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Author:

Wang, Haiqiang (Wang, Haiqiang.) | Wu, Yinying (Wu, Yinying.) | Gao, Chao (Gao, Chao.) | Deng, Yue (Deng, Yue.) | Zhang, Fan (Zhang, Fan.) | Huang, Jiajin (Huang, Jiajin.) | Liu, Jiming (Liu, Jiming.) (Scholars:刘际明)

Indexed by:

EI Scopus SCIE

Abstract:

Medication combination prediction can be applied to the clinical treatment for critical patients with multi-morbidity. The suitable medication combination can help cure patients and keep the treatment medication safe. However, the complexity and uncertainty of clinical circumstances limit the predictive accuracy of medication combination. Thus, this paper proposes a new medication combination prediction model based on the temporal attention mechanism (TAM) and the simple graph convolution (SGC), named as TAMSGC. More specifically, the TAM can capture the temporal sequence information in the medical records, and the SGC is implemented to acquire the medication knowledge from the complicated medication combination. Experiments in a real dataset show that TAMSGC surpasses the baseline models on the predictive accuracy of medication combination.

Keyword:

Recurrent neural networks Computational modeling Feature extraction medication knowledge critical patients attention mechanism simple graph convolution Correlation medical records Predictive models Medication combination prediction Medical diagnostic imaging temporal sequence Medical services

Author Community:

  • [ 1 ] [Wang, Haiqiang]Southwest Univ, Coll Comp & Informat Sci, Chongqing 400715, Peoples R China
  • [ 2 ] [Gao, Chao]Southwest Univ, Coll Comp & Informat Sci, Chongqing 400715, Peoples R China
  • [ 3 ] [Deng, Yue]Southwest Univ, Coll Comp & Informat Sci, Chongqing 400715, Peoples R China
  • [ 4 ] [Zhang, Fan]Southwest Univ, Coll Comp & Informat Sci, Chongqing 400715, Peoples R China
  • [ 5 ] [Wu, Yinying]Xi An Jiao Tong Univ, Affiliated Hosp 1, Xian 710072, Peoples R China
  • [ 6 ] [Gao, Chao]Northwestern Polytech Univ, Sch Artificial Intelligence Opt & Elect iOPEN, Xian 710072, Peoples R China
  • [ 7 ] [Huang, Jiajin]Beijing Univ Technol, Int WIC Inst, Beijing 100124, Peoples R China
  • [ 8 ] [Liu, Jiming]Hong Kong Baptist Univ, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China

Reprint Author's Address:

  • [Gao, Chao]Northwestern Polytech Univ, Sch Artificial Intelligence Opt & Elect iOPEN, Xian 710072, Peoples R China

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Source :

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS

ISSN: 2168-2194

Year: 2021

Issue: 10

Volume: 25

Page: 3995-4004

7 . 7 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:87

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 11

SCOPUS Cited Count: 16

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 18

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