{"id":"W4410855298","doi":"10.34067/kid.0000000796","title":"Steps Forward for Cardio-Kidney-Metabolic Research in Transplant Recipients","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Metabolism and Genetic Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"","keywords":"Kidney transplant; Internal medicine; Medicine; Intensive care medicine; Cardiology; Kidney transplantation; Kidney; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000957978,0.0001679325,0.000263772,0.0002511125,0.0001088353,0.00003131766,0.0003693938,0.0002019018,0.00001877273],"category_scores_gemma":[0.0003118758,0.0001638777,0.0001535673,0.0004016944,0.0001004279,0.000003590716,0.00008539267,0.000146926,0.00001492232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000651083,"about_ca_system_score_gemma":0.0003855779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006530622,"about_ca_topic_score_gemma":0.00006155123,"domain_scores_codex":[0.9982482,0.0001601618,0.0002877786,0.0005285752,0.0002207398,0.0005545643],"domain_scores_gemma":[0.9990911,0.00003146831,0.00002866802,0.0005173059,0.0001281243,0.0002033511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001656883,0.0006718743,0.1385679,0.0004762158,0.000563335,0.00001208279,0.000732863,0.000138205,0.1948409,0.01121795,0.5482223,0.1028995],"study_design_scores_gemma":[0.002185363,0.00007904658,0.01828086,0.00006955272,0.0000339841,0.000001521471,0.0001020941,0.0000407719,0.04167501,0.001589979,0.9357452,0.0001966276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178728,0.01391436,0.008689745,0.004076121,0.002523743,0.002445493,0.0008023621,0.00003618073,0.04963922],"genre_scores_gemma":[0.9872473,0.002015822,0.0009865074,0.001357895,0.0002305525,0.0003706482,0.000448162,0.00003014955,0.007312898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3875229,"threshold_uncertainty_score":0.6682737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334722365452025,"score_gpt":0.3387785632191937,"score_spread":0.3154313395646735,"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."}}