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A machine learning approach to quantifying fall conversion risk in fall-naïve Parkinson's patients.

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Title: A machine learning approach to quantifying fall conversion risk in fall-naïve Parkinson's patients.
Authors: Jansen AE; Cleveland Clinic, Department of Biomedical Engineering, 9500 Euclid Ave., Cleveland, OH, USA., Cantlay P; Cleveland Clinic, Department of Biomedical Engineering, 9500 Euclid Ave., Cleveland, OH, USA., Felix C; Cleveland Clinic, Center for Neurological Restoration, 9500 Euclid Ave., Cleveland, OH, USA., Rosenfeldt AB; Cleveland Clinic, Department of Biomedical Engineering, 9500 Euclid Ave., Cleveland, OH, USA., Lopez-Lennon C; University of Utah, Department of Physical Therapy and Athletic Training, Salt Lake City, UT, USA., Fernandez H; Cleveland Clinic, Center for Neurological Restoration, 9500 Euclid Ave., Cleveland, OH, USA., Zimmerman E; Cleveland Clinic, Center for Neurological Restoration, 9500 Euclid Ave., Cleveland, OH, USA., Imrey PB; Cleveland Clinic, Department of Quantitative Health Sciences, 9500 Euclid Ave., Cleveland, OH, USA; Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Department of Medicine, 9500 Euclid Ave., Cleveland, OH, USA., Dibble LE; University of Utah, Department of Physical Therapy and Athletic Training, Salt Lake City, UT, USA., Alberts JL; Cleveland Clinic, Department of Biomedical Engineering, 9500 Euclid Ave., Cleveland, OH, USA; Cleveland Clinic, Center for Neurological Restoration, 9500 Euclid Ave., Cleveland, OH, USA. Electronic address: jansena@ccf.org.
Source: Parkinsonism & related disorders [Parkinsonism Relat Disord] 2026 Jul; Vol. 148, pp. 108368. Date of Electronic Publication: 2026 May 25.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Country of Publication: England NLM ID: 9513583 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-5126 (Electronic) Linking ISSN: 13538020 NLM ISO Abbreviation: Parkinsonism Relat Disord Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A machine learning approach to quantifying fall conversion risk in fall-naïve Parkinson's patients.
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  Data: <searchLink fieldCode="AU" term="%22Jansen+AE%22">Jansen AE</searchLink>; Cleveland Clinic, Department of Biomedical Engineering, 9500 Euclid Ave., Cleveland, OH, USA.<br /><searchLink fieldCode="AU" term="%22Cantlay+P%22">Cantlay P</searchLink>; Cleveland Clinic, Department of Biomedical Engineering, 9500 Euclid Ave., Cleveland, OH, USA.<br /><searchLink fieldCode="AU" term="%22Felix+C%22">Felix C</searchLink>; Cleveland Clinic, Center for Neurological Restoration, 9500 Euclid Ave., Cleveland, OH, USA.<br /><searchLink fieldCode="AU" term="%22Rosenfeldt+AB%22">Rosenfeldt AB</searchLink>; Cleveland Clinic, Department of Biomedical Engineering, 9500 Euclid Ave., Cleveland, OH, USA.<br /><searchLink fieldCode="AU" term="%22Lopez-Lennon+C%22">Lopez-Lennon C</searchLink>; University of Utah, Department of Physical Therapy and Athletic Training, Salt Lake City, UT, USA.<br /><searchLink fieldCode="AU" term="%22Fernandez+H%22">Fernandez H</searchLink>; Cleveland Clinic, Center for Neurological Restoration, 9500 Euclid Ave., Cleveland, OH, USA.<br /><searchLink fieldCode="AU" term="%22Zimmerman+E%22">Zimmerman E</searchLink>; Cleveland Clinic, Center for Neurological Restoration, 9500 Euclid Ave., Cleveland, OH, USA.<br /><searchLink fieldCode="AU" term="%22Imrey+PB%22">Imrey PB</searchLink>; Cleveland Clinic, Department of Quantitative Health Sciences, 9500 Euclid Ave., Cleveland, OH, USA; Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Department of Medicine, 9500 Euclid Ave., Cleveland, OH, USA.<br /><searchLink fieldCode="AU" term="%22Dibble+LE%22">Dibble LE</searchLink>; University of Utah, Department of Physical Therapy and Athletic Training, Salt Lake City, UT, USA.<br /><searchLink fieldCode="AU" term="%22Alberts+JL%22">Alberts JL</searchLink>; Cleveland Clinic, Department of Biomedical Engineering, 9500 Euclid Ave., Cleveland, OH, USA; Cleveland Clinic, Center for Neurological Restoration, 9500 Euclid Ave., Cleveland, OH, USA. Electronic address: jansena@ccf.org.
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  Data: <searchLink fieldCode="JN" term="%229513583%22">Parkinsonism & related disorders</searchLink> [Parkinsonism Relat Disord] 2026 Jul; Vol. 148, pp. 108368. <i>Date of Electronic Publication: </i>2026 May 25.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science%22">Elsevier Science </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9513583 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1873-5126 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213538020%22">13538020 </searchLink><i>NLM ISO Abbreviation: </i>Parkinsonism Relat Disord <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.parkreldis.2026.108368
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        Text: English
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              Text: 2026 Jul
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