Comparing Older Parents’ and Adult Children’s Fear of Falling and Perceptions of Age-Friendly Home Modification: An Integration of the Theories of Planned Behavior and Protection Motivation
Abstract
:1. Introduction
1.1. Purpose of the Study
1.2. Hypotheses
2. Literature Review
2.1. Fear of Falling and Age-Friendly Home Modification
2.2. Theory of Planned Behavior
2.3. Protection Motivation Theory and Fear of Falling
2.4. Older Parents and Adult Children
3. Materials and Methods
3.1. Participants and Sampling
3.2. Measures
3.3. Data Analysis
4. Results
4.1. Descriptive Analysis of Older Parents
4.2. Descriptive Analysis of Adult Children
4.3. Comparison of the Variables between Older Parents and Adult Children
4.4. Relationships among Fear of Falling, Attitude, Subjective Norm, Perceived Behavioral Control, and Behavioral Intention toward AFHM between Older Parents and Adult Children
5. Discussion
6. Conclusions
7. Limitations and Future Studies
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Lee, S.; Oh, E.; Hong, G.-R. Comparison of Factors Associated with Fear of Falling between Older Adults with and without a Fall History. Int. J. Environ. Res. Public Health 2018, 15, 982. [Google Scholar] [CrossRef] [PubMed]
- Gerards, M.H.G.; McCrum, C.; Mansfield, A.; Meijer, K. Perturbation-Based Balance Training for Falls Reduction among Older Adults: Current Evidence and Implications for Clinical Practice. Geriatr. Gerontol. Int. 2017, 17, 2294–2303. [Google Scholar] [CrossRef] [PubMed]
- Keall, M.D.; Pierse, N.; Howden-Chapman, P.; Guria, J.; Cunningham, C.W.; Baker, M.G. Cost-Benefit Analysis of Fall Injuries Prevented by a Programme of Home Modifications: A Cluster Randomised Controlled Trial. Inj. Prev. 2016, 23, 22–26. [Google Scholar] [CrossRef] [PubMed]
- Valipoor, S.; Pati, D.; Kazem-Zadeh, M.; Mihandoust, S.; Mohammadigorji, S. Falls in Older Adults: A Systematic Review of Literature on Interior-Scale Elements of the Built Environment. J. Aging Environ. 2020, 34, 351–374. [Google Scholar] [CrossRef]
- Ryu, E.; Juhn, Y.J.; Wheeler, P.H.; Hathcock, M.A.; Wi, C.-I.; Olson, J.E.; Cerhan, J.R.; Takahashi, P.Y. Individual Housing-Based Socioeconomic Status Predicts Risk of Accidental Falls among Adults. Ann. Epidemiol. 2017, 27, 415–420. [Google Scholar] [CrossRef]
- Hyun, K.-R.; Kang, S.; Lee, S. Population Aging and Healthcare Expenditure in Korea. Health Econ. 2015, 25, 1239–1251. [Google Scholar] [CrossRef]
- Wang, L.; Chen, J.; Ju, D.-Y. Factors Contributing to Korean Older Adults’ Acceptance of Assistive Social Robots. Electronics 2021, 10, 2204. [Google Scholar] [CrossRef]
- Luciano, A.; Pascale, F.; Polverino, F.; Pooley, A. Measuring Age-Friendly Housing: A Framework. Sustainability 2020, 12, 848. [Google Scholar] [CrossRef]
- Nicklett, E.; Lohman, M.; Smith, M. Neighborhood Environment and Falls among Community-Dwelling Older Adults. Int. J. Environ. Res. Public Health 2017, 14, 175. [Google Scholar] [CrossRef]
- Drozdick, L.W. Correlates of Fear of Falling in Older Adults Who Have Experienced a Fall. J. Clin. Geropsychol. 2001, 7, 1–13. [Google Scholar] [CrossRef]
- Deshpande, N.; Metter, E.J.; Bandinelli, S.; Lauretani, F.; Windham, B.G.; Ferrucci, L. Psychological, Physical, and Sensory Correlates of Fear of Falling and Consequent Activity Restriction in the Elderly. Am. J. Phys. Med. Rehabil. 2008, 87, 354–362. [Google Scholar] [CrossRef] [PubMed]
