{"id":"W2019168082","doi":"10.1093/ndt/gft479","title":"Biomarkers of inflammation, fibrosis, cardiac stretch and injury predict death but not renal replacement therapy at 1 year in a Canadian chronic kidney disease cohort","year":2013,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Paul's Hospital; London Health Sciences Centre; Université de Montréal; BC Cancer Agency; University of Manitoba; Memorial University of Newfoundland; University of British Columbia","funders":"","keywords":"Medicine; Renal replacement therapy; Kidney disease; Inflammation; Fibrosis; Cohort; Disease; Internal medicine; Renal injury; Acute kidney injury; Kidney; Pathology; Cardiology","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":[0.0002466821,0.0001898947,0.0003916426,0.0003749467,0.00006828177,0.0000141013,0.0000604438,0.000135502,0.0006312515],"category_scores_gemma":[0.00005540637,0.0001793506,0.0001202442,0.000211384,0.0001254734,0.0001504223,0.000009253052,0.00009313666,0.00001884862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003885163,"about_ca_system_score_gemma":0.001258945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04092235,"about_ca_topic_score_gemma":0.009847932,"domain_scores_codex":[0.998438,0.0001386556,0.0004364178,0.0003729887,0.0002409199,0.0003730214],"domain_scores_gemma":[0.9986882,0.00007836961,0.0001093128,0.0002880187,0.0000870196,0.0007491173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001982565,0.00004527917,0.9331344,0.0002174364,0.0005668682,0.000008956562,0.0002886133,0.00001732823,0.06061605,0.00002370077,0.00148261,0.001616243],"study_design_scores_gemma":[0.003603149,0.000282561,0.9775575,0.0001059841,0.0007975208,0.000001664166,0.00001764249,0.001025475,0.01546874,0.00003271728,0.0009586692,0.0001483609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961581,0.0005318644,0.000005969265,0.001341409,0.0000501227,0.001041305,0.000710461,0.00002752659,0.0001332394],"genre_scores_gemma":[0.9926494,0.003323619,0.00004852568,0.0006531626,0.0001045703,0.0002716316,0.002892763,0.00001875,0.00003760536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0451473,"threshold_uncertainty_score":0.9654642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005480786011451882,"score_gpt":0.2259915836909838,"score_spread":0.2205107976795319,"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."}}