{"id":"W2791262390","doi":"10.1097/mnh.0000000000000405","title":"An update on predicting renal progression in IgA nephropathy","year":2018,"lang":"en","type":"review","venue":"Current Opinion in Nephrology & Hypertension","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto; Stornoway Diamond (Canada)","funders":"","keywords":"Proteinuria; Medicine; Renal function; Nephropathy; Internal medicine; Biomarker; Renal biopsy; Observational study; Cohort; Surrogate endpoint; Intensive care medicine; Urology; Kidney; Endocrinology","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":[0.0006926536,0.0008238241,0.002503818,0.001261028,0.0001358791,0.00003725826,0.0003146566,0.0008473416,0.0000549343],"category_scores_gemma":[0.0002092908,0.0005918476,0.0004870309,0.0008420432,0.0003016791,0.0001839873,0.0001960925,0.001556322,0.0002183271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002157187,"about_ca_system_score_gemma":0.0004456088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000130498,"about_ca_topic_score_gemma":0.000005829623,"domain_scores_codex":[0.995001,0.0007822834,0.001456658,0.001387135,0.0005560427,0.0008169351],"domain_scores_gemma":[0.9977539,0.0001627821,0.0005712602,0.00097337,0.0001658494,0.0003728699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007381038,0.001546305,0.001102587,0.01392278,0.00005175533,0.0001956992,0.00006541282,0.000003738584,0.00002204042,0.00006502149,0.009396956,0.9728896],"study_design_scores_gemma":[0.001678973,0.001856104,0.002570872,0.101679,0.0003237464,0.0004284618,0.00001632914,0.000772875,0.000001650955,0.00005726066,0.8901286,0.000486103],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007781949,0.9854709,0.000006161788,0.0002023199,0.004399772,0.001876063,0.00005212039,0.0001703965,0.00004033238],"genre_scores_gemma":[0.0007790531,0.9941932,0.0001117623,0.0003022143,0.002368448,0.0003010637,0.001831404,0.0001079265,0.000004909919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9724035,"threshold_uncertainty_score":0.9996533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08492301080425844,"score_gpt":0.402475252358527,"score_spread":0.3175522415542685,"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."}}