Screening of apathetic elderly adults using kinematic information in gait and sit-to-stand/stand-to-sit movements measured with Doppler radar

被引:3
|
作者
Saho, Kenshi [1 ]
Sugano, Kouki [1 ]
Uemura, Kazuki [1 ]
Matsumoto, Michito [2 ]
机构
[1] Toyama Prefectural Univ, Imizu, Toyama, Japan
[2] Toyama Coll Welf Sci, Imizu, Toyama, Japan
关键词
apathy screening; Cybercare; Doppler radar; gait analysis; motion analysis; OLDER-ADULTS; PREVALENCE; STAND; INDEX;
D O I
10.1177/1460458221990051
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
This paper presents a Doppler radar apathy-screening technique applied to elderly people based on their basic daily activities of walking and movements of sit-to-stand and stand-to-sit (STS). Our Doppler radar system remotely measured the kinematic parameters of the movements of 78 community-dwelling elderly adults (27 apathetic participants and 51 non-apathetic ones). Subsequently, logistic regression models using the measured kinematic parameters of gait and sit-to-stand/stand-to-sit movements were constructed for screening. The experimental results verified that, although the model using gait parameters could screen an apathetic group with a sensitivity of 85.2% and a specificity of 58.8%, the model using the STS parameters achieved better screening accuracies with a sensitivity of 88.9% and a specificity of 76.5%. These results reveal that the kinematic information of STS movements is significantly more effective at detecting apathy than is the gait information, which is otherwise regarded to be effective in conventional epidemiological studies.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Accurate Person Identification Based on Combined Sit-to-Stand and Stand-to-Sit Movements Measured Using Doppler Radars
    Saho, Kenshi
    Shioiri, Keitaro
    Inuzuka, Keisuke
    [J]. IEEE SENSORS JOURNAL, 2021, 21 (04) : 4563 - 4570
  • [2] ELBOW KINEMATICS DURING SIT-TO-STAND AND STAND-TO-SIT MOVEMENTS
    PACKER, TL
    WYSS, UP
    COSTIGAN, PA
    [J]. CLINICAL BIOMECHANICS, 1993, 8 (06) : 322 - 328
  • [3] Kinematic characteristics of canine hindlimb movement during sit-to-stand and stand-to-sit motions
    Yoshikawa, Kazuyuki
    Kitazawa, Takio
    Sano, Tadashi
    Ino, Takumi
    Miyasaka, Tomoya
    [J]. RESEARCH IN VETERINARY SCIENCE, 2023, 162
  • [4] Kinematic and kinetic study of sit-to-stand and stand-to-sit movements towards a human-like skeletal model
    Pinheiro, Cristiana
    Lopes, Joao M.
    Moreira, Luis
    Sanz-Merodio, Daniel
    Figueiredo, Joana
    Santos, Cristina P.
    Garcia, Elena
    [J]. 2019 6TH IEEE PORTUGUESE MEETING IN BIOENGINEERING (ENBENG), 2019,
  • [5] Biomechanical Design and Control of Lower Limb Exoskeleton for Sit-to-Stand and Stand-to-Sit Movements
    Qureshi, Muhammad Hamza
    Masood, Zeeshan
    Rehman, Linta
    Owais, Muhammad
    Khan, Muhammad Umer
    [J]. 2018 14TH IEEE/ASME INTERNATIONAL CONFERENCE ON MECHATRONIC AND EMBEDDED SYSTEMS AND APPLICATIONS (MESA), 2018,
  • [6] Multi-parametric evaluation of sit-to-stand and stand-to-sit transitions in elderly people
    Ganea, R.
    Paraschiv-Ionescu, A.
    Buela, C.
    Rochat, S.
    Aminian, K.
    [J]. MEDICAL ENGINEERING & PHYSICS, 2011, 33 (09) : 1086 - 1093
  • [7] Person Identification Based on Micro-Doppler Signatures of Sit-to-Stand and Stand-to-Sit Movements Using a Convolutional Neural Network
    Saho, Kenshi
    Inuzuka, Keisuke
    Shioiri, Keitaro
    [J]. IEEE SENSORS LETTERS, 2020, 4 (03)
  • [8] Time measurement characterization of stand-to-sit and sit-to-stand transitions by using a smartphone
    Hernán A. González Rojas
    Pedro Chaná Cuevas
    Enrique E. Zayas Figueras
    Salvador Cardona Foix
    Antonio J. Sánchez Egea
    [J]. Medical & Biological Engineering & Computing, 2018, 56 : 879 - 888
  • [9] Time measurement characterization of stand-to-sit and sit-to-stand transitions by using a smartphone
    Gonzalez Rojas, Hernan A.
    Chana Cuevas, Pedro
    Zayas Figueras, Enrique E.
    Cardona Foix, Salvador
    Sanchez Egea, Antonio J.
    [J]. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2018, 56 (05) : 879 - 888
  • [10] Lower limb rehabilitation using multimodal measurement of sit-to-stand and stand-to-sit task
    Bhardwaj, Siddharth
    Khan, Abid Ali
    Muzammil, Mohammad
    [J]. DISABILITY AND REHABILITATION-ASSISTIVE TECHNOLOGY, 2021, 16 (05) : 438 - 445