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Hamamura T, Oka T, Honjo M, Sakai Y, Tanaka SC, Chiba T, Kobayashi N. Decreases in smartphone overuse and moderators among adults in general after the COVID-19 outbreak: A three-year prospective study. Addict Behav 2025; 167:108329. [PMID: 40184724 DOI: 10.1016/j.addbeh.2025.108329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 03/01/2025] [Accepted: 03/14/2025] [Indexed: 04/07/2025]
Abstract
The outbreak of the coronavirus disease 2019 (COVID-19) led many individuals to utilize digital devices, including smartphones, to minimize in-person activities. How the pandemic brought about a long-term impact on smartphone overuse is still unclear owing to mixed results of previous studies. This prospective study investigated whether levels of smartphone overuse increased over three years after the COVID-19 outbreak. Recruited through a research marketing company, 86,827 Japanese adults were deemed eligible to take part in this study and responded to three outcome measures of smartphone overuse and other measures related to smartphone use and COVID-19. Data collection occurred before the outbreak in December 2019 and at six subsequent time points between the first outbreak in Japan and December 2022. Contrary to the hypothesis, a growth model analysis (GMA) revealed downward trajectories in all three smartphone overuse measures: the Smartphone Addiction Scale, Short Version, GMA d = -0.13; smartphone overuse, GMA d = -0.14; and negative consequences from overuse, GMA d = -0.23. A complete case analysis suggested the robustness of these effect sizes. Moderators of the declines in all three outcome measures included spending less money on purchasing new apps and stronger beliefs about not having contracted COVID-19. As individuals turned to online platforms during the COVID-19 outbreak, high reliance on digital technologies, once perceived as overuse before the pandemic, may have become necessary preventive measures against the pandemic, resulting in diminished smartphone overuse.
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Affiliation(s)
- Toshitaka Hamamura
- National Center for Cognitive Behavior Therapy and Research, National Center of Neurology and Psychiatry, Japan.
| | - Taiki Oka
- Department of Decoded Neurofeedback, Computational Neuroscience Laboratories, Advanced Telecommunications Research Institutes International, Japan; Graduate School of Human Sciences, Osaka University, Japan
| | | | - Yuki Sakai
- Department of Neural Computation for Decision-Making, Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institute International, Japan
| | - Saori C Tanaka
- Department of Neural Computation for Decision-Making, Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institute International, Japan; Division of Information Science, Graduate School of Science and Technology, Nara Institute of Science and Technology, Japan
| | - Toshinori Chiba
- National Center for Cognitive Behavior Therapy and Research, National Center of Neurology and Psychiatry, Japan; Department of Decoded Neurofeedback, Computational Neuroscience Laboratories, Advanced Telecommunications Research Institutes International, Japan
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Braun A, Corcoran S, Tu Doan K, Jernigan C, Moriasi C, Businelle M, Bui T. Mobile Health-Based Motivational Interviewing to Promote SARS-CoV-2 Vaccination in Rural Adults: Protocol for a Pilot Randomized Controlled Trial. JMIR Res Protoc 2025; 14:e64010. [PMID: 40294409 DOI: 10.2196/64010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 12/18/2024] [Accepted: 12/24/2024] [Indexed: 04/30/2025] Open
Abstract
BACKGROUND Despite documented effectiveness, the public health impact of vaccinations is severely limited by misperceptions, hesitancy, and poor acceptance. Messaging from health care providers has not yet been optimized to overcome these barriers and has not been tailored to groups that face health disparities, such as rural Americans. Because vaccines have become controversial, as illustrated by the public response to the SARS-CoV-2 vaccines, traditional approaches that use persuasive education or advice to change perspectives are unlikely to have long-term effects and may even be counterproductive. Alternatively, motivational interviewing (MI) is a conversational approach to address modifiable behavior and its empathic nature can be useful when navigating challenging topics. Although MI has been found to be efficacious in improving vaccination rates among children and adolescents, it is unknown whether MI can reduce vaccine hesitancy and health disparities among underserved rural adults. Further, the ideal mode of delivery for MI is unknown, especially "dose," "intensity," and integration with mobile health (mHealth). Therefore, it is essential to investigate the efficacy of MI in promoting vaccine uptake in rural populations to reduce health disparities. OBJECTIVE This study aims to develop and evaluate the feasibility, acceptability, and preliminary efficacy of our mHealth-based MI intervention to diminish SARS-CoV-2 vaccine hesitancy (MOTIVACC). METHODS This pilot study uses mixed methods. A 2-phase study will be conducted: convening a community advisory panel to understand barriers and facilitators to vaccination and mHealth uptake among adults (phase 1, n=16-20), and a pilot 3-group single-blind randomized controlled trial (RCT) for 8 weeks (phase 2, N=60). In the RCT, we recruit adults who have received no previous dose of the COVID-19 vaccine and randomize them into one of three arms: standard MI (SMI; n=20), intensive MI (IMI; n=20), or mHealth-based MOTIVACC (n=20). The primary RCT outcomes are positive change in vaccine hesitancy and intention to obtain the vaccines, measured on Likert scales. The secondary RCT outcome is the actual vaccine receipt. RESULTS Phase 1 of this study was approved by the ethics committees of both the University of Oklahoma and Oklahoma State University in July 2022, and was completed in June 2023. Phase 2 of this study was approved by the ethics committee at the University of Oklahoma in April 2024. CONCLUSIONS This randomized trial will evaluate the preliminary efficacy of MI for targeting SARS-CoV-2 vaccine hesitancy, as well as compare traditional MI versus mHealth-based MI. This will provide pivotal data on scalable strategies to assist in navigating vaccine hesitancy, including in rural populations. TRIAL REGISTRATION ClinicalTrials.gov NCT05977192; https://clinicaltrials.gov/study/NCT05977192. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/64010.
