{"id":"W2915775190","doi":"10.1093/ndt/gfy302","title":"Is there long-term value of pathology scoring in immunoglobulin A nephropathy? A validation study of the Oxford Classification for IgA Nephropathy (VALIGA) update","year":2018,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Nephropathy; Immunoglobulin A; Term (time); Renal pathology; Antibody; Pathology; Immunology; Immunoglobulin G; Internal medicine; Kidney; Endocrinology; Diabetes mellitus","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":[0.02165108,0.0004971983,0.0006987892,0.001839239,0.0004853147,0.002612465,0.001653663,0.001251639,0.000678194],"category_scores_gemma":[0.03330038,0.0003317498,0.0009032385,0.001852748,0.0007947864,0.001667143,0.001395089,0.0008069021,0.000287217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006189753,"about_ca_system_score_gemma":0.0007892949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006917573,"about_ca_topic_score_gemma":0.007451557,"domain_scores_codex":[0.9939726,0.002630668,0.0007917398,0.001088744,0.001130764,0.0003854851],"domain_scores_gemma":[0.9559009,0.01681345,0.0112985,0.005858677,0.008370482,0.001757982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002480254,0.00001484487,0.9927468,0.00003200876,0.0001696138,0.00002874382,0.00008886083,0.00004582254,0.00005920734,0.00004519079,0.0004161903,0.006104736],"study_design_scores_gemma":[0.00001786931,0.0001067201,0.9973338,0.000107303,0.000177152,0.0001695465,0.0001328936,0.0002911903,0.00005452422,0.00007730389,0.001519414,0.00001224637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765452,0.01766471,0.0007975042,0.0007734487,0.0002547872,0.00003775602,0.001925361,0.0000166985,0.001984511],"genre_scores_gemma":[0.9947085,0.001665476,0.0004219992,0.0002733102,0.0001618008,0.00001698525,0.002505382,0.00001522824,0.0002311955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02165108,"threshold_uncertainty_score":0.1145032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206788031594021,"score_gpt":0.2960444967687406,"score_spread":0.2739766164528004,"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."}}