scholarly journals The Feasibility of Using Instagram Data to Predict Exercise Identity and Physical Activity Levels: Cross-sectional Observational Study

10.2196/20954 ◽  
2021 ◽  
Vol 23 (4) ◽  
pp. e20954
Author(s):  
Sam Liu ◽  
Megan Perdew ◽  
Alexander Lithopoulos ◽  
Ryan E Rhodes

Background Exercise identity is an important predictor for regular physical activity (PA). There is a lack of research on the potential mechanisms or antecedents of identity development. Theories of exercise identity have proposed that investment, commitment and self-referential (eg, I am an exerciser) statements, and social activation (comparison, support) may be crucial to identity development. Social media may be a potential mechanism to shape identity. Objective The objectives of this study were to (1) explore whether participants were willing to share their Instagram data with researchers to predict their lifestyle behaviors; (2) examine whether PA-related Instagram uses (ie, the percentage of PA-related Instagram posts, fitness-related followings, and the number of likes received on PA-related posts) were positively associated with exercise identity; and (3) evaluate whether exercise identity mediates the relationship between PA-related Instagram use and weekly PA minutes. Methods Participants (18-30 years old) were asked to complete a questionnaire to evaluate their current levels of exercise identity and PA. Participants’ Instagram data for the past 12 months before the completion of the questionnaire were extracted and analyzed with their permission. Instagram posts related to PA in the 12 months before their assessment, the number of likes received for each PA-related post, and verified fitness- or PA-related followings by the participants were extracted and analyzed. Pearson correlation analyses were used to evaluate the relationship among exercise identity, PA, and Instagram uses. We conducted mediation analyses using the PROCESS macro modeling tool to examine whether exercise identity mediated the relationship between Instagram use variables and PA. Descriptive statistical analyses were used to compare the number of willing participants versus those who were not willing to share their Instagram data. Results Of the 76 participants recruited to participate, 54% (n=41) shared their Instagram data. The percentage of PA-related Instagram posts (r=0.38; P=.01) and fitness-related Instagram followings (r=0.39; P=.01) were significantly associated with exercise identity. The average number of “likes” received (r=0.05, P=.75) was not significantly associated with exercise identity. Exercise identity significantly influenced the relationship between Instagram usage metrics (ie, the percentage of PA-related Instagram posts [P=.01] and verified fitness-related Instagram accounts [P=.01]) and PA level. Exercise identity did not significantly influence the relationship between the average number of “likes” received for the PA-related Instagram posts and PA level. Conclusions Our results suggest that an increase in PA-related Instagram posts and fitness-related followings were associated with a greater sense of exercise identity. Higher exercise identity led to higher PA levels. Exercise identity significantly influenced the relationship between PA-related Instagram posts (P=.01) and fitness-related followings on PA levels (P=.01). These results suggest that Instagram may influence a person’s exercise identity and PA levels. Future intervention studies are warranted.

2020 ◽  
Author(s):  
Sam Liu ◽  
Megan Perdew ◽  
Alexander Lithopoulos ◽  
Ryan E Rhodes

