The Relationship Between Internet Use and Mental Health Among Older Adults in China: The Mediating Role of Physical Exercise

References

• Knight BG, Sayegh P. Mental health and aging in the 21st century. J Aging Soc Policy. 2011;23(3):228–243. doi:10.1080/08959420.2011.579494
   PubMed Web of Science ®Google Scholar
• Aggarwal B, Xiong Q, Schroeder-Butterfill E. Impact of the use of the internet on quality of life in older adults: review of literature. Prim Health Care Res Dev. 2020;21(e55):1–6. doi:10.1017/S1463423620000584
   Web of Science ®Google Scholar
• Lai CKY, Arthur DG, Chau WWH. Implication of internet growth on enhancing health of disadvantaged groups in China: a global perspective. J Clin Nurs. 2004;13(6B):68–73. doi:10.1111/j.1365-2702.2004.01046.x
   Web of Science ®Google Scholar
• Guo L. WeChat as a semipublic alternative sphere: exploring the use of WeChat among Chinese older adults. Int J Commun. 2017;11(1):408–428.
   Google Scholar
• Pan S. Examining the effects of social networks formed in a senior-oriented online community on older participants’ subjective well-being in China. Chin J Commun. 2018;11(2):135–154. doi:10.1080/17544750.2017.1296012
   Web of Science ®Google Scholar
• Yuan H. Internet use and mental health problems among older people in Shanghai, China: the moderating roles of chronic diseases and household income. Aging Ment Health. 2021;25(4):657–663. doi:10.1080/13607863.2020.1711858
   PubMed Web of Science ®Google Scholar
• Grossman M. On the concept of health capital and the demand for health. J Polit Econ. 1972;80(2):223–255. doi:10.1086/259880
   Web of Science ®Google Scholar
• Grossman M. The human capital model. In: Culyer AJ, Newhouse JP, editors. Handbook of Health Economics. Elsevier Science, Amsterdam, AMS; 2000:347–408.
   Google Scholar
• Liljas B. The demand for health with uncertainty and insurance. J Health Econ. 1998;17(2):153–170. doi:10.1016/S0167-6296(97)00021-0
   Web of Science ®Google Scholar
• Leibowitz AA. The demand for health and health concerns after 30 years. J Health Econ. 2004;23(4):663–671. doi:10.1016/j.jhealeco.2004.04.005
   Web of Science ®Google Scholar
• Zweifel P. The Grossman model after 40 years. Eur J Health Econ. 2012;13(6):677–682. doi:10.1007/s10198-012-0420-9
   PubMed Web of Science ®Google Scholar
• Monheit AC, Grafova IB. Education and family health care spending. South Econ J. 2018;85(1):71–92. doi:10.1002/soej.12300
   Web of Science ®Google Scholar
• Hartwig J, Sturm JE. Testing the Grossman model of medical spending determinants with macroeconomic panel data. Eur J Health Econ. 2018;19(8):1067–1086. doi:10.1007/s10198-018-0958-2
   Web of Science ®Google Scholar
• Corman H, Dave D, Reichman NE. Evolution of the infant health production function. South Econ J. 2018;85(1):6–47. doi:10.1002/soej.12279
   Web of Science ®Google Scholar
• Chen YW, Persson A. Internet use among young and older adults: relation to psychological wellbeing. Educ Gerontol. 2002;28(9):731–744. doi:10.1080/03601270290099921
   Web of Science ®Google Scholar
• Noel JG, Epstein J. Social support and health among senior Internet users: results of an online survey. J Technol Human Serv. 2003;21(3):35–54. doi:10.1300/J017v21n03_03
   Google Scholar
• Dorin M. Online education of older adults and its relation to life satisfaction. Educ Gerontol. 2007;33(2):127–143. doi:10.1080/03601270600850776
   Web of Science ®Google Scholar
• Lam L, Lam M. The use of information technology and mental health among older care-givers in Australia. Aging Ment Health. 2009;13(4):557–562. doi:10.1080/13607860802607306
   PubMed Web of Science ®Google Scholar
• Hernandez-Encuentra E, Pousada M, Gomez-Zuniga B. ICT and older adults: beyond usability. Educ Gerontol. 2009;35(3):226–245. doi:10.1080/03601270802466934
   Web of Science ®Google Scholar
• Goodall K, Ward P, Newman L. Use of information and communication technology to provide health information: what do older migrants know, and what do they need to know? Qual Prim Care. 2010;18(1):27–32.
