{"id":"W4410715611","doi":"10.3899/jrheum.2025-0390.pt010","title":"SYSTEMIC LUPUS ERYTHEMATOSUS DISEASE COURSE CLASSIFICATION FROM IMMUNOGLOBULIN-G-DERIVED N-GLYCANS ANALYZED VIA THE GLYCOTYPER™ LIQUID BIOPSY PLATFORM","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; Glycan; Immunoglobulin G; Biopsy; Antibody; Lupus erythematosus; Systemic lupus erythematosus; Immunology; Disease; Pathology; Glycoprotein; Molecular biology","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":[0.0002860607,0.0002346288,0.0001675877,0.0006373615,0.0001242623,0.0003051234,0.0001476093,0.0002263038,0.001696092],"category_scores_gemma":[0.000257282,0.00007514703,0.0001672895,0.0003188982,0.0001121046,0.0001447126,0.0002056677,0.0002399798,0.0003492534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000137338,"about_ca_system_score_gemma":0.00008456441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005983239,"about_ca_topic_score_gemma":0.0009315304,"domain_scores_codex":[0.9998564,0.00003218248,0.00001270246,0.00003585942,0.00003952176,0.00002327718],"domain_scores_gemma":[0.9998688,0.00003150802,0.00003220232,0.000007717515,0.00003623882,0.00002360486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002901684,0.0001572294,0.3828616,0.0001787088,0.0001275758,0.0006329645,0.0001934964,0.0003962872,0.5453474,0.0001358774,0.001208085,0.06585909],"study_design_scores_gemma":[0.00003772941,0.0009429447,0.9148155,0.0000253391,0.0001228453,0.00284224,0.0001751791,0.00479166,0.07313709,0.0001615718,0.002922859,0.00002506042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955146,0.000727513,0.001956886,0.00004404796,0.00001562541,0.00003027265,0.0003959405,0.00004791568,0.001267248],"genre_scores_gemma":[0.9936379,0.0003851649,0.004457023,0.0000516885,0.00001536998,0.00003679732,0.0006504176,0.000007179643,0.0007583954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001696092,"threshold_uncertainty_score":0.005673945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079538224479208,"score_gpt":0.2951645389610403,"score_spread":0.2743691567162482,"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."}}