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Robust Non-Invasive Cardiac Index Prediction via Feature Integration and Data-Augmented Neural Networks.

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Title: Robust Non-Invasive Cardiac Index Prediction via Feature Integration and Data-Augmented Neural Networks.
Authors: Chang CH; Department of Computer Science and Information Engineering, National Central University, Taoyuan 320317, Taiwan., Chan ML; School of Physical Educational College, Jiaying University, Meizhou 514000, China., Fang YH; Department of Pulmonary and Critical Care Medicine, Chiayi Chang-Gung Memorial Hospital, Chang-Gung Medical Foundation, Chiayi 613016, Taiwan., Huang PL; Department of Electronic Engineering, Feng Chia University, Taichung 407102, Taiwan., Chen TY; Department of Electronic Engineering, Feng Chia University, Taichung 407102, Taiwan., Chi TK; Department of Electrical Engineering, Ming Chi University of Technology, New Taipei City 243303, Taiwan., Cha IE; Undergraduate Program in Intelligent Computing and Big Data, Chung Yuan Christian University, Taoyuan City 320314, Taiwan., Ger TR; Department of Biomedical Engineering, National Yang Ming Chiao Tung University, Taipei 112304, Taiwan., Li KC; Department of Information Management, Chung Yuan Christian University, Taoyuan City 320314, Taiwan., Chen SL; Department of Electronic Engineering, Chung Yuan Christian University, Taoyuan 320314, Taiwan.; Research Center for Semiconductor Materials and Advanced Optics, Chung Yuan Christian University, Taoyuan City 320314, Taiwan., Wang LH; Department of Microelectronics, College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China., Wang JC; Department of Computer Science and Information Engineering, National Central University, Taoyuan 320317, Taiwan., Abu PAR; Department of Information Systems and Computer Science, Ateneo de Manila University, Quezon City 1108, Philippines.
Source: Bioengineering (Basel, Switzerland) [Bioengineering (Basel)] 2026 Apr 18; Vol. 13 (4). Date of Electronic Publication: 2026 Apr 18.
Publication Type: Journal Article
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101676056 Publication Model: Electronic Cited Medium: Print ISSN: 2306-5354 (Print) Linking ISSN: 23065354 NLM ISO Abbreviation: Bioengineering (Basel) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Robust Non-Invasive Cardiac Index Prediction via Feature Integration and Data-Augmented Neural Networks.
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  Data: <searchLink fieldCode="AU" term="%22Chang+CH%22">Chang CH</searchLink>; Department of Computer Science and Information Engineering, National Central University, Taoyuan 320317, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chan+ML%22">Chan ML</searchLink>; School of Physical Educational College, Jiaying University, Meizhou 514000, China.<br /><searchLink fieldCode="AU" term="%22Fang+YH%22">Fang YH</searchLink>; Department of Pulmonary and Critical Care Medicine, Chiayi Chang-Gung Memorial Hospital, Chang-Gung Medical Foundation, Chiayi 613016, Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+PL%22">Huang PL</searchLink>; Department of Electronic Engineering, Feng Chia University, Taichung 407102, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+TY%22">Chen TY</searchLink>; Department of Electronic Engineering, Feng Chia University, Taichung 407102, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chi+TK%22">Chi TK</searchLink>; Department of Electrical Engineering, Ming Chi University of Technology, New Taipei City 243303, Taiwan.<br /><searchLink fieldCode="AU" term="%22Cha+IE%22">Cha IE</searchLink>; Undergraduate Program in Intelligent Computing and Big Data, Chung Yuan Christian University, Taoyuan City 320314, Taiwan.<br /><searchLink fieldCode="AU" term="%22Ger+TR%22">Ger TR</searchLink>; Department of Biomedical Engineering, National Yang Ming Chiao Tung University, Taipei 112304, Taiwan.<br /><searchLink fieldCode="AU" term="%22Li+KC%22">Li KC</searchLink>; Department of Information Management, Chung Yuan Christian University, Taoyuan City 320314, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+SL%22">Chen SL</searchLink>; Department of Electronic Engineering, Chung Yuan Christian University, Taoyuan 320314, Taiwan.; Research Center for Semiconductor Materials and Advanced Optics, Chung Yuan Christian University, Taoyuan City 320314, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+LH%22">Wang LH</searchLink>; Department of Microelectronics, College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China.<br /><searchLink fieldCode="AU" term="%22Wang+JC%22">Wang JC</searchLink>; Department of Computer Science and Information Engineering, National Central University, Taoyuan 320317, Taiwan.<br /><searchLink fieldCode="AU" term="%22Abu+PAR%22">Abu PAR</searchLink>; Department of Information Systems and Computer Science, Ateneo de Manila University, Quezon City 1108, Philippines.
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  Data: <searchLink fieldCode="JN" term="%22101676056%22">Bioengineering (Basel, Switzerland)</searchLink> [Bioengineering (Basel)] 2026 Apr 18; Vol. 13 (4). <i>Date of Electronic Publication: </i>2026 Apr 18.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+AG%22">MDPI AG </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101676056 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2306-5354 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223065354%22">23065354 </searchLink><i>NLM ISO Abbreviation: </i>Bioengineering (Basel) <i>Subsets: </i>PubMed not MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42072271
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              Text: 2026 Apr 18
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