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Machine learning-based detection of Parkinson's disease from facial expressions, hand movements, speech, and gait with general-purpose equipment: a systematic review.

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Title: Machine learning-based detection of Parkinson's disease from facial expressions, hand movements, speech, and gait with general-purpose equipment: a systematic review.
Authors: Moshkova AA; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia. Electronic address: nast.moshkova@bmstu.ru., Novikova AO; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia., Polguev MI; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia., Kubinskaya DD; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia., Ershova MV; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia., Ivanova EO; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia., Fedotova EY; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia., Yurchenko SO; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia., Illarioshkin SN; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia., Samorodov AV; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia., Piradov MA; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia.
Source: International journal of medical informatics [Int J Med Inform] 2026 Jul 05; Vol. 220, pp. 106587. Date of Electronic Publication: 2026 Jul 05.
Publication Type: Journal Article; Review
Journal Info: Publisher: Elsevier Science Ireland Ltd Country of Publication: Ireland NLM ID: 9711057 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8243 (Electronic) Linking ISSN: 13865056 NLM ISO Abbreviation: Int J Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine learning-based detection of Parkinson's disease from facial expressions, hand movements, speech, and gait with general-purpose equipment: a systematic review.
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  Data: <searchLink fieldCode="AU" term="%22Moshkova+AA%22">Moshkova AA</searchLink>; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia. Electronic address: nast.moshkova@bmstu.ru.<br /><searchLink fieldCode="AU" term="%22Novikova+AO%22">Novikova AO</searchLink>; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia.<br /><searchLink fieldCode="AU" term="%22Polguev+MI%22">Polguev MI</searchLink>; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia.<br /><searchLink fieldCode="AU" term="%22Kubinskaya+DD%22">Kubinskaya DD</searchLink>; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia.<br /><searchLink fieldCode="AU" term="%22Ershova+MV%22">Ershova MV</searchLink>; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia.<br /><searchLink fieldCode="AU" term="%22Ivanova+EO%22">Ivanova EO</searchLink>; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia.<br /><searchLink fieldCode="AU" term="%22Fedotova+EY%22">Fedotova EY</searchLink>; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia.<br /><searchLink fieldCode="AU" term="%22Yurchenko+SO%22">Yurchenko SO</searchLink>; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia.<br /><searchLink fieldCode="AU" term="%22Illarioshkin+SN%22">Illarioshkin SN</searchLink>; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia.<br /><searchLink fieldCode="AU" term="%22Samorodov+AV%22">Samorodov AV</searchLink>; Biomedical Technique Department, Bauman Moscow State Technical University (BMSTU), Moscow 105005, Russia.<br /><searchLink fieldCode="AU" term="%22Piradov+MA%22">Piradov MA</searchLink>; Russian Center of Neurology and Neurosciences, Moscow 125367, Russia.
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  Data: <searchLink fieldCode="JN" term="%229711057%22">International journal of medical informatics</searchLink> [Int J Med Inform] 2026 Jul 05; Vol. 220, pp. 106587. <i>Date of Electronic Publication: </i>2026 Jul 05.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Ireland+Ltd%22">Elsevier Science Ireland Ltd </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>9711057 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1872-8243 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213865056%22">13865056 </searchLink><i>NLM ISO Abbreviation: </i>Int J Med Inform <i>Subsets: </i>MEDLINE
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              Text: 2026 Jul 05
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