BACKGROUND Exercise identity is an important predictor for regular physical activity (PA). There is a lack of research on the potential mechanisms or antecedents of identity development. Theories of exercise identity have proposed that investment, commitment and self-referential (eg, I am an exerciser) statements, and social activation (comparison, support) may be crucial to identity development. Social media may be a potential mechanism to shape identity. OBJECTIVE The objectives of this study were to (1) explore whether participants were willing to share their Instagram data with researchers to predict their lifestyle behaviors; (2) examine whether PA-related Instagram uses (ie, the percentage of PA-related Instagram posts, fitness-related followings, and the number of likes received on PA-related posts) were positively associated with exercise identity; and (3) evaluate whether exercise identity mediates the relationship between PA-related Instagram use and weekly PA minutes. METHODS Participants (18-30 years old) were asked to complete a questionnaire to evaluate their current levels of exercise identity and PA. Participants’ Instagram data for the past 12 months before the completion of the questionnaire were extracted and analyzed with their permission. Instagram posts related to PA in the 12 months before their assessment, the number of likes received for each PA-related post, and verified fitness- or PA-related followings by the participants were extracted and analyzed. Pearson correlation analyses were used to evaluate the relationship among exercise identity, PA, and Instagram uses. We conducted mediation analyses using the PROCESS macro modeling tool to examine whether exercise identity mediated the relationship between Instagram use variables and PA. Descriptive statistical analyses were used to compare the number of willing participants versus those who were not willing to share their Instagram data. RESULTS Of the 76 participants recruited to participate, 54% (n=41) shared their Instagram data. The percentage of PA-related Instagram posts (<i>r</i>=0.38; <i>P</i>=.01) and fitness-related Instagram followings (<i>r</i>=0.39; <i>P</i>=.01) were significantly associated with exercise identity. The average number of “likes” received (<i>r</i>=0.05, <i>P</i>=.75) was not significantly associated with exercise identity. Exercise identity significantly influenced the relationship between Instagram usage metrics (ie, the percentage of PA-related Instagram posts [<i>P</i>=.01] and verified fitness-related Instagram accounts [<i>P</i>=.01]) and PA level. Exercise identity did not significantly influence the relationship between the average number of “likes” received for the PA-related Instagram posts and PA level. CONCLUSIONS Our results suggest that an increase in PA-related Instagram posts and fitness-related followings were associated with a greater sense of exercise identity. Higher exercise identity led to higher PA levels. Exercise identity significantly influenced the relationship between PA-related Instagram posts (<i>P</i>=.01) and fitness-related followings on PA levels (<i>P</i>=.01). These results suggest that Instagram may influence a person’s exercise identity and PA levels. Future intervention studies are warranted.


2021 ◽  
Vol 10 (6) ◽  
pp. 1229
Author(s):  
Jose Luis Perez-Lasierra ◽  
Martin Laclaustra ◽  
Pilar Guallar-Castillón ◽  
Jose Antonio Casasnovas ◽  
Jose Antonio Casajús ◽  
...  

Sedentarism is a risk factor for cardiovascular disease (CVD), but currently it is not clear how a sedentary behavior such as long sitting time can affect atherosclerosis development. This study examined the relationship between sitting time and the prevalence of carotid and femoral subclinical atherosclerosis. A cross-sectional analysis based on a subsample of 2082 participants belonging to the Aragon Workers’ Health Study was carried out. Ultrasonography was used to assess the presence of plaques in carotid and femoral territories; the validated Spanish version of the questionnaire on the frequency of engaging in physical activity used in the Nurses’ Health Study and the Health Professionals’ was used to assess physical activity and sitting time; and demographic, anthropometric, and clinical data were obtained by trained personnel during the annual medical examination. Participants were categorized into <9 h/day and ≥9 h/day sitting time groups. After adjusting for several confounders, compared with participants that remain seated <9 h/day, those participants who remain seated ≥9 h/day had, respectively, OR = 1.25 (95%CI: 1.01, 1.55, p < 0.05) and OR = 1.38 (95%CI: 1.09, 1.74, p < 0.05) for carotid and any-territory plaque presence. Remaining seated ≥9 h/day is associated with higher odds for carotid and any-territory plaque presence independently of physical activity levels and other cardiovascular risk factors.


2020 ◽  
Author(s):  
Daisuke Uritani ◽  
Jessica Kasza ◽  
Penny K. Campbell ◽  
Ben Metcalf ◽  
Thorlene Egerton