- Gaxatte, C.; Nguyen, T.; Chourabi, F.; Salleron, J.; Pardessus, V.; Delabrière, I.; Thévenon, A.; Puisieux, F. Fear of Falling as Seen in the Multidisciplinary Falls Consultation. Ann. Phys. Rehabil. Med. 2011, 54, 248–258. [Google Scholar] [CrossRef] [PubMed]
- Hoang, O.T.; Jullamate, P.; Piphatvanitcha, N.; Rosenberg, E. Factors Related to Fear of Falling among Community-Dwelling Older Adults. J. Clin. Nurs. 2016, 26, 68–76. [Google Scholar] [CrossRef] [PubMed]
- Gibson, A.; Pope, N.; Loeffler, D.; Ratliff, S.; Engelhardt, E. Identifying Aging Adults’ Housing Preferences: An Age-Friendly Initiative. J. Gerontol. Soc. Work 2022, 66, 43–63. [Google Scholar] [CrossRef]
- World Health Organization. Global Strategy and Action Plan on Ageing and Health; World Health Organization: Geneva, Switzerland, 2017. [Google Scholar]
- United Nations. World Population Ageing 2017: Highlights; United Nations: New York, NY, USA, 2017. [Google Scholar]
- Mulliner, E.; Riley, M.; Maliene, V. Older People’s Preferences for Housing and Environment Characteristics. Sustainability 2020, 12, 5723. [Google Scholar] [CrossRef]
- Davey, J.A. “Ageing in Place”: The Views of Older Homeowners on Maintenance, Renovation and Adaptation. Social Policy. J. N. Z. 2006, 27, 128–141. Available online: https://www.msd.govt.nz/documents/about-msd-and-our-work/publications-resources/journals-and-magazines/social-policy-journal/spj27/27-pages128-141.pdf (accessed on 28 December 2022).
- Wu, S.; Fu, Y.; Yang, Z. Housing Condition, Health Status, and Age-Friendly Housing Modification in Europe: The Last Resort? Build. Environ. 2022, 215, 108956. [Google Scholar] [CrossRef]
- van Hoof, J.; Schellen, L.; Soebarto, V.; Wong, J.K.W.; Kazak, J.K. Ten Questions Concerning Thermal Comfort and Ageing. Build. Environ. 2017, 120, 123–133. [Google Scholar] [CrossRef]
- Kim, H.; Zhao, Y.L.; Kim, N.; Ahn, Y.H. Home Modifications for Older People with Cognitive Impairments: Mediation Analysis of Caregivers’ Information Needs and Perceptions of Fall Risks. Int. J. Older People Nurs. 2019, 14, e12240. [Google Scholar] [CrossRef]
- Marquardt, G.; Johnston, D.; Black, B.S.; Morrison, A.; Rosenblatt, A.; Lyketsos, C.G.; Samus, Q.M. A Descriptive Study of Home Modifications for People with Dementia and Barriers to Implementation. J. Hous. Elder. 2011, 25, 258–273. [Google Scholar] [CrossRef]
- Djundeva, M.; Dykstra, P.A.; Emery, T. Family Dynamics in China and Europe in the Last Half-Century. Chin. J. Sociol. 2019, 5, 143–172. [Google Scholar] [CrossRef]
- Dean, D.; Kellie, J.; Mould, P. From Pushchairs to Wheelchairs: Understanding Tensions in Family Decision Making through the Experiences of Adult Children Caring for Ageing Parents. J. Mark. Manag. 2014, 30, 1703–1721. [Google Scholar] [CrossRef]
- Mynatt, E.D.; Rogers, W.A. Developing Technology to Support the Functional Independence of Older Adults. Ageing Int. 2001, 27, 24–41. [Google Scholar] [CrossRef]
- Berridge, C.; Wetle, T.F. Why Older Adults and Their Children Disagree about in-Home Surveillance Technology, Sensors, and Tracking. Gerontologist 2019, 60, 926–934. [Google Scholar] [CrossRef] [PubMed]
- Ajzen, I. The Theory of Planned Behavior. Organ. Behav. Hum. Decis. Process. 1991, 50, 179–211. [Google Scholar] [CrossRef]
- French, D.P.; Cooke, R. Using the Theory of Planned Behaviour to Understand Binge Drinking: The Importance of Beliefs for Developing Interventions. Br. J. Health Psychol. 2011, 17, 1–17. [Google Scholar] [CrossRef]
- Ahn, M.; Kang, J.; Kwon, H.J. The Concept of Aging in Place as Intention. Gerontologist 2019, 60, 50–59. [Google Scholar] [CrossRef]
