Out-of-Distribution Generalized Dynamic Graph Neural Network for Human Albumin Prediction

arXiv:2311.15545v2 Announce Type: replace
Abstract: Human albumin is essential for indicating the body's overall health. Accurately predicting plasma albumin levels and determining appropriate doses are urgent clinical challenges, particularly in critically ill patients, to maintain optimal blood levels. However, human albumin prediction is non-trivial that has to leverage the dynamics of biochemical markers as well as the experience of treating patients. Moreover, the problem of distribution shift is often encountered in real clinical data, which may lead to a decline …

abstract arxiv challenges clinical cs.ai cs.ce cs.lg distribution dynamic dynamics generalized graph graph neural network health however human network neural network patients plasma prediction type