{"id":"W4313312682","doi":"10.1111/petr.14460","title":"Noninvasive testing for mycophenolate exposure in children with renal transplant using urinary metabolomics","year":2022,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Manitoba; University of British Columbia; Children's Hospital of Winnipeg; Children's Hospital Research Institute of Manitoba; George & Fay Yee Centre for Healthcare Innovation; BC Children's Hospital","funders":"Canadian Institutes of Health Research; Kidney Foundation of Canada","keywords":"Medicine; Urine; Metabolite; Urinary system; Kidney transplantation; Transplantation; Internal medicine; Urology; Cohort; Prospective cohort study","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":[],"consensus_categories":[],"category_scores_codex":[0.0001688364,0.000231666,0.0003225134,0.0003352527,0.000252964,0.00001551761,0.00008090568,0.00005347989,0.00003012523],"category_scores_gemma":[0.000004679849,0.000203792,0.00009792058,0.0005784557,0.00001646675,0.0001417593,0.000004538962,0.0002299237,0.000001568978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001049223,"about_ca_system_score_gemma":0.0001993841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000123603,"about_ca_topic_score_gemma":0.00001359239,"domain_scores_codex":[0.9985043,0.0000654894,0.0003947605,0.0003746196,0.0003382077,0.0003226578],"domain_scores_gemma":[0.9994142,0.0001698774,0.0001455987,0.0001231032,0.00005537704,0.0000918408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002048431,0.0003191036,0.9839789,0.0003219518,0.0001394209,0.0004996972,0.000983416,0.01074352,0.0006993991,0.00003069268,7.776131e-7,0.0002346363],"study_design_scores_gemma":[0.01286839,0.001797919,0.9729086,0.00008042854,0.002568497,0.007421844,0.00005522179,0.0009658365,0.0009874087,0.00004919034,0.000004052379,0.0002926184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921447,0.0003981522,0.005221239,0.00003478584,0.00007182066,0.001249535,0.0007484325,0.00006005066,0.00007125294],"genre_scores_gemma":[0.9816107,0.0006698866,0.01598303,0.00007876958,0.000123122,0.0002240913,0.001238433,0.00004477133,0.00002725814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01107035,"threshold_uncertainty_score":0.8310397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549610262691432,"score_gpt":0.2625003276302084,"score_spread":0.2370042250032941,"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."}}