{"id":"W4411276141","doi":"10.2215/cjn.0000000751","title":"Clinical and Histologic Predictors of Kidney Outcomes in C3 Glomerulopathy and Idiopathic Membranoproliferative GN","year":2025,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Complement system in diseases","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"Ministero della Salute; NIHR Imperial Biomedical Research Centre; Wellcome Trust; Alexion Pharmaceuticals","keywords":"Membranoproliferative glomerulonephritis; Medicine; Glomerulopathy; Glomerulonephritis; Pathology; Kidney; Internal medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002553227,0.0001846326,0.001820423,0.00008625644,0.00007221174,0.000003484069,0.0004860239,0.0002336287,0.00002151901],"category_scores_gemma":[0.002040692,0.0001208411,0.0006970245,0.000237443,0.006470281,0.00004873608,0.0003919596,0.0007499933,9.536876e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000261138,"about_ca_system_score_gemma":0.0004451432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004067846,"about_ca_topic_score_gemma":0.000008588304,"domain_scores_codex":[0.9948232,0.002236229,0.002352534,0.0002721792,0.00007502273,0.0002408771],"domain_scores_gemma":[0.9948229,0.002380298,0.002208098,0.0003208944,0.0001859997,0.0000818721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007922705,0.000435084,0.9733795,0.00007240982,0.0009769459,0.000002475916,0.0002475428,0.00000157585,0.004694824,0.0001375549,0.01711034,0.002149486],"study_design_scores_gemma":[0.003514138,0.001624553,0.9825304,0.0001795878,0.0002779064,0.00005099106,0.0009152149,0.000009821071,0.000167315,0.0009094147,0.00972484,0.00009581465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850927,0.004584114,0.00005242516,0.009118406,0.0008472231,0.0002301183,0.000030958,0.00000649089,0.00003755686],"genre_scores_gemma":[0.9849296,0.002131734,0.0002493375,0.01255934,0.00004781947,0.000003938332,0.000001138815,0.00000705344,0.00007007863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009150915,"threshold_uncertainty_score":0.9962335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02604173476380822,"score_gpt":0.3479982226348664,"score_spread":0.3219564878710582,"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."}}