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Author:

Liu Li (Liu Li.) | Huo Liqing (Huo Liqing.) | Lu Hongru (Lu Hongru.) | Zhang Feng (Zhang Feng.) | Zheng Chongxun (Zheng Chongxun.) | Pokhrel, Shami (Pokhrel, Shami.) | Zhang Jie (Zhang Jie.)

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SCIE PubMed Scopus

Abstract:

Objective. To establish an early diagnostic system for hypoxic ischemic encephalopathy (HIE) in newborns based on artificial neural networks and to determine its feasibility. Methods. Based on published research as well as preliminary studies in our laboratory, multiple noninvasive indicators with high sensitivity and specificity were selected for the early diagnosis of HIE and employed in the present study, which incorporates fuzzy logic with artificial neural networks. Results. The analysis of the diagnostic results from the fuzzy neural network experiments with 140 cases of HIE showed a correct recognition rate of 100% in all training samples and a correct recognition rate of 95% in all the test samples, indicating a misdiagnosis rate of 5%. Conclusion. A preliminary model using fuzzy backpropagation neural networks based on a composite index of clinical indicators was established and its accuracy for the early diagnosis of HIE was validated. Therefore, this method provides a convenient tool for the early clinical diagnosis of HIE.

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Author Community:

  • [ 1 ] [Liu Li; Lu Hongru; Pokhrel, Shami; Zhang Jie] Xi An Jiao Tong Univ, Hosp Med Coll, Dept Neonatol, Xian 710061, Shaanxi, Peoples R China
  • [ 2 ] [Huo Liqing; Zhang Feng; Zheng Chongxun] Xi An Jiao Tong Univ, Sch Life Sci & Technol, Inst Biomed Engn, Xian 710049, Shaanxi, Peoples R China

Reprint Author's Address:

  • Xi An Jiao Tong Univ, Hosp Med Coll, Dept Neonatol, Xian 710061, Shaanxi, Peoples R China.

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JOURNAL OF BIOMEDICINE AND BIOTECHNOLOGY

ISSN: 1110-7243

Year: 2011

2 . 4 3 6

JCR@2011

3 . 1 6 9

JCR@2014

JCR Journal Grade:3

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count: 4

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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