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Affiliation(s)
- Ashlea Braun
- Health Promotion Sciences, Hudson College of Public Health, University of Oklahoma Health Sciences, Tulsa, OK, United States
- Department of Nutritional Sciences, Oklahoma State University, Stillwater, OK, United States
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
| | - Sarah Corcoran
- Hudson College of Public Health, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
| | - Khue Tu Doan
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
| | - Cameron Jernigan
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
- Department of Family and Preventive Medicine, College of Medicine, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
| | - Cate Moriasi
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
| | - Michael Businelle
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
- Department of Family and Preventive Medicine, College of Medicine, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
| | - Thanh Bui
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
- Department of Family and Preventive Medicine, College of Medicine, University of Oklahoma Health Sciences, Oklahoma City, OK, United States
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Zhang S, Wang Y, Zhu Y, Fu M, Peng Y, Xin Y, Tan Y, Yang H, Liu Q, Guo J. The dynamic impact of social problem perception patterns on Chinese adults' depressive symptoms: a national representative longitudinal study. PSYCHOL HEALTH MED 2025:1-13. [PMID: 40240286 DOI: 10.1080/13548506.2025.2492343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Accepted: 03/25/2025] [Indexed: 04/18/2025]
Abstract
There is a lack of research exploring the possible patterns of social problem perception across major public concerned issues and their mental health impacts. We aimed to identify the latent patterns of social problem perception and examine the dynamic associations between the patterns and depressive symptoms. Two waves of data (2018 and 2020) from the China Family Panel Studies were used in this study, including 15 414 Chinese adults. Latent profile and latent transition analysis were employed to identify social problem perception patterns and their changes over time. Multivariable linear regression analysis was used to examine concerned relationships. Three latent profiles were identified for social problem perceptions in both 2018 and 2020 waves (high, middle and low). The low profile presented a tendency for stability rather than change, meanwhile the middle and high profiles had a high probability of remaining stable after two years. Higher and upward transition of social problem perception pattern were associated with short-term and long-term depressive symptoms. These findings suggest that social problem perception patterns dynamically impact mental health. Tailored strategies should be introduced to mitigate people's perception severity of socially concerned problems.
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Affiliation(s)
- Shan Zhang
- Department of Health Policy and Management, School of Public Health, Peking University Health Science Center, Beijing, P.R. China
| | - Yang Wang
- Department of Toxicology, School of Public Health, Peking University Health Science Center, Beijing, P.R. China
| | - Yunxia Zhu
- Department of Nutrition and Food Hygiene, School of Public Health, Peking University Health Science Center, Beijing, P.R. China
| | - Mingqi Fu
- School of Public Administration, Central South University, Changsha, P.R. China
| | - Yile Peng
- Department of Nutrition and Food Hygiene, School of Public Health, Peking University Health Science Center, Beijing, P.R. China
| | - Yuan Xin
- Department of Health Policy and Management, School of Public Health, Peking University Health Science Center, Beijing, P.R. China
| | - Yiyang Tan
- Department of Health Policy and Management, School of Public Health, Peking University Health Science Center, Beijing, P.R. China
| | - Han Yang
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University Health Science Center, Beijing, P.R. China
| | - Qing Liu
- General Practice Department, Second Outpatient Section, Peking University Third Hospital, Beijing, P.R. China
| | - Jing Guo
- Department of Health Policy and Management, School of Public Health, Peking University Health Science Center, Beijing, P.R. China
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Piatkowski T, Hamilton K, Hagger MS. Psychological and socio-structural determinants of intentions to use drug checking services. J Health Psychol 2025:13591053251321783. [PMID: 40116169 DOI: 10.1177/13591053251321783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2025] Open
Abstract
This study explored the determinants of intentions to use drug checking services among Australian undergraduate students (N = 324, M age = 22.32 years, SD = 7.21) using an integrated theoretical model that includes social cognition constructs (risk perception, subjective norms, attitudes), health and drug literacy, and socio-structural factors (education, race, employment). A cross-sectional correlational survey design and path analysis revealed that social cognition constructs directly influenced drug checking intentions, while drug literacy and socio-structural variables indirectly influenced intentions through these constructs. Notably, race had a negative indirect effect, while drug and health literacy had a positive indirect effect on intentions. The findings highlight the importance of utility beliefs, perceived risks, and social influences in shaping intentions to use drug checking services. These insights offer a foundation for future behavioral interventions targeting belief-based determinants to promote the use of drug checking services, potentially reducing health risks associated with drug use.
