{"id":"W4414085488","doi":"10.1111/petr.70172","title":"Routine Doppler Ultrasonography Does Not Differentiate Acute Tubular Necrosis and Rejection in Early Pediatric Kidney Transplantation","year":2025,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Acute tubular necrosis; Ultrasonography; Limiting; Kidney transplantation; Hemodynamics; Doppler ultrasound; Graft rejection; Transplantation; Ultrasonography doppler","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":[],"consensus_categories":[],"category_scores_codex":[0.0002479284,0.0002733314,0.0003671063,0.00096654,0.000122011,0.00006060988,0.00007524517,0.0002091054,0.00001317579],"category_scores_gemma":[0.00002807057,0.0002120565,0.0001638227,0.0009615234,0.00003849786,0.0002786121,0.000006762119,0.0002902213,0.000006471369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003149417,"about_ca_system_score_gemma":0.00006745185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002810942,"about_ca_topic_score_gemma":0.0000617732,"domain_scores_codex":[0.9982911,0.0001111615,0.0005062621,0.0004885793,0.000281487,0.000321348],"domain_scores_gemma":[0.9994117,0.0001129168,0.0001083069,0.0001687497,0.0000701364,0.0001281648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001012819,0.000135863,0.9884254,0.001639918,0.00006882243,0.00009720169,0.001570981,0.00001176754,0.006513425,0.00006379867,0.00004026411,0.0004196797],"study_design_scores_gemma":[0.004503889,0.0001694949,0.9808027,0.00007310724,0.00290984,0.00009394404,0.00002978834,0.0000707192,0.01091179,0.0002010835,0.00000761648,0.0002261028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99187,0.0003888567,0.005775124,0.000520908,0.0003580451,0.0006038804,0.000196952,0.0001496942,0.0001365466],"genre_scores_gemma":[0.9209247,0.07736955,0.0006073639,0.0001852842,0.0001883089,0.00008132328,0.0004582547,0.00001890769,0.0001662924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0769807,"threshold_uncertainty_score":0.8647411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006885606025962154,"score_gpt":0.2393501160186186,"score_spread":0.2324645099926564,"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."}}