{"id":"W3215285311","doi":"10.1097/txd.0000000000001244","title":"Design and Methods of the Validating Injury to the Renal Transplant Using Urinary Signatures (VIRTUUS) Study in Children","year":2021,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Allergy and Infectious Diseases","keywords":"Urinary system; Renal transplant; Kidney transplant; Multicenter study; Kidney transplantation; Kidney","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":[0.0004896598,0.0001127471,0.0002036045,0.0000729009,0.0001015828,0.00001216144,0.00007290627,0.00005402409,0.00001751146],"category_scores_gemma":[0.00002996138,0.00006401685,0.00005769717,0.0003547819,0.00003559232,0.00004066048,0.00001011635,0.000172755,4.252813e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001372095,"about_ca_system_score_gemma":0.00009966917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001297866,"about_ca_topic_score_gemma":0.00001313558,"domain_scores_codex":[0.9985124,0.0007268679,0.0002493817,0.0001959588,0.0001859092,0.0001294906],"domain_scores_gemma":[0.9994579,0.0002416385,0.00005162,0.0001661755,0.00002845789,0.00005420236],"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":[0.003140321,0.001631013,0.333485,0.000245608,0.000829745,0.0003898215,0.02559977,0.02295649,0.5931408,0.00004139799,0.00004011225,0.01849987],"study_design_scores_gemma":[0.001466962,0.0002599262,0.73083,0.0005222057,0.0009617931,0.0002784591,0.0002909342,0.001087725,0.2641419,0.00002114266,0.000009175769,0.0001297982],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994141,0.00138055,0.003367371,0.0001369795,0.00005218264,0.000746954,0.00004493576,0.0000170573,0.0001129856],"genre_scores_gemma":[0.9959849,0.0002675326,0.003513196,0.000144123,0.00002362266,0.00001538973,0.00001243593,0.00001268518,0.00002615358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.397345,"threshold_uncertainty_score":0.2610531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840070339644921,"score_gpt":0.3458010569485998,"score_spread":0.3174003535521506,"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."}}