Abstract Background:The aim of this study was to examine the relationship between psychological characteristics and physical activity levels, measured as the average number of steps per day, in people with knee osteoarthritis (OA).Methods: This study analysed baseline data from a randomized controlled trial (Australian New Zealand Clinical Trials Registry reference: ACTRN12612000308897). A total of 167 adults aged over 50 years, with knee pain rated as four or more on an 11-point numeric rating scale, and knee OA diagnosed using American College of Rheumatology clinical criteria, were recruited from the community (62 men and 105 women; mean age, 62.2 ± 7.5 years). The average number of steps per day over seven consecutive days was measured using an accelerometer-based device. Psychological characteristics evaluated were: depressive symptoms (Depression Anxiety Stress Scale), self-efficacy (Arthritis Self-Efficacy Scale for pain and other symptoms), fear of movement (Brief Fear of Movement Scale for Osteoarthritis), and pain catastrophizing (Pain Catastrophizing Scale). The association between the average number of steps per day and psychological characteristics was analyzed using a multiple linear regression analysis, with the average number of steps per day as the dependent variable, adjusting for each psychological characteristic separately, and age, sex, body mass index, and pain entered as covariates.Results: There was evidence that the amount of physical activity was associated with fear of movement (coefficient [B]: -117, 95% confidence interval [95%CI]: -227 to -8) and with pain catastrophizing (B: -44, 95%CI: -86 to -1). The association with self-efficacy was similar (B:117, 95%CI: -12 to 246). However, the direction of the association with depressive symptoms was less clear (B: -59, 95%CI: -138 to 19).Conclusions: The results of this study revealed that the relationship was such that lower fear of movement and lower pain catastrophizing may be associated with more steps per day. It may be hypothesized that fear of moving and pain catastrophizing lead to activity avoidance and that strategies to improve these disease-related psychological aspects may be useful in enhancing physical activity participation, although this hypothesis is highly speculative and needs further testing given the cross-sectional design of this study.


2003 ◽  
Vol 18 (1) ◽  
pp. 74-82 ◽  
Author(s):  
Wendy C. King ◽  
Jennifer S. Brach ◽  
Steven Belle ◽  
Richard Killingsworth ◽  
Mark Fenton ◽  
...  

Purpose. To examine the relationship between physical activity and (1) convenience of destinations, measured by whether destinations (such as a park, trail, businesses, and services) are within walking distance of the home, and (2) participants' perception of the quality of their neighborhood surroundings for walking, captured with a global neighborhood “walkability” rating. Design. Cross-sectional analysis of data obtained in 1999. Setting. Community in southwest Pennsylvania. Subjects. Older Caucasian women (n = 149, mean age = 74.2 years). Response rate = 79%. Measures. Walking levels, leisure-time physical activity, and features of the neighborhood environment were measured with interviewer-administered questionnaires. Physical activity was also measured objectively with a pedometer. Results. Living within walking distance (defined as within a 20-minute walk of home) of a park; biking or walking trail; or department, discount, or hardware store was related to higher pedometer readings ( p < .01). In addition, there was a positive trend between the sum of destinations within walking distance of home and activity levels measured by pedometer and questionnaire ( p < .01). There was also a positive trend between participants' neighborhood “walkability” rating and activity levels measured by pedometer and questionnaire ( p < .01). Conclusion. These findings suggest that the ability to make utilitarian walking trips from home and the perception of having favorable neighborhood surroundings for walking are associated with increased physical activity levels in older women.


2021 ◽  
Vol 2021 ◽  
pp. 1-9
Author(s):  
Qianqian Dun ◽  
Wanglin Xu ◽  
Maozhen Fu ◽  
Nengjian Wu ◽  
Justin B. Moore ◽  
...  

Background. Few studies have explored the relationship between the level of physical activity and the occurrence or prevalence of obesity and hypertension among people residing in urbanised areas. Method. A cross-sectional study involving a sample of 1,001 adults was conducted. Descriptive statistics were used to describe sociodemographic variables, physical activity levels, body mass index (BMI), and prevalence of hypertension. Logistic regression models were adopted to investigate the relationship between these factors. Results. A total of 939 respondents who provided valid responses were included. Among them, 56.5% of the participants reported engaging in high levels of physical activity. However, 40.4% of the respondents were classified as overweight or obese, and 31.9% had diagnosed hypertension. After adjusting for sociodemographic factors, logistic regression analysis revealed that physical activity levels were negatively correlated with the prevalence of BMI (OR = 0.564, 95% CI: 0.352–0.905; OR = 0.583, 95% CI: 0.375–0.907) and hypertension (OR = 0.556, 95% CI: 0.348–0.888). Conclusions. Our study confirms recent evidence regarding the amount of physical activity that is associated with lower prevalence of obesity and hypertension in Pingshan District. Furthermore, different physical activities of various intensity levels had different effects on hypertension. Residents should be encouraged to engage in physical activities and maintain a healthy weight to improve their quality of life.


Author(s):  
Ana Gutiérrez-Hervás ◽  
Ernesto Cortés-Castell ◽  
Mercedes Juste-Ruíz ◽  
Antonio Palazón-Bru ◽  
Vicente Gil-Guillén ◽  
...  