   PubMedGoogle Scholar
• Sum S, Mathews RM, Hughes I. Participation of older adults in cyberspace: how Australian older adults use the internet. Australas. Ageing. 2009;28(4):189–193.
   Google Scholar
• Cangelosi PR, Sorrell JM. Use of technology to enhance mental health for older adults. J Psychosoc Nurs Ment Health Serv. 2014;52(9):17–20. doi:10.3928/02793695-20140721-01
   Web of Science ®Google Scholar
• Handley T, Perkins D, Kay-Lambkin F, Lewin T, Kelly B. Familiarity with and intentions to use Internet-delivered mental health treatments among older rural adults. Aging Ment Health. 2015;19(11):989–996. doi:10.1080/13607863.2014.981744
   PubMed Web of Science ®Google Scholar
• Hunsaker A, Hargittai E, Piper AM. Online social connectedness and anxiety among older adults. Int J Commun. 2020;14(1):697–725.
   Google Scholar
• Leszko M. The role of online communication among spousal caregivers of individuals with Alzheimer’s disease. J Women Aging. 2020;32(4):462–480. doi:10.1080/08952841.2020.1754119
   PubMed Web of Science ®Google Scholar
• Karavidas M, Lim NK, Katsikas SL. The effects of computers on older adult users. Comput Hum Behav. 2005;21(5):697–711. doi:10.1016/j.chb.2004.03.012
   Web of Science ®Google Scholar
• Firth L, Mellor D. Dilettantism in investigating the impact of the Internet on the wellbeing of the older adults. Qual Quant. 2009;43(2):185–196. doi:10.1007/s11135-007-9108-0
   Google Scholar
• Cotten SR, Ford G, Ford S, Hale TM. Internet use and depression among retired older adults in the United States: a Longitudinal analysis. J Gerontol Ser B Psychol Sci Soc Sci. 2014;69(5):763–771.
   PubMed Web of Science ®Google Scholar
• Chang J, Mcallister C, Mccaslin R. Correlates of, and barriers to, internet use among older adults. J Gerontol Soc Work. 2015;58(1):66–85. doi:10.1080/01634372.2014.913754
   PubMed Web of Science ®Google Scholar
• Forsman AK, Nordmyr J. Psychosocial links between internet use and mental health in later life: a systematic review of quantitative and qualitative evidence. J Appl Gerontol. 2017;36(12):1471–1518. doi:10.1177/0733464815595509
   PubMed Web of Science ®Google Scholar
• Jun HJ, Kim MY. What accounts for the relationship between internet use and suicidal ideation of Korean older adults? A mediation analysis. J Gerontol Ser B Psychol Sci Soc Sci. 2017;72(5):846–855.
