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ORIGINAL RESEARCH article

Front. Public Health
Sec. Aging and Public Health
Volume 13 - 2025 | doi: 10.3389/fpubh.2025.1539179
This article is part of the Research Topic Strategies in Improving and Encouraging Walking among Older Adults View all 7 articles

Daily physical activity and trajectories of care service use among older adults: The HUNT4 Trondheim 70+ Study

Provisionally accepted
  • 1 Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Sør-Trøndelag, Norway
  • 2 Oslo University Hospital, Oslo, Nordland, Norway
  • 3 Norwegian National Centre for Ageing and Health, Oslo, Norway
  • 4 Department of Finance, Trondheim Municipality, Trondheim, Norway
  • 5 Department of Health and Welfare, Trondheim Municipality, Trondheim, Norway

The final, formatted version of the article will be published soon.

    Introduction: Understanding factors that influence care service use is crucial for developing preventive strategies to maintain independence among older adults. In this study, we aimed to identify distinct trajectory groups of municipal care service use among community-dwelling older adults to determine whether daily physical activity is associated with future care service use. Methods: This prospective cohort study included 981 community-dwelling older adults from the HUNT4 Trondheim 70+ study. At baseline, physical activity was assessed over seven consecutive days using two accelerometers attached to the thigh and lower back. An activity type machine learning model was used to classify the physical activity types: walking, standing, cycling, running, sitting, and lying. Municipal care service use was retrieved monthly from medical records for three years. Using group-based trajectory modeling, we identified distinct trajectories of care service use. Multinomial regression models adjusted for age, sex, education level, dementia, and physical performance were used to evaluate the associations between daily physical activity at baseline and care service group belonging. Results: We identified four distinct trajectory groups of municipal care service use, labeled steady low (72.7%), low increasing (9.0%), medium increasing (12.0%), and high increasing (6.3%). Daily time spent in total physical activity was not associated with trajectory group belonging when adjusted for age, sex, education level, dementia, and physical performance. However, more time spent walking, in bouts lasting longer than a minute, was associated with a reduced relative risk of belonging to the high increasing compared to the steady low group. Furthermore, age, physical performance, and dementia were all significantly associated with trajectory group belonging, and sex differences were observed. Compared to women, men had a reduced relative risk of belonging to the low increasing, medium increasing, or high increasing trajectory groups. Conclusions: This study identified four distinct trajectories of municipal care service use among older adults over three years. Total daily physical activity was not associated with trajectories of care service use, but more time spent walking in longer bouts was independently associated with lower care service use, even when adjusted for the strong predictors of physical performance, dementia diagnosis, and age.

    Keywords: older adults, Care services, health care utilization, trajectory modeling, physical activity, physical performance, daily physical behavior, accelerometry

    Received: 03 Dec 2024; Accepted: 31 Jan 2025.

    Copyright: © 2025 Ustad, Edwin, Melsæter, Sverdrup, Tangen, Døhl, Thingstad, Vereijken and Skjæret-Maroni. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence: Astrid Ustad, Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Sør-Trøndelag, Norway

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.