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Affiliation(s)
- Timothy Piatkowski
- Griffith University, Australia
- Griffith Centre for Mental Health, Australia
| | - Kyra Hamilton
- Griffith University, Australia
- Health Sciences Research Institute, University of California, Merced, USA
- University of Jyvaskyla, Finland
| | - Martin S Hagger
- Griffith University, Australia
- Health Sciences Research Institute, University of California, Merced, USA
- University of Jyvaskyla, Finland
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Abstract
This review provides a critical overview of current evidence on psychological health behavior determinants and its value in informing intervention and future determinants research. The review begins with work labeling and classifying the myriad of determinants available in the extant research to arrive at core groups of determinants. Next, the conceptual bases of these determinant groups are identified, and the weight of the evidence for their purported effects on health behavior, including belief-based determinants (e.g., outcome expectancies, capacity beliefs), determinants representing self-regulatory capacity (e.g., planning, action control) and nonconscious processes (e.g., habit, implicit cognition), and dispositional determinants (e.g., personality, regulatory control), is critically evaluated. The review also focuses on the theory-based mechanisms underpinning determinant effects and moderating conditions that magnify or diminish them. Finally, the review recommends a shift away from research on determinants as correlates, outlines how determinants can inform intervention development and mechanisms of action tests, suggests alternatives to predominant individualist approaches, and proposes future research directions.
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Affiliation(s)
- Martin S Hagger
- School of Applied Psychology, Griffith University, Brisbane, Queensland, Australia
- Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland
- Department of Psychological Sciences and Health Sciences Research Institute, University of California, Merced, California, USA;
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Hanita M, Bangso FD, Aprian M. Beyond attraction: Unveiling Bali's cultural community's role in bolstering tourism resilience amidst the COVID-19 pandemic. JOURNAL OF DESTINATION MARKETING & MANAGEMENT 2024; 34:100953. [DOI: 10.1016/j.jdmm.2024.100953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2025]
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Rezvani K, Kaveh MH, Ghahramani L, Asadollahi A. Investigating the effect of peer-led educational intervention on behaviors related to pubertal health and its determinants in high school girls of Genaveh, Iran: Application of social cognitive theory. Arch Pediatr 2024; 31:533-539. [PMID: 39384508 DOI: 10.1016/j.arcped.2024.05.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Revised: 04/27/2024] [Accepted: 05/05/2024] [Indexed: 10/11/2024]
Abstract
Background Empowering adolescents in the field of puberty health is one of the important goals of public health programs. The present study was carried out with the aim of determining the effect of peer-led training on puberty-related behavior and its determinants using social cognitive theory. METHODS A total of 245 teenage girls were randomly divided into two groups: the intervention group and the comparison group. The questionnaire measuring puberty-related behavior and its determinants was self-administered and completed before and 2 months after training in the two groups. One session for parents, four sessions for peer educators, and four sessions for participants were conducted for 1 month. RESULTS In the intervention group, unlike the comparison group, the mean scores of knowledge, outcome expectations, self-efficacy, self-control, social support, and behavior increased significantly after training (p <0.05). Based on regression analysis, outcome expectations and social support were the main determinants of puberty-related behavior (adjusted R2 = 0.464). CONCLUSION The findings of this study support the effectiveness of the peer-led educational intervention based on social cognitive theory in the improvement of puberty-related behavior and its determinants, which can be used in the design of puberty-related health promotion programs. Further research to assess the longer-term outcomes and to examine other theories of behavior change are suggested.
