Tweets Related to Motivation and Physical Activity for Obesity-Related Behavior Change: Descriptive Analysis

被引:3
|
作者
Park, Albert [1 ]
机构
[1] Univ North Carolina Charlotte, Dept Software & Informat Syst, Coll Comp & Informat, Charlotte, NC USA
关键词
obesity; motivation; exercise; peer support; social network analysis; social computing; consumer health information; informatics; information science; social support; communications media; PEER SUPPORT; SOCIAL MEDIA; HEALTH; ADULTS; PROGRAM; DESIGN; MANAGEMENT; CHILDREN; TRIAL;
D O I
10.2196/15055
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
Background: Obesity is one of the greatest modern public health problems, due to the associated health and economic consequences. Decreased physical activity is one of the main societal changes driving the current obesity pandemic. Objective: Our goals are to fill a gap in the literature and study whether users organically utilize a social media platform, Twitter, for providing motivation. We examine the topics of messages and social network structures on Twitter. We discuss social media's potential for providing peer support and then draw insights to inform the development of interventions for long-term health-related behavior change. Methods: We examined motivational messages related to physical activity on Twitter. First, we collected tweets related to physical activity. Second, we analyzed them using (1) a lexicon-based approach to extract and characterize motivation-related tweets, (2) a thematic analysis to examine common themes in retweets, and (3) topic models to understand prevalent factors concerning motivation and physical activity on Twitter. Third, we created 2 social networks to investigate organically arising peer-support network structures for sustaining physical activity and to form a deeper understanding of the feasibility of these networks in a real-world context. Results: We collected over 1.5 million physical activity-related tweets posted from August 30 to November 6, 2018. A relatively small percentage of the tweets mentioned the term motivation; many of these were made on Mondays or during morning or late morning hours. The analysis of retweets showed that the following three themes were commonly conveyed on the platform: (1) using a number of different types of motivation (self, process, consolation, mental, or quotes), (2) promoting individuals or groups, and (3) sharing or requesting information. Topic models revealed that many of these users were weightlifters or people trying to lose weight. Twitter users also naturally forged relations, even though 98.12% (2824/2878) of these users were in different physical locations. Conclusions: This study fills a knowledge gap on how individuals organically use social media to encourage and sustain physical activity. Elements related to peer support are found in the organic use of social media. Our findings suggest that geographical location is less important for providing peer support as long as the support provides motivation, despite users having few factors in common (eg, the weather) affecting their physical activity. This presents a unique opportunity to identify successful motivation-providing peer support groups in a large user base. However, further research on the effects in a real-world context, as well as additional design and usability features for improving user engagement, are warranted to develop a successful intervention counteracting the current obesity pandemic. This is especially important for young adults, the main user group for social media, as they develop lasting health-related behaviors.
引用
下载
收藏
页数:14
相关论文
共 50 条
  • [1] Physical activity for preventing and treating obesity-related dyslipoproteinemias
    Stefanick, ML
    MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 1999, 31 (11): : S609 - S618
  • [2] Obesity-Related Genetic Variants and their Associations with Physical Activity
    Lee H.
    Ash G.I.
    Angelopoulos T.J.
    Gordon P.M.
    Moyna N.M.
    Visich P.S.
    Zoeller R.F.
    Gordish-Dressman H.
    Deshpande V.
    Chen M.-H.
    Thompson P.D.
    Hoffman E.P.
    Devaney J.M.
    Pescatello L.S.
    Sports Medicine - Open, 2015, 1 (1)
  • [3] Obesity-related Genetic Variants And Their Associations With Physical Activity
    Lee, Harold
    Ash, Garrett I.
    Angelopoulos, Theodore J.
    Gordon, Paul M.
    Moyna, Niall M.
    Visich, Paul S.
    Zoeller, Robert F.
    Gordish-Dressman, Heather
    Thompson, Paul D.
    Hoffman, Eric P.
    Devaney, Joseph M.
    Pescatello, Linda S.
    MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2015, 47 (05): : 79 - 79
  • [4] Association between physical activity and obesity-related factors
    Kong, Sunga
    So, Wi-Young
    MINERVA MEDICA, 2021, 112 (03) : 418 - 420
  • [5] Influence of Physical Activity and Nutrition on Obesity-Related Immune Function
    Huang, Chun-Jung
    Zourdos, Michael C.
    Jo, Edward
    Ormsbee, Michael J.
    SCIENTIFIC WORLD JOURNAL, 2013,
  • [6] Obesity-related cardiovascular behavior in children
    Ozkan, E. A.
    Khosroshahi, H. E.
    Kilic, M.
    Gecit, U. A.
    Domur, E.
    EUROPEAN REVIEW FOR MEDICAL AND PHARMACOLOGICAL SCIENCES, 2016, 20 (08) : 1559 - 1565
  • [7] Effects of Physical Activity, Exercise, and Fitness on Obesity-Related Morbidity and Mortality
    Lavie, Carl J.
    Carbone, Salvatore
    Kachur, Sergey
    O'Keefe, Evan L.
    Elagizi, Andrew
    CURRENT SPORTS MEDICINE REPORTS, 2019, 18 (08) : 292 - 298
  • [8] Obesity-Related Oxidative Stress: the Impact of Physical Activity and Diet Manipulation
    Huang C.-J.
    McAllister M.J.
    Slusher A.L.
    Webb H.E.
    Mock J.T.
    Acevedo E.O.
    Sports Medicine - Open, 2015, 1 (1)
  • [9] Influence of urban neighbourhood environment on physical activity and obesity-related diseases
    Lee, H.
    Kang, H. -M.
    Ko, Y. -J.
    Kim, H. -S.
    Kim, Y. -J.
    Bae, W. K.
    Park, S.
    Cho, B.
    PUBLIC HEALTH, 2015, 129 (09) : 1204 - 1210
  • [10] Comparison of physical activity as an obesity-related behavior between immigrants and native-born US adults
    Alese, Joyce T.
    Alese, Olatunji B.
    PALGRAVE COMMUNICATIONS, 2020, 6 (01)