@article{ART002908027},
author={Dowon Kim and Minkyu Kim and Yoon Kim and Seon-Sook Han and Jungwon Heo and Hyun-Soo Choi},
title={Method of preventing Pressure Ulcer and EMR data preprocess},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2022},
volume={27},
number={12},
pages={69-76},
doi={10.9708/jksci.2022.27.12.069}

TY - JOUR
AU - Dowon Kim
AU - Minkyu Kim
AU - Yoon Kim
AU - Seon-Sook Han
AU - Jungwon Heo
AU - Hyun-Soo Choi
TI - Method of preventing Pressure Ulcer and EMR data preprocess
JO - Journal of The Korea Society of Computer and Information
PY - 2022
VL - 27
IS - 12
PB - The Korean Society Of Computer And Information
SP - 69
EP - 76
SN - 1598-849X
AB - This paper proposes a method of refining and processing time-series data using Medical Information Mart for Intensive Care (MIMIC-IV) v2.0 data. In addition, the significance of the processing method was validated through a machine learning-based pressure ulcer early warning system using a dataset processed based on the proposed method. The implemented system alerts medical staff in advance 12 and 24 hours before a lesion occurs. In conjunction with the Electronic Medical Record (EMR) system, it informs the medical staff of the risk of a patient's pressure ulcer development in real-time to support a clinical decision, and further, it enables the efficient allocation of medical resources. Among several machine learning models, the GRU model showed the best performance with AUROC of 0.831 for 12 hours and 0.822 for 24 hours.
KW - Pressure Ulcer;Time-series;EMR;Deep Learning
DO - 10.9708/jksci.2022.27.12.069
ER -

Dowon Kim, Minkyu Kim, Yoon Kim, Seon-Sook Han, Jungwon Heo and Hyun-Soo Choi. (2022). Method of preventing Pressure Ulcer and EMR data preprocess. Journal of The Korea Society of Computer and Information, 27(12), 69-76.

Dowon Kim, Minkyu Kim, Yoon Kim, Seon-Sook Han, Jungwon Heo and Hyun-Soo Choi. 2022, "Method of preventing Pressure Ulcer and EMR data preprocess", Journal of The Korea Society of Computer and Information, vol.27, no.12 pp.69-76. Available from: doi:10.9708/jksci.2022.27.12.069

Dowon Kim, Minkyu Kim, Yoon Kim, Seon-Sook Han, Jungwon Heo, Hyun-Soo Choi "Method of preventing Pressure Ulcer and EMR data preprocess" Journal of The Korea Society of Computer and Information 27.12 pp.69-76 (2022) : 69.

Dowon Kim, Minkyu Kim, Yoon Kim, Seon-Sook Han, Jungwon Heo, Hyun-Soo Choi. Method of preventing Pressure Ulcer and EMR data preprocess. 2022; 27(12), 69-76. Available from: doi:10.9708/jksci.2022.27.12.069

Dowon Kim, Minkyu Kim, Yoon Kim, Seon-Sook Han, Jungwon Heo and Hyun-Soo Choi. "Method of preventing Pressure Ulcer and EMR data preprocess" Journal of The Korea Society of Computer and Information 27, no.12 (2022) : 69-76.doi: 10.9708/jksci.2022.27.12.069

Dowon Kim; Minkyu Kim; Yoon Kim; Seon-Sook Han; Jungwon Heo; Hyun-Soo Choi. Method of preventing Pressure Ulcer and EMR data preprocess. Journal of The Korea Society of Computer and Information, 27(12), 69-76. doi: 10.9708/jksci.2022.27.12.069

Dowon Kim; Minkyu Kim; Yoon Kim; Seon-Sook Han; Jungwon Heo; Hyun-Soo Choi. Method of preventing Pressure Ulcer and EMR data preprocess. Journal of The Korea Society of Computer and Information. 2022; 27(12) 69-76. doi: 10.9708/jksci.2022.27.12.069

Dowon Kim, Minkyu Kim, Yoon Kim, Seon-Sook Han, Jungwon Heo, Hyun-Soo Choi. Method of preventing Pressure Ulcer and EMR data preprocess. 2022; 27(12), 69-76. Available from: doi:10.9708/jksci.2022.27.12.069

Dowon Kim, Minkyu Kim, Yoon Kim, Seon-Sook Han, Jungwon Heo and Hyun-Soo Choi. "Method of preventing Pressure Ulcer and EMR data preprocess" Journal of The Korea Society of Computer and Information 27, no.12 (2022) : 69-76.doi: 10.9708/jksci.2022.27.12.069