{"id":"W4412874271","doi":"10.31138/mjr.040924.sai","title":"Serum Albumin as an Early Predictor of Proteinuria Recovery in Lupus Nephritis","year":2025,"lang":"en","type":"article","venue":"Mediterranean Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Proteinuria; Lupus nephritis; Albumin; Medicine; Internal medicine; Nephritis; Gastroenterology; Urology; Immunology; Kidney; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001556021,0.0002301231,0.00138084,0.00130768,0.00003348697,0.00001826683,0.0004549168,0.0003289059,0.0003554815],"category_scores_gemma":[0.001535211,0.0001917977,0.0002070979,0.0005620236,0.0002733756,0.0002779205,0.00007677849,0.0007450088,0.00001764591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001710931,"about_ca_system_score_gemma":0.0009303891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002179389,"about_ca_topic_score_gemma":0.0001121224,"domain_scores_codex":[0.9962554,0.0005569836,0.001731005,0.0002751711,0.000692384,0.0004890793],"domain_scores_gemma":[0.9977366,0.0003831719,0.00063119,0.0004758813,0.0004842702,0.0002888318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.003018785,0.0003475407,0.9727029,0.001817562,0.000295664,0.001094222,0.004827228,0.000003007249,0.00283699,0.0002078341,0.003601854,0.009246383],"study_design_scores_gemma":[0.05596678,0.01692883,0.1364781,0.04750995,0.0003895772,0.7006781,0.01186285,0.000720806,0.01353215,0.009826222,0.005257383,0.0008492775],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920726,0.002018115,0.0001482309,0.001651758,0.00256414,0.0007093012,0.000009684474,0.00001915586,0.0008070595],"genre_scores_gemma":[0.9975054,0.0004659253,0.0006971069,0.00008967247,0.00008841937,0.00002216384,0.000005019754,0.00003403776,0.001092274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8362249,"threshold_uncertainty_score":0.7821285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754103833587604,"score_gpt":0.2988172246099656,"score_spread":0.2812761862740895,"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."}}