Screening/Diagnosing Sarcopenia with Machine Learning-Powered Risk Assessment: The SARCO X Study.

Journal: Journal of the American Medical Directors Association
Published Date:

Abstract

OBJECTIVES: Sarcopenia imposes significant morbidity and economic burden on health care systems, underscoring the critical need for early/effective screening and diagnosis. This study aimed to develop a machine learning (ML)-based algorithm to facilitate the screening/diagnosis of sarcopenia.

Authors

  • Murat Kara
    Department of Physical and Rehabilitation Medicine, Hacettepe University Medical School, Ankara, Turkey.
  • Yasin Ceran
    School of Information Systems and Technology, Lucas School of Business, San Jose State University, San Jose, CA, USA.
  • Pelin Analay
    Department of Physical and Rehabilitation Medicine, Hacettepe University Medical School, Ankara, Turkey. Electronic address: pelinanalay@yahoo.com.
  • Mahmud Fazıl Aksakal
    Department of Physical and Rehabilitation Medicine, Hacettepe University Medical School, Ankara, Turkey.
  • Mahmut Esad Durmuş
    Department of Internal Medicine, Abdurrahman Yurtaslan Oncology Training and Research Hospital, Ankara, Turkey.
  • Tülay Tiftik
    Department of Physical and Rehabilitation Medicine, Ankara Education and Research Hospital, Ankara, Turkey.
  • Beyzanur Çıtır
    Department of Internal Medicine, Abdurrahman Yurtaslan Oncology Training and Research Hospital, Ankara, Turkey.
  • Fatıma Edibe Şener
    Department of Internal Medicine, Abdurrahman Yurtaslan Oncology Training and Research Hospital, Ankara, Turkey.
  • Mehmet Emin Yılmaz
    Department of Medical Oncology, Dr. Abdurrahman Yurtaslan Ankara Oncology Research and Training Hospital, 06200 Ankara, Turkey.
  • Evrim Coşkun
    Department of Physical and Rehabilitation Medicine, University of Health Sciences, Başaksehir Cam and Sakura City Hospital, İstanbul, Turkey.
  • Zeliha Ünlü
    Department of Physical and Rehabilitation Medicine, Celal Bayar University, Manisa, Turkey.
  • Pelin Yıldırım
    Department of Physical and Rehabilitation Medicine, University of Health Sciences, Kocaeli Derince Training and Research Hospital, Kocaeli, Turkey.
  • Eda Gürçay
    Department of Physical Medicine and Rehabilitation, University of Health Sciences, Gaziler Physical Medicine and Rehabilitation Education and Research Hospital, Ankara, Turkey.
  • Orhan Güvener
    Department of Physical and Rehabilitation Medicine, Mersin University Medical School, Mersin, Turkey.
  • Hacer Dogan Varan
    Division of Geriatric Medicine, Department of Internal Medicine, Hacettepe University Faculty of Medicine, Ankara, Turkey.
  • Eda Çeker
    Division of Geriatric Medicine, Department of Internal Medicine, Gazi University Faculty of Medicine, Ankara, Turkey.
  • Esra Çataltepe
    Division of Geriatric Medicine, Department of Internal Medicine, Gazi University Faculty of Medicine, Ankara, Turkey.
  • Fatih Güngör
    Faculty of Medicine, Dokuz Eylül University, Izmir, Turkey.
  • Özden Özyemişci Taskiran
    Department of Physical and Rehabilitation Medicine, Koç University School of Medicine, Istanbul, Turkey.
  • Duygu Keler Külcü
    Department of Physical and Rehabilitation Medicine, University of Health Sciences, Haydarpaşa Numune Education and Research Hospital, Istanbul, Turkey.
  • Elem Yorulmaz
    Department of Physical and Rehabilitation Medicine, University of Health Sciences, Haydarpaşa Numune Education and Research Hospital, Istanbul, Turkey.
  • Deniz Palamar
    Department of Physical and Rehabilitation Medicine, Istanbul University-Cerrahpaşa Cerrahpaşa School of Medicine, İstanbul, Turkey.
  • Büşra Kasım
    Department of Internal Medicine, Abdurrahman Yurtaslan Oncology Training and Research Hospital, Ankara, Turkey.
  • Can Keçeli
    Department of Physical and Rehabilitation Medicine, Mersin University Medical School, Mersin, Turkey.
  • Gamze Kılıç
    Department of Physical and Rehabilitation Medicine, Karadeniz Technical University Faculty of Medicine, Trabzon, Turkey.
  • Kadir Songur
    Department of Physical and Rehabilitation Medicine, Dokuz Eylül University Medical School, İzmir, Turkey.
  • Banu Dilek
    Department of Physical and Rehabilitation Medicine, Dokuz Eylül University Medical School, İzmir, Turkey.
  • Fevziye Ünsal Malas
    Department of Physical Medicine and Rehabilitation, Ankara Bilkent City Hospital, Ankara, Turkey.
  • Mustafa Karabulut
    Megalabs, Palo Alto, CA, USA.
  • Ahmad J Abdulsalam
    Department of Physical Medicine and Rehabilitation, Mubarak Alkabeer Hospital, Kuwait.
  • Sarah Razaq
    Department of Physical Medicine and Rehabilitation, Armed Forces Institute of Rehabilitation Medicine (AFIRM), Rawalpindi, Pakistan.
  • Jorge Barbosa
    Department of Physical Medicine and Rehabilitation, Centro Hospitalar de Lisboa Ocidental, Lisbon, Portugal.
  • Kamal Mezian
    Department of Rehabilitation Medicine, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic.
  • Murat Baday
    Department of Neurology, Stanford University, Stanford, CA, USA.
  • Özgür Kara
    Division of Geriatrics, Department of Internal Medicine, Abdurrahman Yurtaslan Oncology Training and Research Hospital, Ankara, Turkey.
  • Bayram Kaymak
    Department of Physical and Rehabilitation Medicine, Hacettepe University Medical School, Ankara, Turkey.
  • Banu Çakır
    Division of Epidemiology, Department of Public Health, Hacettepe University Medical School, Ankara, Turkey.
  • Levent Özçakar
    Department of Physical and Rehabilitation Medicine, Hacettepe University Medical School, Ankara, Turkey.

Keywords

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