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Affiliation(s)
- Khadijeh Rezvani
- Student Research Committee, Department of Health Promotion, School of Health, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammad Hossein Kaveh
- Research Center for Health Sciences, Institute of Health, School of Health, Shiraz University of Medical Sciences, Shiraz, Iran.
| | - Leila Ghahramani
- Department of Health promotion, School of Health, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Abdolrahim Asadollahi
- Department of Gerontology, School of Health, Shiraz University of Medical Sciences, Razi Ave., P.O. Box 43400, Shiraz, Iran; The Middle East Longevity Institute at Abayd Medical Center, Azami Street, Abdo Center, P.O. Box 618, Tripoli, Lebanon
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Piatkowski T, Moran J, Canty R, Wright CJC. 'I mean, I wouldn't say I was sober': Exploring the psychosocial impact of e-scooter injuries and aligning a collaborative public health response. Health Promot J Austr 2024; 35:1128-1135. [PMID: 38305575 DOI: 10.1002/hpja.845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 01/15/2024] [Accepted: 01/22/2024] [Indexed: 02/03/2024] Open
Abstract
ISSUE ADDRESSED E-scooters are sought after for their cost-effectiveness, sustainability, and efficiency in urban transportation. However, this popularity has been accompanied by a surge in injuries, prompting a deeper investigation into the factors influencing risk perceptions among e-scooter users. METHODS Using a qualitative approach, we conducted 19 interviews with those who attended an emergency department as a result of e-scooter injury. We aimed to understand the psychosocial effects of these incidents and employed thematic analysis to discern recurrent patterns in participants' experiences, focusing on alterations in daily life, community response, perception shifts, and avenues to enhance safety awareness. RESULTS The findings underscored significant disruptions to daily life due to injuries, demonstrating enduring impacts on lifestyle and wellbeing. Participants exhibited a perceptual shift, transitioning from perceiving e-scooters as enjoyable to viewing them as dangerous. Recommendations for enhancing safety awareness included accessible and clear safety education, pre-ride briefings, real-time safety guidance, temporal rental restrictions, and mandatory breathalysers before e-scooter use. CONCLUSIONS The study underscores the importance of considering not only the individual experiences and perceptions of e-scooter injuries but also the broader social context, including the night-time economy. Leveraging peer narratives and community engagement is vital to reshape risk perceptions and promote harm reduction messages. SO WHAT?: A comprehensive approach through proactive interventions and robust educational strategies is essential to foster responsible e-scooter usage and prioritise public safety.
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Affiliation(s)
- Timothy Piatkowski
- School of Applied Psychology, Griffith University, Mount Gravatt, Queensland, Australia
- Griffith Centre for Mental Health, Griffith University, Brisbane, Queensland, Australia
| | - James Moran
- Emergency Department Royal Darwin Hospital, Casuarina, Northern Territory, Australia
| | - Ruth Canty
- Menzies School of Health Research, Charles Darwin University, Darwin, Northern Territory, Australia
| | - Cassandra J C Wright
- Menzies School of Health Research, Charles Darwin University, Darwin, Northern Territory, Australia
- Centre for Alcohol Policy Research, La Trobe University, Melbourne, Australia
- Burnet Institute, Melbourne, Australia
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Liping L, Xiaoxia F, Yu Z, Yiwei W. Enhancing emergency competencies in healthcare professionals via murder mystery games: An innovative gamification learning-based approach. Int Emerg Nurs 2024; 77:101510. [PMID: 39243735 DOI: 10.1016/j.ienj.2024.101510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 08/10/2024] [Accepted: 08/24/2024] [Indexed: 09/09/2024]
Abstract
BACKGROUND Enhancing the emergency competencies of healthcare professionals is essential for ensuring patient safety, optimizing emergency response efficiency, and fostering effective team collaboration. However, traditional simulation-based methods often struggle to accurately replicate real-life emergencies, resulting in outcomes that may not fully reflect actual performance, thereby undermining their effectiveness in training and developing the critical skills needed for emergency situations. OBJECTIVE This study evaluated the effectiveness of using murder mystery games (MMGs) as a gamified learning method to enhance the emergency competencies of healthcare professionals. METHODS Twelve scripts of emergency scenarios were developed for the MMGs, and five assessment scales were established, covering emergency response, scenario decision-making, team collaboration, emotional support, and human care. Questionnaire data were analyzed between the experimental and control groups using Chi-square tests for five dimensions and nineteen indicators of emergency competencies. RESULTS The performance of the experimental group in emergency response and emotional support was significantly higher than that of the control group (P<0.001). The experimental group also showed notable excellence in scenario decision-making, team collaboration, and human care (P<0.005). CONCLUSIONS Emergency capabilities can be significantly enhanced through murder mystery games, providing robust support for improving the quality of medical services.