   PubMed Web of Science ®Google Scholar
• Forsman AK, Nordmyr J, Matosevic T, Park AL, Wahlbeck K, McDaid D. Promoting mental wellbeing among older people: technology-based interventions. Health Promot Int. 2018;33(6):1042–1054. doi:10.1093/heapro/dax047
   PubMed Web of Science ®Google Scholar
• Hunsaker A, Hargittai E. A review of Internet use among older adults. New Media Soc. 2018;20(10):3937–3954. doi:10.1177/1461444818787348
   Web of Science ®Google Scholar
• Liao SM, Zhou YJ, Liu YF, Wang RX. Variety, frequency, and type of internet use and its association with risk of depression in middle- and older -aged Chinese: a cross-sectional study. J Affect Disord. 2020;273(5):280–290. doi:10.1016/j.jad.2020.04.022
   Web of Science ®Google Scholar
• Lyu SJ, Sun J. Internet use and self-rated health among Chinese older adults: the mediating role of social capital. Geriatr Gerontol Int. 2020;21(1):34–38. doi:10.1111/ggi.14090
   Web of Science ®Google Scholar
• Zhu Y, Zhou Y, Long C, et al. The relationship between internet use and health among older adults in China: the mediating role of social capital. Healthcare. 2021;9(5):559. doi:10.3390/healthcare9050559
   Web of Science ®Google Scholar
• Sharit J, Hernandez MA, Czaja SJ, Pirolli P. Investigating the roles of knowledge and cognitive abilities in older adult information seeking on the Web. ACM Trans Comput Hum Interact. 2008;15(1):3. doi:10.1145/1352782.1352785
   PubMed Web of Science ®Google Scholar
• Cavender AC, Bigham JP. Toward web accessibility for older users. Univers Access Inf Soc. 2011;10(4):357–358. doi:10.1007/s10209-011-0219-y
   Web of Science ®Google Scholar
• Chekroud SR, Gueorguieva R, Zheutlin AB, et al. Association between physical exercise and mental health in 1.2 million individuals in the USA between 2011 and 2015: a cross-sectional study. Lancet Psychiatry. 2018;5(9):739–746. doi:10.1016/S2215-0366(18)30227-X
   PubMed Web of Science ®Google Scholar
• Ihm J, Hsieh YP. The implications of information and communication technology use for the social well-being of older adults. Info Commun Soc. 2015;18(10):1123–1138. doi:10.1080/1369118X.2015.1019912
   Web of Science ®Google Scholar
• Xiong J, Zuo M. How does family support work when older adults obtain information from mobile internet? Inf Technol People. 2019;32(6):1496–1516. doi:10.1108/ITP-02-2018-0060
   Web of Science ®Google Scholar
• Keane MC, Roeger LS, Allison S, Reed RL. E-mental health in South Australia: impact of age, gender and region of residence. Aust J Prim Health. 2013;19(4):331–335. doi:10.1071/PY13027
   Web of Science ®Google Scholar
• Chang SJ, Im EO. A path analysis of internet health information seeking behaviors among older adults. Geriatr Nurs. 2014;35(2):137–141. doi:10.1016/j.gerinurse.2013.11.005
   Web of Science ®Google Scholar
• Booth AO, Nowson CA, Matters H. Evaluation of an interactive, Internet-based weight loss program: a pilot study. Health Educ Res. 2008;23(3):371–381. doi:10.1093/her/cyn007
   Web of Science ®Google Scholar
• Tomita MR. Improving adherence to exercise in patients with heart failure through internet-based self-management. J Am Geriatr Soc. 2008;56(10):1981–1983. doi:10.1111/j.1532-5415.2008.01865.x
   Web of Science ®Google Scholar
• Geraghty AWA, Stanford R, Stuart B, et al. Using an Internet intervention to support self-management of low back pain in primary care: findings from a randomised controlled feasibility. BMJ Open. 2018;8(3):e016768. doi:10.1136/bmjopen-2017-016768
   PubMed Web of Science ®Google Scholar
• Wang ZH, Kiryu T, Iwaki M, Shibai K. An Internet-based cycle ergometer health promotion system for providing personally fitted exercise. IEICE Trans Inf Syst. 2005;E88D(8):1985–1992. doi:10.1093/ietisy/e88-d.8.1985
   Web of Science ®Google Scholar
• Elliot AJ, Mooney CJ, Douthit KZ, Lynch MF. Predictors of older adults’ technology use and its relationship to depressive symptoms and well-being. J Gerontol Ser B Psychol Sci Soc Sci. 2014;69(5):667–677.
