{"id":"W4225145323","doi":"10.1016/j.kint.2022.02.042","title":"Application of the International IgA Nephropathy Prediction Tool one or two years post-biopsy","year":2022,"lang":"en","type":"article","venue":"Kidney International","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of British Columbia","funders":"College of Medicine, University of Florida; Canadian Institutes of Health Research; University of North Carolina at Chapel Hill; Instituto de Investigación Sanitaria Fundación Jiménez Díaz; Nanjing University; Jikei University School of Medicine; Tartu Ülikool; St Vincent's Hospital Melbourne; Fondazione Ricerca Molinette; University of Miyazaki; Radboud Universitair Medisch Centrum; Università degli Studi di Torino; Oxford University Hospitals NHS Foundation Trust; Leids Universitair Medisch Centrum; Chinese University of Hong Kong; National and Kapodistrian University of Athens; Karolinska Institutet; University of North Carolina Wilmington; Universiteit van Amsterdam; Erasmus Medisch Centrum; University of Oxford; Istanbul Üniversitesi; Imperial College London; Peking University First Hospital; Sapienza Università di Roma; Mayo Clinic; Ospedale Pediatrico Bambino Gesù; Universidad Autónoma de Madrid; Warszawski Uniwersytet Medyczny; Toronto East General Hospital Foundation; Health Sciences Center New Orleans, Louisiana State University; Universiteit Leiden; Univerzita Karlova v Praze; Deutsches Krebsforschungszentrum; Peking University; Śląski Uniwersytet Medyczny; Cedars-Sinai Medical Center; Wakayama Medical University; Aristotle University of Thessaloniki; Vanderbilt University; Fujita Health University; Hacettepe Üniversitesi; University of Toronto; Case Western Reserve University","keywords":"Nephropathy; Medicine; Biopsy; Renal biopsy; Internal medicine; Pathology; Endocrinology; Diabetes mellitus","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001636284,0.00009103813,0.0001187193,0.0001284119,0.00008819799,0.00002071607,0.000341025,0.00002548181,0.00194187],"category_scores_gemma":[0.00030501,0.00007141293,0.0001479737,0.0001917219,0.00006602656,0.0001001195,0.0002509208,0.0001784561,0.00002639621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937459,"about_ca_system_score_gemma":0.0002678522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001242611,"about_ca_topic_score_gemma":0.000003148637,"domain_scores_codex":[0.9984323,0.00003214144,0.0003114092,0.0002105742,0.0009091008,0.0001044238],"domain_scores_gemma":[0.9992215,0.00002785719,0.0001776646,0.0002439892,0.0002415622,0.00008739807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006509396,0.003637561,0.3841187,0.0001736515,0.001687618,0.00009812589,0.001726849,0.001113134,0.3958051,0.02985938,0.1202097,0.05506075],"study_design_scores_gemma":[0.003522136,0.0003214027,0.746622,0.0001147653,0.0001819291,0.0003825158,0.0004234249,0.01209152,0.002534171,0.0007810883,0.232839,0.0001860922],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574571,0.00008641788,0.001387854,0.02579932,0.003381263,0.0007697512,0.003596568,0.0001269138,0.007394779],"genre_scores_gemma":[0.9928229,0.00002288872,0.0004593249,0.00310152,0.0004858307,0.0001469861,0.0008246071,0.00001595452,0.002120028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3932709,"threshold_uncertainty_score":0.9989705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009638496301936233,"score_gpt":0.2581278062672364,"score_spread":0.2484893099653002,"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."}}