Open Access
Article
Time Series Multi-task Learning for Prognosis of MICU and SICU
by Yen-Jung Chiu, Szu-Hsien Wu, Ping-Feng Wu, Chao-Chun Chuang, Ming-Liang Hsiao, Mei-Jung Chen, Pei-Ru Chen and Shih-Tsang Tang*
IJCMB 2022, Vol 2, Issue 2, 55-62, https://doi.org/10.35745/ijcmb2022v02.02.0006 - Published on June 30, 2022
Abstract
The prognostic assessment of an ICU patient involves assessing the severity of their condition, interventions, and length of ICU stay. Over the past 30 years, researchers have proposed numerous predictive models and severity assessment scales for ICU patients in specific regions, including APACHE II and SAPS II. However, most existing methods rely heavily on curve fitting which do not account for misclassifications caused by false negatives and positives. Specificity and sensitivity must be prov...