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Machine Learning-Assisted Optimization Framework for Single-Element Transcranial Focused Ultrasound Transducer Design for Deep Brain Neuromodulation in Mice.

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Title: Machine Learning-Assisted Optimization Framework for Single-Element Transcranial Focused Ultrasound Transducer Design for Deep Brain Neuromodulation in Mice.
Authors: Labib S; Department of Mechanical Engineering, Texas Tech University, Lubbock, TX, USA., Liu J; Department of Mechanical Engineering, Texas Tech University, Lubbock, TX, USA. Electronic address: Jingfei.Liu@ttu.edu.
Source: Ultrasound in medicine & biology [Ultrasound Med Biol] 2026 Jul; Vol. 52 (7), pp. 1390-1405. Date of Electronic Publication: 2026 Apr 22.
Publication Type: Journal Article
Journal Info: Publisher: Pergamon Press Country of Publication: England NLM ID: 0410553 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-291X (Electronic) Linking ISSN: 03015629 NLM ISO Abbreviation: Ultrasound Med Biol Subsets: MEDLINE
Database: MEDLINE Ultimate
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DbLabel: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Machine Learning-Assisted Optimization Framework for Single-Element Transcranial Focused Ultrasound Transducer Design for Deep Brain Neuromodulation in Mice.
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  Data: <searchLink fieldCode="AU" term="%22Labib+S%22">Labib S</searchLink>; Department of Mechanical Engineering, Texas Tech University, Lubbock, TX, USA.<br /><searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; Department of Mechanical Engineering, Texas Tech University, Lubbock, TX, USA. Electronic address: Jingfei.Liu@ttu.edu.
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  Data: <searchLink fieldCode="JN" term="%220410553%22">Ultrasound in medicine & biology</searchLink> [Ultrasound Med Biol] 2026 Jul; Vol. 52 (7), pp. 1390-1405. <i>Date of Electronic Publication: </i>2026 Apr 22.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Pergamon+Press%22">Pergamon Press </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>0410553 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1879-291X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2203015629%22">03015629 </searchLink><i>NLM ISO Abbreviation: </i>Ultrasound Med Biol <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42020247
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      – Type: doi
        Value: 10.1016/j.ultrasmedbio.2026.03.014
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      – Code: eng
        Text: English
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        StartPage: 1390
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      – TitleFull: Machine Learning-Assisted Optimization Framework for Single-Element Transcranial Focused Ultrasound Transducer Design for Deep Brain Neuromodulation in Mice.
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            NameFull: Labib S
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            NameFull: Liu J
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            – D: 01
              M: 07
              Text: 2026 Jul
              Type: published
              Y: 2026
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              Value: 1879-291X
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              Value: 52
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              Value: 7
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            – TitleFull: Ultrasound in medicine & biology
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