{"id":"W4394754862","doi":"10.1007/s00467-024-06367-9","title":"Do we really need cyclophosphamide for lupus nephritis?","year":2024,"lang":"en","type":"article","venue":"Pediatric Nephrology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Lupus nephritis; Nephrology; Internal medicine; Rheumatology; Systemic lupus erythematosus; Rituximab; Cyclophosphamide; Intensive care medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007556123,0.0002959141,0.0006484898,0.0006852038,0.00009844729,0.00007466844,0.0002601699,0.0003896989,0.0004395165],"category_scores_gemma":[0.0004043394,0.0002551276,0.0002892107,0.0009418682,0.00010425,0.0001050156,0.0001251961,0.0004676667,0.0007140521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878562,"about_ca_system_score_gemma":0.0006199824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004727767,"about_ca_topic_score_gemma":0.00001237089,"domain_scores_codex":[0.9971718,0.0001006165,0.0006110581,0.0007332931,0.0004653121,0.0009179229],"domain_scores_gemma":[0.9976229,0.001189441,0.00007569019,0.0005714898,0.0002061795,0.0003343094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001493662,0.0002129853,0.140753,0.006875938,0.0004686078,0.001831901,0.001673744,0.000007686172,0.003834997,0.009424323,0.8050188,0.02840432],"study_design_scores_gemma":[0.004829636,0.001263823,0.001626383,0.0002016853,0.0007252632,0.03466805,0.0003671262,0.001024298,0.0001247835,0.009371328,0.9453114,0.0004862245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8302765,0.1348219,0.00217148,0.01959087,0.00465196,0.002971934,0.00008067058,0.0008646148,0.004570096],"genre_scores_gemma":[0.9030746,0.0457723,0.006139257,0.00255544,0.01321651,0.001472165,0.0001140802,0.0003387206,0.02731689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1402926,"threshold_uncertainty_score":0.9999901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919545394163523,"score_gpt":0.3057053014776452,"score_spread":0.2865098475360099,"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."}}