{"id":"W4366425768","doi":"10.1177/20543581231168085","title":"Plasma Branched-Chain Amino Acid Concentrations and Glucose Homeostasis in Kidney Transplant Recipients and Candidates","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Astellas Pharma; Astellas Pharma Canada","keywords":"Medicine; Homeostasis; Glucose homeostasis; Internal medicine; Kidney; Endocrinology; Nephrology; Amino acid; Renal transplant; Biochemistry; Diabetes mellitus; Biology; Insulin resistance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003978029,0.0002526813,0.0002359587,0.000505543,0.0003990947,0.0006080663,0.0001627423,0.0002705478,0.001503921],"category_scores_gemma":[0.001469465,0.0001570231,0.0002189064,0.000568389,0.0002601078,0.000295122,0.0002862604,0.0003867981,0.0002239389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003806277,"about_ca_system_score_gemma":0.0002680999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003576824,"about_ca_topic_score_gemma":0.00384225,"domain_scores_codex":[0.9997875,0.00003950095,0.00002086769,0.00003669383,0.00005672005,0.00005875289],"domain_scores_gemma":[0.9991758,0.0001233118,0.0003185498,0.00002876358,0.00006743234,0.0002861639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002497484,0.00002815477,0.9985163,0.000005610296,0.0000170709,0.0000676655,0.00007421891,0.00001362297,0.0003667182,0.000004910899,0.00002090191,0.0006350096],"study_design_scores_gemma":[0.000004244637,0.000189979,0.9993325,0.000002348112,0.0000119877,0.0001613521,0.0001231487,0.00004253972,0.00008099603,0.000005763695,0.00004362455,0.000001471694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999737,0.00009169385,0.00001810357,0.000008483689,0.000001695368,0.000001968841,0.00003663637,8.585496e-7,0.0001037175],"genre_scores_gemma":[0.9998069,0.00004079581,0.00002080235,0.00001146739,0.000003387593,0.000002098564,0.00005841651,4.668047e-7,0.00005567554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003576824,"threshold_uncertainty_score":0.007111967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056211107336436,"score_gpt":0.2461615754788427,"score_spread":0.2355994644054783,"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."}}