IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v19y2022i3p1668-d740059.html
   My bibliography  Save this article

Estimation of Behavior Change Stage from Walking Information and Improvement of Walking Volume by Message Intervention

Author

Listed:
  • Tomoya Yuasa

    (Graduate School of Information Science and Engineering, Ritsumeikan University, Kusatsu, Shiga 525-8577, Japan)

  • Fumiko Harada

    (Connect Dot Ltd., Kyoto 604-0866, Japan)

  • Hiromitsu Shimakawa

    (Graduate School of Information Science and Engineering, Ritsumeikan University, Kusatsu, Shiga 525-8577, Japan)

Abstract

Lifestyle-related diseases are a major problem all over the world although exercising can prevent them. Therefore, it is necessary to encourage users to exercise regularly and to support their exercises. The purpose of this study is to investigate whether the estimation of behavior change stages can be predicted from the gait information obtained from wearable devices, and whether message interventions created based on the behavior change stages are effective in improving the amount of walking. As for the estimation of the behavior change stages, we investigated whether the behavior change stages could be correctly estimated compared with the ones obtained from the questionnaire. As for the effect of the message, we compared the period of no intervention with that of intervention to examine whether there was any change in the amount of walking. As a result of the experiment, we could not properly estimate the behavior change stage of users, but we found that the message intervention improved the amount of walking for many subjects. This suggests that further research is needed to estimate the stage of behavior change. However, message intervention is confirmed as an effective means to improve walking volume.

