Oh Yoo Jung, Hoffmann Thomas J, Fukuoka Yoshimi
Department of Communication, University of California, Davis, Davis, CA, United States.
Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States.
JMIR Form Res. 2023 Jan 27;7:e38877. doi: 10.2196/38877.
Despite the health benefits of engaging in regular physical activity (PA), the majority of American adults do not meet the PA guidelines for aerobic and muscle-strengthening activities. Self-efficacy, the belief that one can execute specific actions, has been suggested to be a strong determinant of PA behaviors. With the increasing availability of digital technologies, collecting longitudinal real-time self-efficacy and PA data has become feasible. However, evidence in longitudinal real-time assessment of self-efficacy in relation to objectively measured PA is scarce.
This study aimed to examine a novel approach to measure individuals' real-time weekly self-efficacy in response to their personalized PA goals and performance over the 12-week intervention period in community-dwelling women who were not meeting PA guidelines.
In this secondary data analysis, 140 women who received a 12-week PA intervention were asked to report their real-time weekly self-efficacy via a study mobile app. PA (daily step counts) was measured by an accelerometer every day for 12 weeks. Participants rated their self-efficacy on meeting PA goals (ranging from "not confident" to "very confident") at the end of each week via a mobile app. We used a logistic mixed model to examine the association between weekly self-efficacy and weekly step goal success, controlling for age, BMI, self-reported White race, having a college education or higher, being married, and being employed.
The mean age was 52.7 (SD 11.5, range 25-68) years. Descriptive analyses showed the dynamics of real-time weekly self-efficacy on meeting PA goals and weekly step goal success. The majority (74.4%) of participants reported being confident in the first week, whereas less than half of them (46.4%) reported confidence in the final week of the intervention. Participants who met weekly step goals were 4.41 times more likely to be confident about achieving the following week's step goals than those who did not meet weekly step goals (adjusted odds ratio 4.41; 95% CI 2.59-7.50; P<.001). Additional analysis revealed that participants who were confident about meeting the following week's step goals were 2.07 times more likely to meet their weekly step goals in the following week (adjusted odds ratio 2.07; 95% CI 1.16-3.70; P=.01). The significant bidirectional association between real-time self-efficacy and weekly step goal success was confirmed in a series of sensitivity analyses.
This study demonstrates the potential utility of a novel approach to examine self-efficacy in real time for analysis of self-efficacy in conjunction with objectively measured PA. Discovering the dynamic patterns and changes in weekly self-efficacy on meeting PA goals may aid in designing a personalized PA intervention. Evaluation of this novel approach in an RCT is warranted.
尽管定期进行体育活动(PA)对健康有益,但大多数美国成年人未达到有氧运动和肌肉强化活动的PA指南要求。自我效能感,即相信自己能够执行特定行为,被认为是PA行为的一个重要决定因素。随着数字技术的日益普及,收集纵向实时自我效能感和PA数据已变得可行。然而,关于纵向实时评估自我效能感与客观测量的PA之间关系的证据却很少。
本研究旨在探讨一种新方法,以测量未达到PA指南要求的社区居住女性在为期12周的干预期内,针对其个性化PA目标和表现的每周实时自我效能感。
在这项二次数据分析中,140名接受了为期12周PA干预的女性被要求通过研究移动应用程序报告她们每周的实时自我效能感。PA(每日步数)通过加速度计每天测量,为期12周。参与者在每周结束时通过移动应用程序对实现PA目标的自我效能感进行评分(范围从“不自信”到“非常自信”)。我们使用逻辑混合模型来检验每周自我效能感与每周步数目标达成之间的关联,并控制年龄、体重指数、自我报告为白人、拥有大学及以上学历、已婚和就业等因素。
平均年龄为52.7(标准差11.5,范围25 - 68)岁。描述性分析显示了在实现PA目标和每周步数目标达成方面每周实时自我效能感的动态变化。大多数(74.4%)参与者在第一周报告有信心,而在干预的最后一周,报告有信心的参与者不到一半(46.4%)。达到每周步数目标的参与者对实现下一周步数目标有信心的可能性是未达到每周步数目标者的4.41倍(调整后的优势比为4.41;95%置信区间2.59 - 7.50;P <.001)。进一步分析表明,对实现下一周步数目标有信心的参与者在下一周达到其每周步数目标的可能性是其他参与者的2.07倍(调整后的优势比为2.07;95%置信区间1.16 - 3.70;P =.01)。在一系列敏感性分析中证实了实时自我效能感与每周步数目标达成之间的显著双向关联。
本研究证明了一种新方法在实时检查自我效能感以结合客观测量的PA分析自我效能感方面的潜在效用。发现实现PA目标时每周自我效能感的动态模式和变化可能有助于设计个性化的PA干预措施。有必要在随机对照试验中对这种新方法进行评估。