{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001310407,0.0002895838,0.000229111,0.0006422579,0.0002295411,0.000366344,0.0004094135,0.0004572819,0.001187902],"category_scores_gemma":[0.004174589,0.0001899817,0.0003797814,0.0005960069,0.0003693379,0.0002998332,0.0004480323,0.0005135118,0.0001393366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003439203,"about_ca_system_score_gemma":0.0005259943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004625639,"about_ca_topic_score_gemma":0.005075705,"domain_scores_codex":[0.9996287,0.0001225615,0.00002998625,0.00008057597,0.00007339346,0.00006470714],"domain_scores_gemma":[0.9974939,0.0007319015,0.0009406423,0.0001811002,0.0001797923,0.0004726929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006452195,0.00001180253,0.9994281,0.000001944012,0.00001328937,0.00002795158,0.000009875068,0.00007605748,0.00003752729,0.00000651983,0.00002354251,0.0002987963],"study_design_scores_gemma":[0.00000922793,0.0000608911,0.9985946,0.000002482195,0.00002016307,0.0002580518,0.00003759009,0.000887609,0.00004955484,0.00003359959,0.00004354837,0.000002620016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996597,0.00005539688,0.0000744552,0.00001965825,0.000001555263,0.000003304599,0.00008141571,0.000002244644,0.0001023656],"genre_scores_gemma":[0.9997645,0.00001060363,0.0000514507,0.000005457968,0.000003477829,0.000002502906,0.0001223251,7.031664e-7,0.00003895977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004625639,"threshold_uncertainty_score":0.009197474,"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."}}