{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0244828,0.001144134,0.00271731,0.002265841,0.001778437,0.007092458,0.002891017,0.01007928,0.01236946],"category_scores_gemma":[0.02798625,0.0004603335,0.002851018,0.002180882,0.002331621,0.008790444,0.00348235,0.01707683,0.002958966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003355178,"about_ca_system_score_gemma":0.01247788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002174338,"about_ca_topic_score_gemma":0.004184463,"domain_scores_codex":[0.9921331,0.004579478,0.0007868897,0.0005273815,0.001280847,0.0006923776],"domain_scores_gemma":[0.9574158,0.01721934,0.003023135,0.001845837,0.0101564,0.01033947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004068326,0.003131943,0.01305882,0.008885227,0.001315121,0.000653947,0.0007121759,0.0003515794,0.00236454,0.02374693,0.3721974,0.569514],"study_design_scores_gemma":[0.002845828,0.004830239,0.02835282,0.04805663,0.00190203,0.001503728,0.004197669,0.0007990264,0.001625776,0.0753371,0.8302763,0.0002728463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003016061,0.3394086,0.001048544,0.6346176,0.01800401,0.00007468642,0.000187801,0.00009149575,0.003551179],"genre_scores_gemma":[0.03799339,0.5542809,0.01285473,0.2808931,0.1095982,0.00027573,0.0005387016,0.0001010973,0.003464253],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0244828,"threshold_uncertainty_score":0.129479,"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."}}