Suggested Citation

  • Tomoya Yuasa & Fumiko Harada & Hiromitsu Shimakawa, 2022. "Estimation of Behavior Change Stage from Walking Information and Improvement of Walking Volume by Message Intervention," IJERPH, MDPI, vol. 19(3), pages 1-16, February.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:3:p:1668-:d:740059
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/19/3/1668/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1660-4601/19/3/1668/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Pamela McCoy & Sophia Leggett & Azad Bhuiyan & David Brown & Patricia Frye & Bryman Williams, 2017. "Text Messaging: An Intervention to Increase Physical Activity among African American Participants in a Faith-Based, Competitive Weight Loss Program," IJERPH, MDPI, vol. 14(4), pages 1-12, March.
    2. Fabio Jiménez-Zazo & Cristina Romero-Blanco & Nuria Castro-Lemus & Alberto Dorado-Suárez & Susana Aznar, 2020. "Transtheoretical Model for Physical Activity in Older Adults: Systematic Review," IJERPH, MDPI, vol. 17(24), pages 1-14, December.
    3. Wonil Park & Won-Sang Jung & Kwangseok Hong & Yae-Young Kim & Sung-Woo Kim & Hun-Young Park, 2020. "Effects of Moderate Combined Resistance- and Aerobic-Exercise for 12 Weeks on Body Composition, Cardiometabolic Risk Factors, Blood Pressure, Arterial Stiffness, and Physical Functions, among Obese Ol," IJERPH, MDPI, vol. 17(19), pages 1-12, October.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rodney P. Joseph & Michael Todd & Barbara E. Ainsworth & Sonia Vega-López & Marc A. Adams & Kevin Hollingshead & Steven P. Hooker & Glenn A. Gaesser & Colleen Keller, 2023. "Smart Walk : A Culturally Tailored Smartphone-Delivered Physical Activity Intervention for Cardiometabolic Risk Reduction among African American Women," IJERPH, MDPI, vol. 20(2), pages 1-25, January.
    2. Fabio Jiménez-Zazo & Cristina Romero-Blanco & Esther Cabanillas & Asier Mañas & José A. Casajús & Narcís Gusi & Eva Gesteiro & Marcela González-Gross & José-Gerardo Villa-Vicente & Luis Espino-Toron &, 2022. "Differences among Sociodemographic Variables, Physical Fitness Levels, and Body Composition with Adherence to Regular Physical Activity in Older Adults from the EXERNET Multicenter Study," IJERPH, MDPI, vol. 19(7), pages 1-9, March.
    3. Hana Ko, 2021. "Daily Time Use by Activity of Community-Dwelling Older Koreans: Focus on Health Management," IJERPH, MDPI, vol. 18(4), pages 1-12, February.
    4. Jezdancher Watti & Máté Millner & Kata Siklósi & Hedvig Kiss & Oguz Kelemen & Dávid Pócs, 2022. "Smokers’ Engagement Behavior on Facebook: Verbalizing and Visual Expressing the Smoking Cessation Process," IJERPH, MDPI, vol. 19(16), pages 1-14, August.
    5. Maria Isabel Cardona & Marina Weißenborn & Isabel Zöllinger & Eric Sven Kroeber & Alexander Bauer & Melanie Luppa & Alexander Pabst & David Czock & Hans-Helmut König & Birgitt Wiese & Jochen Gensichen, 2022. "Physical Activity Determinants in Older German Adults at Increased Dementia Risk with Multimorbidity: Baseline Results of the AgeWell.de Study," IJERPH, MDPI, vol. 19(6), pages 1-13, March.
    6. Emilio Jofré-Saldía & Álvaro Villalobos-Gorigoitía & Cristián Cofré-Bolados & Gerson Ferrari & Gemma María Gea-García, 2023. "Multicomponent Training in Progressive Phases Improves Functional Capacity, Physical Capacity, Quality of Life, and Exercise Motivation in Community-Dwelling Older Adults: A Randomized Clinical Trial," IJERPH, MDPI, vol. 20(3), pages 1-24, February.
    7. Taishi Tsuji & Satoru Kanamori & Yasuhiro Miyaguni & Katsunori Kondo, 2021. "Community-Level Sports Group Participation and Health Behaviors Among Older Non-Participants in a Sports Group: A Multilevel Cross-Sectional Study," IJERPH, MDPI, vol. 18(2), pages 1-11, January.
    8. Carlos Farinha & Hélder Santos & João Serrano & Bárbara Oliveiros & Fernanda M. Silva & Márcio Cascante-Rusenhack & Ana Maria Teixeira & José Pedro Ferreira, 2022. "The Impact of Aquatic Exercise Programs on the Intima-Media thickness of the Carotid Arteries, Hemodynamic Parameters, Lipid Profile and Chemokines of Community-Dwelling Older Persons: A Randomized Co," IJERPH, MDPI, vol. 19(6), pages 1-17, March.
    9. Luis Leitão & Moacir Marocolo & Hiago L. R. de Souza & Rhai André Arriel & João Guilherme Vieira & Mauro Mazini & Teresa Figueiredo & Hugo Louro & Ana Pereira, 2021. "Multicomponent Exercise Program for Improvement of Functional Capacity and Lipidic Profile of Older Women with High Cholesterol and High Triglycerides," IJERPH, MDPI, vol. 18(20), pages 1-9, October.
    10. Anna Pieczyńska & Ewa Zasadzka & Tomasz Trzmiel & Małgorzata Pyda & Mariola Pawlaczyk, 2021. "The Effect of a Mixed Circuit of Aerobic and Resistance Training on Body Composition in Older Adults—Retrospective Study," IJERPH, MDPI, vol. 18(11), pages 1-12, May.
    11. Katarina Friberg-Felsted & Michael Caserta, 2023. "Essentials to Improve the Effectiveness of Healthy Aging Programming: Consideration of Social Determinants and Utilization of a Theoretical Model," IJERPH, MDPI, vol. 20(15), pages 1-10, August.
    12. Yue Liao & Kyrah K. Brown, 2022. "Usage of Digital Health Tools and Perception of mHealth Intervention for Physical Activity and Sleep in Black Women," IJERPH, MDPI, vol. 19(3), pages 1-14, January.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:19:y:2022:i:3:p:1668-:d:740059. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.