   PubMed Web of Science ®Google Scholar
• Linley PA, Maltby J, Wood AM, et al. Measuring happiness: the higher order factor structure of subjective and psychological well-being measures. Pers Individ Differ. 2009;47(8):878–884. doi:10.1016/j.paid.2009.07.010
   Web of Science ®Google Scholar
• Walsh R. Lifestyle and mental health. Am Psychol. 2011;66(7):579. doi:10.1037/a0021769
   PubMed Web of Science ®Google Scholar
• Galderisi S, Heinz A, Kastrup M, et al. Toward a new definition of mental health. World Psychiatry. 2015;14(2):231. doi:10.1002/wps.20231
   PubMed Web of Science ®Google Scholar
• Mollica RF, Cardozo BL, Osofsky HJ, et al. Mental health in complex emergencies. Lancet. 2004;364(9450):2058–2067. doi:10.1016/S0140-6736(04)17519-3
   PubMed Web of Science ®Google Scholar
• Sisask M, Värnik A, Kolves K, et al. Subjective psychological well-being (WHO-5) in assessment of the severity of suicide attempt. Nord J Psychiatr. 2008;62(6):431–435. doi:10.1080/08039480801959273
   PubMed Web of Science ®Google Scholar
• Kafka GJ, Kozma A. The construct validity of Ryff’s scales of psychological well-being (SPWB) and their relationship to measures of subjective well-being. Soc Indic Res. 2002;57(2):171–190. doi:10.1023/A:1014451725204
   Web of Science ®Google Scholar
• Joshanloo M. Investigating the relationships between subjective well-being and psychological well-being over two decades. Emotion. 2019;19(1):183. doi:10.1037/emo0000414
   PubMed Web of Science ®Google Scholar
• Hanley A, Warner A, Garland EL. Associations between mindfulness, psychological well-being, and subjective well-being with respect to contemplative practice. J Happiness Stud. 2015;16(6):1423–1436. doi:10.1007/s10902-014-9569-5
   Web of Science ®Google Scholar
• Ting J, Chien KP, Dhir A, et al. Sports interest mediating exercise and compulsive internet use among undergraduates. Health Promot Int. 2019;34(5):953–960. doi:10.1093/heapro/day046
   Web of Science ®Google Scholar
• Lin L, Liu J, Cao X, et al. Internet addiction mediates the association between cyber victimization and psychological and physical symptoms: moderation by physical exercise. BMC Psychiatry. 2020;20(1):1–8. doi:10.1186/s12888-020-02548-6
   PubMed Web of Science ®Google Scholar
• Tate DF, Lyons EJ, Valle CG. High-tech tools for exercise motivation: use and role of technologies such as the internet, mobile applications, social media, and video games. Diabetes Spectrum. 2015;28(1):45–54. doi:10.2337/diaspect.28.1.45
   PubMedGoogle Scholar
• Raglin JS. Exercise and mental health. Sports Med. 1990;9(6):323–329. doi:10.2165/00007256-199009060-00001
   PubMed Web of Science ®Google Scholar
• Grasdalsmoen M, Eriksen HR, Lønning KJ, et al. Physical exercise, mental health problems, and suicide attempts in university students. BMC Psychiatry. 2020;20(1):1–11. doi:10.1186/s12888-020-02583-3
   PubMed Web of Science ®Google Scholar
• German PS, Shapiro S, Skinner EA. Mental health of the elderly: use of health and mental health services. J Am Geriatr Soc. 1985;33(4):246–252. doi:10.1111/j.1532-5415.1985.tb07111.x
   Web of Science ®Google Scholar
• Levkoff SE, Macarthur IW, Bucknall J. Elderly mental health in the developing world. Soc Sci Med. 1995;41(7):983–1003. doi:10.1016/0277-9536(94)00434-U
   PubMed Web of Science ®Google Scholar
• Gurland BJ. The Mind and Mood of Aging: Mental Health Problems of the Community Elderly in New York and London. London, Lon: Psychology Press; 1983.