- Huang, H.-C. Factors Influencing Intention to Move into Senior Housing. J. Appl. Gerontol. 2011, 31, 488–509. [Google Scholar] [CrossRef]
- Rogers, R.W.; Prentice-Dunn, S. Protection motivation theory. In Handbook of Health Behavior Research 1: Personal and Social Determinants; Plenum Press: New York, NY, USA, 1997; pp. 113–132. [Google Scholar]
- Taheri-Kharameh, Z.; Bashirian, S.; Heidarimoghadam, R.; Poorolajal, J.; Barati, M.; Rásky, É. Predictors of Fall Protective Behaviors among Iranian Community-Dwelling Older Adults: An Application of the Protection Motivation Theory. Clin. Interv. Aging 2020, 15, 123–129. [Google Scholar] [CrossRef]
- Beirens, T.M.; Brug, J.; van Beeck, E.F.; Dekker, R.; den Hertog, P.; Raat, H. Assessing Psychosocial Correlates of Parental Safety Behaviour Using Protection Motivation Theory: Stair Gate Presence and Use among Parents of Toddlers. Health Educ. Res. 2007, 23, 723–731. [Google Scholar] [CrossRef]
- Burns, E.; Kakara, R. Deaths from falls among persons aged≥ 65 years—United States, 2007–2016. Morb. Mortal. Wkly. Rep. 2018, 67, 509. [Google Scholar] [CrossRef] [PubMed]
- Arfken, C.L.; Lach, H.W.; Birge, S.J.; Miller, J.P. The Prevalence and Correlates of Fear of Falling in Elderly Persons Living in the Community. Am. J. Public Health 1994, 84, 565–570. [Google Scholar] [CrossRef] [PubMed]
- Zijlstra, G.A.; van Haastregt, J.C.; van Eijk, J.T.; van Rossum, E.; Stalenhoef, P.A.; Kempen, G.I. Prevalence and Correlates of Fear of Falling, and Associated Avoidance of Activity in the General Population of Community-Living Older People. Age Ageing 2007, 36, 304–309. [Google Scholar] [CrossRef] [PubMed]
- Pereira, C.; Bravo, J.; Raimundo, A.; Tomas-Carus, P.; Mendes, F.; Baptista, F. Risk for Physical Dependence in Community-Dwelling Older Adults: The Role of Fear of Falling, Falls and Fall-Related Injuries. Int. J. Older People Nurs. 2020, 15, e12310. [Google Scholar] [CrossRef] [PubMed]
- Cumming, R.G.; Salkeld, G.; Thomas, M.; Szonyi, G. Prospective Study of the Impact of Fear of Falling on Activities of Daily Living, SF-36 Scores, and Nursing Home Admission. J. Gerontol. Ser. A Biol. Sci. Med. Sci. 2000, 55, M299–M305. [Google Scholar] [CrossRef] [PubMed]
- Scheffer, A.C.; Schuurmans, M.J.; van Dijk, N.; van der Hooft, T.; de Rooij, S.E. Fear of Falling: Measurement Strategy, Prevalence, Risk Factors and Consequences among Older Persons. Age Ageing 2008, 37, 19–24. [Google Scholar] [CrossRef]
- Oh, E.; Hong, G.-R.S.; Lee, S.; Han, S. Fear of Falling and Its Predictors among Community-Living Older Adults in Korea. Aging Ment. Health 2015, 21, 369–378. [Google Scholar] [CrossRef]
- Legters, K. Fear of falling. Phys. Ther. 2002, 82, 264–272. [Google Scholar] [CrossRef] [PubMed]
- Chase, C.A.; Mann, K.; Wasek, S.; Arbesman, M. Systematic Review of the Effect of Home Modification and Fall Prevention Programs on Falls and the Performance of Community-Dwelling Older Adults. Am. J. Occup. Ther. 2012, 66, 284–291. [Google Scholar] [CrossRef]
- Currin, M.L.; Comans, T.A.; Heathcote, K.; Haines, T.P. Staying Safe at Home. Home Environmental Audit Recommendations and Uptake in an Older Population at High Risk of Falling. Australas. J. Ageing 2011, 31, 90–95. [Google Scholar] [CrossRef]
- Lee, Y.; Kang, E.; Kim, S.; Byeon, J. Suggestion of Long-term care system reform in View of Aging in place (AIP), Korea Institute for Health and Social Affairs 2017. Available online: https://repository.kihasa.re.kr/bitstream/201002/29489/1/%EC%97%B0%EA%B5%AC%EB%B3%B4%EA%B3%A0%EC%84%9C%202017-26.pdf (accessed on 28 December 2022).
