0.00008756126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002317792,"about_ca_topic_score_gemma":0.0003352354,"domain_scores_codex":[0.9997833,0.00004593477,0.00002324476,0.00007200583,0.00003912355,0.00003635292],"domain_scores_gemma":[0.9997533,0.00005662752,0.0000683422,0.00002344055,0.00003375781,0.000064664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00156382,0.0001023253,0.7306378,0.0001064996,0.00008919968,0.0005149032,0.0002200281,0.0004014397,0.2194838,0.0001482729,0.001147692,0.04558417],"study_design_scores_gemma":[0.00001272786,0.0004346675,0.9836935,0.00001558397,0.00005863659,0.00179669,0.0001391685,0.001103098,0.01111545,0.0001463011,0.001473105,0.0000111052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958695,0.0005620524,0.001326389,0.00003537243,0.000007043701,0.00002426077,0.001100042,0.00005214646,0.001023174],"genre_scores_gemma":[0.9974636,0.0001490056,0.001182863,0.00003550344,0.00001941815,0.00002347104,0.0007723462,0.000007430251,0.0003463821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002309222,"threshold_uncertainty_score":0.007725179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008905201034537511,"score_gpt":0.2556010978000322,"score_spread":0.2466958967654946,"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."}}