Introduction.  Interpretation of accelerometer-derived physical activity in preschool children is confounded by differences in cut-off points.Aim. The purpose of this study was to analyze physical activity in 2-to-7-year-old children to establish reference values for daily activity.   Methods.  Observational study in children aged 2-7 years, without chronic diseases and whose parents provided informed consent. The main variable was physical activity, measured continuously over 120 hours (three workdays and two weekend days) by accelerometer. Secondary variables were weight status (BMI Z-score) and gender. The relationship between the main variable and secondary variables was determined through the t-test, ANOVA and the Pearson correlation coefficient.  A multivariate model was used to obtain the standard deviation of all possible combinations of values, constructing percentiles of normality(x±s and x±2·s).Results. 136 children (35% of municipality children), 54.4% girls. Their weight status distribution was: 25 underweight(18.4%), 35 normal weight(25.7%), 40 overweight(29.4%) and 36 obese(26.5%). The median age was 5.7 years and the mean physical activity was 591.9 counts/minute. The boys undertook more physical activity(p=0.031) and the underweight and normal-weight children undertook more physical activity than the overweight and obese children(p=0.032). There were no significant differences according to age.  The multivariate analysis showed significant differences(p<0.001) according to gender and weight status. In boys, physical activity decreased as weight status increased. In contrast, the girls in the extreme BMI groups obtained higher levels of physical activity.Conclusion.  The reference values obtained, categorized by gender and weight status, provide clinicians with standardized daily physical activity levels of preschool-age children.


Author(s):  
Sena Kaplan ◽  
Sibel Peksoy Kaya

INTRODUCTION: This study aimed to evaluate the relationship between nursing students’ awareness of the COVID-19 pandemic and health behaviors with health literacy. METHODS: This descriptive and cross-sectional study comprised 408 students enrolled in an undergraduate nursing program at a public university in Turkey. The data were collected online using the Individual Information Form, Healthy Lifestyle Behavior Scale II, and Turkish Health Literacy Scale-32. The percentiles, significance test of the difference between two means, and Pearson correlation analysis were used to analyze the data. RESULTS: The mean age of students was 20.89±1.95 and three of them had been diagnosed with COVID-19. It was determined that the students had sufficient health literacy (𝒙̅ =35.97±8.73), and healthy lifestyle behaviors during the COVID-19 pandemic were at a moderate level (𝒙̅ =55.76±12.05). The results showed that as awareness of nursing students regarding COVID-19 and precautions against it increased, their mean score of health literacy increased, too (p<.05). Furthermore, there was a positive correlation between students’ mean score of healthy lifestyle behaviors in nutrition, physical activity, and stress management and their mean score of health literacy (p<.05). DISCUSSION AND CONCLUSION: As the results have shown a relationship between nursing students’ awareness of COVID-19 and healthy lifestyle behaviors and health literacy, it is suggested to adapt the health literacy to students’ daily life during the pandemic period.


2008 ◽  
Vol 5 (1) ◽  
pp. 117-131 ◽  
Author(s):  
Aileen P. McGinn ◽  
Kelly R. Evenson ◽  
Amy H. Herring ◽  
Sara L. Huston ◽  
Daniel A. Rodriguez

Background:Crime is one aspect of the environment that can act as a barrier to physical activity. The goals of this study were to (1) compare measures of perceived crime with observed crime and (2) examine the association between the independent and combined effects of objective and perceived crime on physical activity.Methods:Perceived crime and physical activity were assessed in 1659 persons via telephone survey. Crime was objectively measured in a subset of 303 survey participants.Results:For all types of crime, there was low agreement between objective and perceived measures. Both perceived and objectively measured crime were independently associated with leisure activities.Conclusions:This study suggests that perceptions and objective measures of crime are both important correlates of leisure physical activity. Evaluating both measures is necessary when examining the relationship between crime and physical activity to develop interventions that will most influence leisure physical activity levels.


