Short Timeframe Prediction of Kidney Failure among Patients with Advanced Chronic Kidney Disease.

Martin M KlamrowskiRan KleinChristopher McCuddenJames R GreenTimothy RamsayBabak RashidiChristine A WhiteMatthew J OliverAyub AkbariGregory L Hundemer

Published in: Clinical chemistry (2023)

When predicting kidney failure over short timeframes among patients with advanced CKD, machine learning incorporating time-updated data provides enhanced performance compared with traditional Cox models.

Keyphrases

chronic kidney disease
machine learning
end stage renal disease
big data
electronic health record
deep learning
peritoneal dialysis