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Deep learning models for early and accurate diagnosis of ventilator-associated pneumonia in mechanically ventilated neonates.

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Title: Deep learning models for early and accurate diagnosis of ventilator-associated pneumonia in mechanically ventilated neonates.
Authors: Hsu JF; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Lin YC; Department of Applied Mathematics, Feng Chia University, Taichung, Taiwan., Lin CY; Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan., Chu SM; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Cheng HJ; Department of Artificial Intelligence Application, Minth University of Science and Technology, HsinChu County, Taiwan., Xu FW; Department of Applied Mathematics, Feng Chia University, Taichung, Taiwan., Huang HR; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Liao CC; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Fu RH; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan., Tsai MH; Division of Neonatology and Pediatric Hematology/Oncology, Department of Pediatrics, Chang Gung Memorial Hospital, Yunlin, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan. Electronic address: mingmin.tw@yahoo.com.tw.
Source: Computers in biology and medicine [Comput Biol Med] 2025 May; Vol. 189, pp. 109942. Date of Electronic Publication: 2025 Mar 03.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 1250250 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0534 (Electronic) Linking ISSN: 00104825 NLM ISO Abbreviation: Comput Biol Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Deep learning models for early and accurate diagnosis of ventilator-associated pneumonia in mechanically ventilated neonates.
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  Data: <searchLink fieldCode="AU" term="%22Hsu+JF%22">Hsu JF</searchLink>; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+YC%22">Lin YC</searchLink>; Department of Applied Mathematics, Feng Chia University, Taichung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+CY%22">Lin CY</searchLink>; Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chu+SM%22">Chu SM</searchLink>; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Cheng+HJ%22">Cheng HJ</searchLink>; Department of Artificial Intelligence Application, Minth University of Science and Technology, HsinChu County, Taiwan.<br /><searchLink fieldCode="AU" term="%22Xu+FW%22">Xu FW</searchLink>; Department of Applied Mathematics, Feng Chia University, Taichung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+HR%22">Huang HR</searchLink>; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liao+CC%22">Liao CC</searchLink>; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Fu+RH%22">Fu RH</searchLink>; Division of Pediatric Neonatology, Department of Pediatrics, Chang Gung Memorial Hospital, Taoyuan, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Tsai+MH%22">Tsai MH</searchLink>; Division of Neonatology and Pediatric Hematology/Oncology, Department of Pediatrics, Chang Gung Memorial Hospital, Yunlin, Taiwan; College of Medicine, Chang Gung University, Taoyuan, Taiwan. Electronic address: mingmin.tw@yahoo.com.tw.
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  Data: <searchLink fieldCode="JN" term="%221250250%22">Computers in biology and medicine</searchLink> [Comput Biol Med] 2025 May; Vol. 189, pp. 109942. <i>Date of Electronic Publication: </i>2025 Mar 03.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>1250250 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1879-0534 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200104825%22">00104825 </searchLink><i>NLM ISO Abbreviation: </i>Comput Biol Med <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.compbiomed.2025.109942
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        Text: English
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              M: 05
              Text: 2025 May
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