Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care Unit

18 Jul 2020 β€’ Emma Rocheteau β€’ Pietro LiΓ² β€’ Stephanie Hyland

The pressure of ever-increasing patient demand and budget restrictions make hospital bed management a daily challenge for clinical staff. Most critical is the efficient allocation of resource-heavy Intensive Care Unit (ICU) beds to the patients who need life support... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Predicting Patient Outcomes eICU Collaborative Research Database Temporal Pointwise Convolution Kappa 0.58 # 1

Methods used in the Paper