- Jang, M.; Lee, Y. The Effects of an Education Program on Home Renovation for Fall Prevention of Korean Older People. Educ. Gerontol. 2015, 41, 653–669. [Google Scholar] [CrossRef]
- Kato, Y.; Muramatsu, K.; Yamamoto, Y.; Suzuki, Y.; Momosaki, R. Strategies for Effective Home Modification in Older Adults. Geriatr. Orthop. Surg. Rehabil. 2021, 12, 21514593211020704. [Google Scholar] [CrossRef] [PubMed]
- Li, H. Rural Older Adults’ Access Barriers to In-Home and Community-Based Services. Soc. Work. Res. 2006, 30, 109–118. [Google Scholar] [CrossRef]
- Jung, Y.M.; Millikan, L. Rural Home Modification: Overview and Policy Issues in Rural and Regional Australia; Home Modification Information Clearinghouse Project Team, The University of New South Wales: Sydney, Australia, 2009. [Google Scholar]
- Wiseman, J.M.; Stamper, D.S.; Sheridan, E.; Caterino, J.M.; Quatman-Yates, C.C.; Quatman, C.E. Barriers to the initiation of home modifications for older adults for fall prevention. Geriatr. Orthop. Surg. Rehabil. 2021, 12, 21514593211002161. [Google Scholar] [CrossRef] [PubMed]
- Yuen, H.K.; Carter, R.E. A Predictive Model for the Intention to Implement Home Modifications: A Pilot Study. J. Appl. Gerontol. 2006, 25, 3–16. [Google Scholar] [CrossRef]
- Bish, A.; Sutton, S.; Golombok, S. Predicting Uptake of a Routine Cervical Smear Test: A Comparison of the Health Belief Model and the Theory of Planned Behaviour. Psychol. Health 2000, 15, 35–50. [Google Scholar] [CrossRef]
- Adams, C.; Gringart, E.; Strobel, N.; Masterman, P. Help-Seeking for Mental Health Problems among Older Adults with Chronic Disease: An Application of the Theory of Planned Behaviour. Aust. J. Psychol. 2021, 73, 426–437. [Google Scholar] [CrossRef]
- Preissner, C.E.; Kaushal, N.; Charles, K.; Knäuper, B. A Protection Motivation Theory Approach to Understanding How Fear of Falling Affects Physical Activity Determinants in Older Adults. J. Gerontol. B Psychol. Sci. Soc. Sci. 2022, 78, 30–39. [Google Scholar] [CrossRef]
- Milne, S.; Sheeran, P.; Orbell, S. Prediction and intervention in health-related behavior: A meta-analytic review of protection motivation theory. J. Appl. Soc. Psychol. 2000, 30, 106–143. [Google Scholar] [CrossRef]
- Daatland, S.O.; Lowenstein, A. Intergenerational Solidarity and the Family–Welfare State Balance. Eur. J. Ageing 2005, 2, 174–182. [Google Scholar] [CrossRef]
- Milkie, M.A.; Bierman, A.; Schieman, S. How Adult Children Influence Older Parents’ Mental Health: Integrating Stress-Process and Life-Course Perspectives. Soc. Psychol. Q. 2008, 71, 86–105. [Google Scholar] [CrossRef]
- Bastawrous, M. Caregiver Burden? A Critical Discussion. Int. J. Nurs. Stud. 2013, 50, 431–441. [Google Scholar] [CrossRef]
- Ng, C.W.L.; Tan, W.S.; Gunapal, P.P.G.; Wong, L.Y.; Heng, B.H. Association of Socioeconomic Status (SES) and Social Support with Depressive Symptoms among the Elderly in Singapore. Ann. Acad. Med. Singap. 2014, 43, 576–587. [Google Scholar] [CrossRef] [PubMed]
- Ng, S.T.; Tey, N.P.; Asadullah, M.N. What Matters for Life Satisfaction among the Oldest-Old? Evidence from China. PLoS ONE 2017, 12, e0171799. [Google Scholar] [CrossRef]
- Saba, Z.; Hayat, S.K.; Sadia, R. Resilience, Wisdom, and Life Satisfaction in Elderly Living with Families and in Old-Age Homes. Pak. J. Psychol. Res. 2016, 31, 475–494. [Google Scholar]