   Google Scholar
• Baron RM, Kenny DA. The moderator–mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol. 1986;51(6):1173. doi:10.1037/0022-3514.51.6.1173
   PubMed Web of Science ®Google Scholar
• Iacobucci D, Saldanha N, Deng X. A meditation on mediation: evidence that structural equations models perform better than regressions. J Consum Psychol. 2007;17(2):139–153. doi:10.1016/S1057-7408(07)70020-7
   Web of Science ®Google Scholar
• Zhao X, Lynch JG, Chen Q. Reconsidering Baron and Kenny: myths and truths about mediation analysis. J Consum Res. 2010;37(2):197–206. doi:10.1086/651257
   Web of Science ®Google Scholar
• Preacher KJ, Hayes AF. SAS procedures for estimating indirect effects in simple mediation models. Behav Res Methods Instrum Comput. 2004;36(4):717–731. doi:10.3758/BF03206553
   PubMedGoogle Scholar
• Lyu S, Sun J. Internet use and self‐rated health among Chinese older adults: the mediating role of social capital. Geriatr Gerontol Int. 2021;21(1):34–38.
   Web of Science ®Google Scholar
• Mailey EL, Wójcicki TR, Motl RW, et al. Internet-delivered physical activity intervention for college students with mental health disorders: a randomized pilot trial. Psychol Health Med. 2010;15(6):646–659. doi:10.1080/13548506.2010.498894
   PubMed Web of Science ®Google Scholar
• Irvine AB, Gelatt VA, Seeley JR, et al. Web-based intervention to promote physical activity by sedentary older adults: randomized controlled trial. J Med Internet Res. 2013;15(2):e19. doi:10.2196/jmir.2158
   Web of Science ®Google Scholar
• Mikkelsen K, Stojanovska L, Polenakovic M. Exercise and mental health. Maturitas. 2017;106:48–56. doi:10.1016/j.maturitas.2017.09.003
   PubMed Web of Science ®Google Scholar
• Grossman M. The Demand for Health. New York, NY: Columbia University Press; 2017.
   Google Scholar
• Ybarra ML, Eaton WW. Internet-based mental health interventions. Ment Health Serv Res. 2005;7(2):75–87. doi:10.1007/s11020-005-3779-8
   PubMedGoogle Scholar
• Bianchi C. Exploring how internet services can enhance elderly well-being. J Serv Mark. 2021;35(2):2–19. doi:10.1108/JSM-05-2020-0177
   Web of Science ®Google Scholar
• Shah A. The relationship between elderly suicide rates and the internet: a cross-national study. Int J Soc Psychiatr. 2010;56(3):214–219. doi:10.1177/0020764009105645
   Web of Science ®Google Scholar
• Ahn JH, Lim KC, Lee YJ, et al. Effects of computer/internet game play on depression and life satisfaction among the elderly: mediating effects of perceived self-control. J Korea Contents Assoc. 2011;11(7):406–417. doi:10.5392/JKCA.2011.11.7.406
   Google Scholar
• Sum S, Mathews RM, Pourghasem M, et al. Internet technology and social capital: how the Internet affects seniors’ social capital and wellbeing. J Comput -Mediat Commun. 2008;14(1):202–220. doi:10.1111/j.1083-6101.2008.01437.x
   Web of Science ®Google Scholar
• Marsch LA, Hegel MT, Greene MA. Leveraging digital technology to intervene on personality processes to promote healthy aging. Personal Disord. 2019;10(1):33–45. doi:10.1037/per0000275
   Google Scholar
• Kobayashi LC, Wardle J, Wagner CV. Internet use, social engagement and health literacy decline during ageing in a longitudinal cohort of older English adults. J Epidemiol Community Health. 2015;69(3):278–283. doi:10.1136/jech-2014-204733
   Web of Science ®Google Scholar