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Facial expression deep learning algorithms in the detection of neurological disorders: a systematic review and meta-analysis.

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Title: Facial expression deep learning algorithms in the detection of neurological disorders: a systematic review and meta-analysis.
Authors: Yoonesi S; Department of Psychology, Central Tehran Branch, Islamic Azad University, Tehran, Iran., Abedi Azar R; Laboratory for Robotic Research, Iran University of Science and Technology, Tehran, Iran., Arab Bafrani M; Students' Scientific Research Center (SSRC), Tehran University of Medical Sciences, Tehran, Iran., Yaghmayee S; Nervous System Stem Cells Research Center, Semnan University of Medical Sciences, Semnan, Iran., Shahavand H; School of Medicine, Iran University of Medical Sciences, Tehran, Iran., Mirmazloumi M; Guilan University of Medical Science, Guilan, Iran., Moazeni Limoudehi N; Student Research Committee, School of Paramedical and Rehabilitation Sciences, Mashhad University of Medical Sciences, Mashhad, Iran., Rahmani M; Student Research Committee, Zanjan University of Medical Sciences, Zanjan, Iran., Hasany S; Tehran Medical Sciences, Islamic Azad University, Tehran, Iran., Idjadi FZ; Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Iran., Aalipour MA; Shahid Beheshti University of Medical Sciences, Tehran, Iran., Gharedaghi H; School of Medicine, Zanjan University of Medical Science, Zanjan, Iran., Salehi S; Student Research Committee, Iran University of Medical Sciences, Tehran, Iran., Asadi Anar M; College of Medicine, University of Arizona, 1501 N Campbell Ave, Tucson, AZ, 85724, USA. Mahsa.boz@gmail.com., Soleimani MS; Fasa University of Medical Science, Fars, Iran. Soliemani.saeed@gmail.com.
Source: Biomedical engineering online [Biomed Eng Online] 2025 May 22; Vol. 24 (1), pp. 64. Date of Electronic Publication: 2025 May 22.
Publication Type: Journal Article; Meta-Analysis; Systematic Review
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101147518 Publication Model: Electronic Cited Medium: Internet ISSN: 1475-925X (Electronic) Linking ISSN: 1475925X NLM ISO Abbreviation: Biomed Eng Online Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Facial expression deep learning algorithms in the detection of neurological disorders: a systematic review and meta-analysis.
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  Data: <searchLink fieldCode="AU" term="%22Yoonesi+S%22">Yoonesi S</searchLink>; Department of Psychology, Central Tehran Branch, Islamic Azad University, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Abedi+Azar+R%22">Abedi Azar R</searchLink>; Laboratory for Robotic Research, Iran University of Science and Technology, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Arab+Bafrani+M%22">Arab Bafrani M</searchLink>; Students' Scientific Research Center (SSRC), Tehran University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Yaghmayee+S%22">Yaghmayee S</searchLink>; Nervous System Stem Cells Research Center, Semnan University of Medical Sciences, Semnan, Iran.<br /><searchLink fieldCode="AU" term="%22Shahavand+H%22">Shahavand H</searchLink>; School of Medicine, Iran University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Mirmazloumi+M%22">Mirmazloumi M</searchLink>; Guilan University of Medical Science, Guilan, Iran.<br /><searchLink fieldCode="AU" term="%22Moazeni+Limoudehi+N%22">Moazeni Limoudehi N</searchLink>; Student Research Committee, School of Paramedical and Rehabilitation Sciences, Mashhad University of Medical Sciences, Mashhad, Iran.<br /><searchLink fieldCode="AU" term="%22Rahmani+M%22">Rahmani M</searchLink>; Student Research Committee, Zanjan University of Medical Sciences, Zanjan, Iran.<br /><searchLink fieldCode="AU" term="%22Hasany+S%22">Hasany S</searchLink>; Tehran Medical Sciences, Islamic Azad University, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Idjadi+FZ%22">Idjadi FZ</searchLink>; Faculty of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Aalipour+MA%22">Aalipour MA</searchLink>; Shahid Beheshti University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Gharedaghi+H%22">Gharedaghi H</searchLink>; School of Medicine, Zanjan University of Medical Science, Zanjan, Iran.<br /><searchLink fieldCode="AU" term="%22Salehi+S%22">Salehi S</searchLink>; Student Research Committee, Iran University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Asadi+Anar+M%22">Asadi Anar M</searchLink>; College of Medicine, University of Arizona, 1501 N Campbell Ave, Tucson, AZ, 85724, USA. Mahsa.boz@gmail.com.<br /><searchLink fieldCode="AU" term="%22Soleimani+MS%22">Soleimani MS</searchLink>; Fasa University of Medical Science, Fars, Iran. Soliemani.saeed@gmail.com.
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  Data: <searchLink fieldCode="JN" term="%22101147518%22">Biomedical engineering online</searchLink> [Biomed Eng Online] 2025 May 22; Vol. 24 (1), pp. 64. <i>Date of Electronic Publication: </i>2025 May 22.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101147518 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1475-925X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%221475925X%22">1475925X </searchLink><i>NLM ISO Abbreviation: </i>Biomed Eng Online <i>Subsets: </i>MEDLINE
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