{"id":"W4200492621","doi":"10.1016/j.jtcvs.2021.12.044","title":"Commentary: Kidney at the heart of the matter","year":2021,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Kidney transplant; Renal function; Kidney; Medicine; Heart failure; Cardiology; Internal medicine; Intensive care medicine; Kidney transplantation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005102551,0.001163759,0.003169867,0.001100556,0.00584614,0.005945844,0.002972047,0.08919905,0.01365581],"category_scores_gemma":[0.04081013,0.001029436,0.001782136,0.001191962,0.003414025,0.00440843,0.001941611,0.06130712,0.01237853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006508058,"about_ca_system_score_gemma":0.009334542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067818,"about_ca_topic_score_gemma":0.01552417,"domain_scores_codex":[0.994723,0.001700264,0.000597777,0.000697271,0.001497652,0.0007841401],"domain_scores_gemma":[0.9824445,0.009110184,0.001194711,0.0003785779,0.003433451,0.003438605],"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":[0.00006017774,0.00001857082,0.0002524776,0.00004505359,0.00001854651,0.0006084025,0.00006308251,0.00003529633,0.00004678363,0.0008203891,0.9960542,0.001977086],"study_design_scores_gemma":[0.0003272356,0.00009228906,0.001523997,0.0008693861,0.0001197291,0.001844768,0.0006506336,0.0006411576,0.0002427804,0.009801506,0.9837397,0.0001466995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001674036,0.0005701486,0.00003371066,0.9683968,0.02941381,0.000008222521,0.00006691072,0.00001729785,0.001325597],"genre_scores_gemma":[0.001921904,0.0004702146,0.00008468756,0.9394842,0.05477474,0.00002684064,0.0000276605,0.0000170614,0.003192793],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08919905,"threshold_uncertainty_score":0.04721946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184262774944395,"score_gpt":0.2738760172161733,"score_spread":0.2520333894667293,"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."}}