{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001506906,0.0006237003,0.0008890404,0.001409721,0.000544619,0.001150372,0.0005349531,0.0008259754,0.002088666],"category_scores_gemma":[0.004611673,0.0001296737,0.001007166,0.0008914002,0.0001317919,0.0007314316,0.0006086691,0.001095116,0.000492253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004962485,"about_ca_system_score_gemma":0.001180274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005401126,"about_ca_topic_score_gemma":0.008365116,"domain_scores_codex":[0.9990852,0.0002145655,0.00008647036,0.0001776631,0.0002638818,0.000172172],"domain_scores_gemma":[0.9981692,0.000521836,0.0004735419,0.00009299754,0.0004586763,0.000283681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0014759,0.0003947067,0.9088894,0.0001416201,0.0002253834,0.0003998365,0.0001423871,0.001519529,0.0008225994,0.0003416431,0.003157366,0.08248965],"study_design_scores_gemma":[0.00007718216,0.001915513,0.9708809,0.0002235298,0.0006402397,0.001843709,0.0003591776,0.01312985,0.002330054,0.001052773,0.007473232,0.00007385303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702387,0.003168428,0.006314002,0.00113507,0.000513961,0.0001774962,0.002703516,0.000263528,0.01548525],"genre_scores_gemma":[0.9922904,0.0004596695,0.003279787,0.0001586843,0.0001287257,0.0000693931,0.001137489,0.00001414869,0.0024616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005401126,"threshold_uncertainty_score":0.01073939,"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."}}