- Umberson, D.; Pudrovska, T.; Reczek, C. Parenthood, Childlessness, and Well-Being: A Life Course Perspective. J. Marriage Fam. 2010, 72, 612–629. [Google Scholar] [CrossRef]
- Peek, S.T.M.; Wouters, E.J.M.; van Hoof, J.; Luijkx, K.G.; Boeije, H.R.; Vrijhoef, H.J.M. Factors Influencing Acceptance of Technology for Aging in Place: A Systematic Review. Int. J. Med. Inform. 2014, 83, 235–248. [Google Scholar] [CrossRef]
- Lee, E.; Allen, A.; Kim, B. Interior Design Practitioner Motivations for Specifying Sustainable Materials: Applying the Theory of Planned Behavior to Residential Design. J. Inter. Des. 2013, 38, 1–16. [Google Scholar] [CrossRef]
- Conner, M.; Norman, P.; Bell, R. The theory of planned behavior and healthy eating. Health Psychol. 2002, 21, 194–201. [Google Scholar] [CrossRef]
- Wiles, J.L.; Leibing, A.; Guberman, N.; Reeve, J.; Allen, R.E. The meaning of “aging in place” to older people. Gerontologist 2012, 52, 357–366. [Google Scholar] [CrossRef]
- Wang, X.; He, Y.; Zhang, H. How to Influence Behavioral Intention Toward Age-Friendly Home Modifications in Urban Older People Aged 70+. Gerontol. Geriatr. Med. 2023, 9, 23337214231152697. [Google Scholar] [CrossRef] [PubMed]
Construct | Older Parents | Adult Children | References |
---|---|---|---|
Fear of Fallinga | I have a fear of falling in my house. | I’m afraid my parent(s) might fall at their house(s). | Oh et al. (2015) [40] Taheri-Kharame et al. (2020) [32] |
Attitude Toward AFHM | Overall, I think AFHM to prevent falls is … Bad (1)—Good (7) Undesirable (1)—Desirable (7) Unimportant (1)—Favorable (7) | Ajzen (2001) [27] Lee et al. (2013) [63] Conner et al. (2002) [64] | |
Subjective Norm Toward AFHMa | Most people I know will think AFHM is a good idea. | Most people I know will think that my doing AFHM for my parent(s) is a good idea. | Ajzen (2001) [27] |
Most people who are important to me think I should choose AFHM. | Most people who are important to me think I should choose AFHM for my parent(s). | Lee et al. (2013) [63] | |
People whose opinions I value would prefer that I choose AFHM. | People whose opinions I value would prefer that I choose AFHM for my parent(s). | Conner et al. (2002) [64] | |
Perceived Behavioral Control Toward AFHM | How confident are you that you could choose AFHM if you wanted to? b | How confident are you that you could choose AFHM for your parent(s) if you wanted to? b | Lee et al. (2013) [63] |
To what extent is it up to you whether you choose AFHM? c | To what extent is it up to you whether you choose AFHM for your parent(s)? c | ||
It is my responsibility to decide whether to choose AFHM. a | It is my responsibility to decide whether to choose AFHM for my parent(s). a | ||
Intention Toward AFHMa | I intend to choose AFHM if necessary. | I intend to choose AFHM for my parent(s) if necessary. | Wiles et al. (2012) [65] |
Construct | Older Parents (n = 300) | M(SD) | Adult Children (n = 300) | M(SD) | Point Estimate |
---|---|---|---|---|---|
Fear of Falling | I have a fear of falling in my house. | 4.15 (1.32) | I am afraid my parent(s) might fall at their house(s). | 5.09 (1.32) | −8.75 *** |
