{"id":"W4318475789","doi":"10.1007/s00467-023-05888-z","title":"Urine biomarker score captures response to induction therapy with lupus nephritis","year":2023,"lang":"en","type":"article","venue":"Pediatric Nephrology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institute of Diabetes and Digestive and Kidney Diseases; Dr. Ralph and Marian Falk Medical Research Trust; Center for Clinical and Translational Science, University of Cincinnati; Lupus Foundation of America","keywords":"Medicine; Lupus nephritis; Internal medicine; Subclinical infection; Biomarker; Systemic lupus erythematosus; Calprotectin; Gastroenterology; Nephrology; Proteinuria; Urine; Kidney; Renal biopsy; Immunology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010568,0.0002630735,0.0004865316,0.001440824,0.0001203171,0.00002484583,0.0002016505,0.0002600974,0.0003240964],"category_scores_gemma":[0.0003912859,0.0001960912,0.00008660061,0.002735362,0.0001098941,0.00007544691,0.0001178214,0.0003387617,0.0009290659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253961,"about_ca_system_score_gemma":0.0003565051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001414911,"about_ca_topic_score_gemma":0.00004115613,"domain_scores_codex":[0.9972947,0.000374515,0.0003665785,0.000591372,0.0006086079,0.0007642574],"domain_scores_gemma":[0.9982025,0.0004916607,0.00009082778,0.0006230766,0.0002332911,0.0003586273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02627194,0.0001776546,0.722959,0.0002221516,0.0002249325,0.001753511,0.001796822,0.0000211488,0.04459538,0.00003512354,0.1937349,0.00820746],"study_design_scores_gemma":[0.01089594,0.004495618,0.7886244,0.00006316292,0.0001586625,0.04370529,0.0007002847,0.00008494448,0.0007340182,0.0001802176,0.1497901,0.0005673034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867985,0.001279249,0.0000503266,0.009346454,0.0006062578,0.001252506,0.00001254438,0.0003987393,0.0002554638],"genre_scores_gemma":[0.9893821,0.001320529,0.0003389199,0.001813246,0.001425806,0.0003512069,0.00003989743,0.00009313138,0.00523515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06566542,"threshold_uncertainty_score":0.9998488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03766854366489667,"score_gpt":0.3058982911423,"score_spread":0.2682297474774033,"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."}}