2013 ◽  
Vol 1 (1) ◽  
Author(s):  
Vinariani Tangkilisan ◽  
Shirley E. S. Kawengian ◽  
Nelly Mayulu

Abstract: The development of technology facilitate all the activities, that make us not moving. This can increase the incidence of obesity that will be at risk for cardiovascular disease. When the atherosclerotic plaque formation involves inflammatory processes that can increase levels of Hs CRP, which is one marker of inflammation. The purpose of this study to determine differences in physical activity and Hs CRP in obese and non-obese groups and the relationship between physical activity levels of Hs CRP in students in the Faculty of Medicine, University of Sam Ratulangi. The design of this study are analytical by using cross-sectional approach (cross-sectional). The research sample is determined by purposive sampling that meet the inclusion and exclusion criteria, amounting to 59 students. Data were collected through questionnaires and through the measurement of physical activity levels of Hs CRP, and the data were analyzed using non-parametric test of Mann Whitney test and the Spearman test. The test results obtained by Mann Whitney test with p values ​​are 0.799 for MET values and 0.000 ​​for Hs CRP levels, which means there is no difference in activity in both groups and there is has difference Hs CRP levels in both groups. Then do the Spearman test at 95% significance level of p value of 0.638 is obtained which is greater than the value of α 0.05, which means the relationship between two variables declared statistically significant. Keywords: Hs CRP, Physical Activity.   Abstrak: Perkembangan dunia teknologi memudahkan semua kegiatan sehingga kita kurang bergerak. Hal ini dapat meningkatkan kejadian  obesitas yang nantinya akan beresiko terhadap penyakit kardiovaskuler. Saat pembentukan plak aterosklerosis melibatkan proses inflamasi yang dapat meningkatkan kadar hsCRP yang merupakan salah satu penanda terjadinya inflamasi. Tujuan penelitian ini untuk mengetahui perbedaan aktivitas fisik dan hsCRP pada kelompok obes dan tidak obes serta hubungan antara aktivitas fisik dengan kadar hsCRP pada mahasiswa di Fakultas Kedokteran Universitas Sam Ratulangi. Rancangan penelitian ini bersifat analitik dengan menggunakan pendekatan potong lintang (cross sectional). Sampel penelitian ditentukan secara purposive sampling yang memenuhi kriteria inklusi dan eksklusi yang berjumlah 59 mahasiswa. Data yang dikumpulkan melalui kuesioner aktivitas fisik dan melalui pengukuran kadar hsCRP, kemudian data dianalisis dengan menggunakan uji non parametric yaitu uji Mann Whitney dan uji spearman. Selanjutnya hasil uji dengan Mann Whitney diperoleh nilai p yaitu 0,799 untuk nilai MET dan 0,000 untuk kadar hsCRP, yang artinya tidak ada perbedaan aktivitas pada kedua kelompok dan ada perbedaan kadar Hs CRP pada kedua kelompok. Kemudian dilakukan uji Spearman pada tingkat kemaknaan 95% diperoleh nilai p sebesar 0,638 yakni lebih besar dari nilai α 0,05 yang artinya hubungan antara kedua variabel ini dinyatakan tidak bermakna secara statistik.Kata Kunci: Aktivitas Fisik, hsCRP.


Author(s):  
Masoud Mirzaei ◽  
Nasim Namiranian ◽  
Behnam Bagheri-Fahraji ◽  
Somaye Gholami

Background: Changes in the state of energy balance owing to changes in physical activity (PA) may affect the reproductive system. Objectives: the aim of this study was to assess the association between PA and infertility of women living in Yazd 2014 - 2015. Materials and Methods: The study method was analytical cross-sectional on the Yazd Health Study (YaHS) data which was conducted on 10,000 people. We studied 2,611 women (20 and 49 yrs old), living in Greater Yazd area. PA information was collected using a physical activity questionnaire (IPAQ) short form. The standardized instruments were used for anthropometrics measurement. Results: Totally 135 cases of infertility were documented. The overall prevalence of infertility was 4.73% (95% CI: 3.94-5.59%). The median of PA scores (METs) in women was 746.66 and 25-75% interquartile range was 361.25-1277.25. The relationship according to the Chi-square test between infertility and PA, as categorized variables, was significant (p = 0.015). It showed over 90% of those who suffered from infertility had a low or moderate PA. Conclusion: The results of our study showed that there is a significant relationship between infertility and PA level in women living in Greater Yazd area. Also, women with infertility had lower activity levels, consistent with most previous studies. Key words: Women, Infertility, Physical activity, Yazd, Iran.


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