notesum.ai
Published at November 6Robust Real-Time Mortality Prediction in the Intensive Care Unit using Temporal Difference Learning
cs.LG
cs.AI
Released Date: November 6, 2024
Authors: Thomas Frost1, Kezhi Li, Steve Harris1
Aff.: 1Institute of Health Informatics, University College London, United Kingdom

| Models | |||||||
|---|---|---|---|---|---|---|---|
| Mortality | SOFA | 1d+ | 3d+ | 7d+ | 14d+ | 28d+ | TD |
| 1-day | 0.746 | 0.901 | 0.885 | 0.860 | 0.842 | 0.833 | 0.874 |
| 3-day | 0.718 | 0.844 | 0.840 | 0.821 | 0.811 | 0.807 | 0.841 |
| 7-day | 0.700 | 0.816 | 0.821 | 0.804 | 0.800 | 0.803 | 0.832 |
| 14-day | 0.697 | 0.800 | 0.809 | 0.795 | 0.795 | 0.803 | 0.838 |
| 28-day | 0.694 | 0.788 | 0.801 | 0.785 | 0.786 | 0.796 | 0.839 |