Attitude Toward AFHM | Cronbach’s alpha = 0.72 | 6.14 (0.47) | Cronbach’s alpha = 0.79 | 6.22 (0.56) | −1.87 |
Overall, I think AFHM to prevent falls is Bad (1)—Good (7) | 5.97 (0.54) | Overall, I think AFHM to prevent falls is Bad (1)—Good (7) | 5.97 (0.63) | ||
Overall, I think AFHM to prevent falls is Undesirable (1)—Desirable (7) | 6.15 (0.61) | Overall, I think AFHM to prevent falls is Undesirable (1)—Desirable (7) | 6.27 (0.64) | ||
Overall, I think AFHM to prevent falls is Unimportant (1)—Favorable (7) | 6.31 (0.61) | Overall, I think AFHM to prevent falls is Unimportant (1)—Favorable (7) | 6.43 (0.71) | ||
Subjective Norm Toward AFHM | Cronbach’s alpha = 0.83 | 5.74 (0.71) | Cronbach’s alpha = 0.87 | 5.85 (0.77) | −1.75 |
Most people I know will think AFHM is a good idea. | 5.53 (0.66) | Most people I know will think that my doing AFHM for my parent(s) is a good idea. | 5.59 (0.78) | ||
Most people who are important to me think I should choose AFHM. | 5.79 (0.92) | Most people who are important to me think I should choose AFHM for my parent(s). | 5.89 (0.85) | ||
People whose opinions I value would prefer that I choose AFHM. | 5.91 (0.90) | People whose opinions I value would prefer that I choose AFHM for my parent(s). | 6.07 (0.93) | ||
Perceived Behavioral Control Toward AFHM | Cronbach’s alpha = 0.86 | 4.60 (0.88) | Cronbach’s alpha = 0.84 | 4.84 (0.74) | −3.45 ** |
How confident are you that you could choose AFHM if you wanted to? | 4.58 (0.88) | How confident are you that you could choose AFHM for your parent(s) if you wanted to? | 5.00 (0.86) | ||
To what extent is it up to you whether you choose AFHM? | 4.62 (1.07) | To what extent is it up to you whether you choose AFHM for your parent(s)? | 4.87 (0.80) | ||
It is my responsibility to decide whether to choose AFHM. | 4.62 (1.05) | It is my responsibility to decide whether to choose AFHM for my parent(s). | 4.65 (0.89) | ||
Intention TToward AFHM | I intend to choose AFHM if necessary. | 3.86 (1.14) | I intend to choose AFHM for my parent(s)if necessary. | 5.22 (0.85) | −16.46 *** |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Kwon, H.J.; Oh, J. Comparing Older Parents’ and Adult Children’s Fear of Falling and Perceptions of Age-Friendly Home Modification: An Integration of the Theories of Planned Behavior and Protection Motivation. Behav. Sci. 2023, 13, 403. https://doi.org/10.3390/bs13050403
Kwon HJ, Oh J. Comparing Older Parents’ and Adult Children’s Fear of Falling and Perceptions of Age-Friendly Home Modification: An Integration of the Theories of Planned Behavior and Protection Motivation. Behavioral Sciences. 2023; 13(5):403. https://doi.org/10.3390/bs13050403
Chicago/Turabian StyleKwon, Hyun Joo, and Jiyoung Oh. 2023. "Comparing Older Parents’ and Adult Children’s Fear of Falling and Perceptions of Age-Friendly Home Modification: An Integration of the Theories of Planned Behavior and Protection Motivation" Behavioral Sciences 13, no. 5: 403. https://doi.org/10.3390/bs13050403
APA StyleKwon, H. J., & Oh, J. (2023). Comparing Older Parents’ and Adult Children’s Fear of Falling and Perceptions of Age-Friendly Home Modification: An Integration of the Theories of Planned Behavior and Protection Motivation. Behavioral Sciences, 13(5), 403. https://doi.org/10.3390/bs13050403