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Affiliation(s)
- Li Liping
- Department of Infectious Diseases, Xinxiang Central Hospital, Xinxiang 453000, China; The Fourth Clinical College, Xinxiang Medical University, Xinxiang 453003, China
| | - Fang Xiaoxia
- Department of Infectious Diseases, Xinxiang Central Hospital, Xinxiang 453000, China; The Fourth Clinical College, Xinxiang Medical University, Xinxiang 453003, China.
| | - Zhang Yu
- Department of Infectious Diseases, Xinxiang Central Hospital, Xinxiang 453000, China; The Fourth Clinical College, Xinxiang Medical University, Xinxiang 453003, China
| | - Wei Yiwei
- Henan Dongjin Information Technology Co., Ltd, Zhengzhou 450007, China
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Wang X, Liu M, Li Y, Mei X, Liao S, Liang Q, Liu Y. What determinants of COVID-19 vaccine hesitancy among Chinese nursing students? A cross-sectional study. Front Public Health 2024; 12:1432225. [PMID: 39228852 PMCID: PMC11368718 DOI: 10.3389/fpubh.2024.1432225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Accepted: 08/05/2024] [Indexed: 09/05/2024] Open
Abstract
Background The coronavirus disease 2019 (COVID-19) continues to threaten human health, and health professionals, including nursing students, usually work in healthcare frontiers with a high risk of infection. Vaccination is currently one of the most effective preventive measures. This study aimed to explore the determinants of COVID-19 vaccine hesitancy in nursing students. Methods In November 2022, a sample of undergraduate nursing students was recruited from several medical schools in Anhui Province, China, and an online cross-sectional survey was conducted using the questionnaire star platform (Wenjuanxin). A Chi-square test was used to explore vaccine hesitancy among nursing students with different social demographic characteristics and vaccine attitudes. Binary logistic regression analysis was then used to determine the influence factors of vaccine hesitancy among nursing students. Results A total of 1,090 valid samples were collected in this study. Of these, 27.06% (295) of nursing students reported COVID-19 vaccine hesitancy. The results showed "the need to go out of town recently" (OR = 0.670), "very confident that the outbreak could be controlled sustainably" (OR = 0.393), "feeling at risk of infection" (OR = 0.658), "not being worried/being generally worried about the vaccine's safety" (OR = 0.226 and OR = 0.686, respectively), and "not being worried about the vaccine's effectiveness" (OR = 0.411). These five factors are protective factors associated with COVID-19 vaccine hesitancy in nursing students. The factors "considering the country completely safe from an outbreak" (OR = 3.436), "considering themselves safe because others are vaccinated" (OR = 2.239), and "Agreeing that other protective measures can be relaxed after vaccination with the COVID-19 vaccine" (OR = 2.007) are risk factors associated with COVID-19 vaccine hesitancy among nursing students (P < 0.05). Conclusion Overall, relatively few nursing students had COVID-19 vaccine hesitancy. Schools and relevant institutions still need to actively guide them to improve their confidence in the COVID-19 vaccine, strengthen the prevention and control measures of the epidemic, and improve their awareness of the crisis to improve the vaccination rate to reduce the COVID-19 vaccine hesitancy in nursing students.
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Affiliation(s)
- Xin Wang
- Faculty of Health Sciences and Sports, Macao Polytechnic University, Macao, Macao SAR, China
| | - Ming Liu
- Peking University Health Science Center-Macao Polytechnic University Nursing Academy, Macao Polytechnic University, Macao, Macao SAR, China
| | - Yuanzhen Li
- School of Nursing, Wannan Medical College, Wuhu, China
| | - Xiaoxiao Mei
- School of Nursing, Hong Kong Polytechnic University, Hong Kong, China
| | - Shuting Liao
- Faculty of Health Sciences and Sports, Macao Polytechnic University, Macao, Macao SAR, China
| | - Qingqing Liang
- Faculty of Health Sciences and Sports, Macao Polytechnic University, Macao, Macao SAR, China
| | - Yachen Liu
- Faculty of Health Sciences and Sports, Macao Polytechnic University, Macao, Macao SAR, China
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Griffith ZM, Polet J, Lintunen T, Hamilton K, Hagger MS. Social cognition, personality and social-political correlates of health behaviors: Application of an integrated theoretical model. Soc Sci Med 2024; 347:116779. [PMID: 38513564 DOI: 10.1016/j.socscimed.2024.116779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Revised: 12/28/2023] [Accepted: 03/10/2024] [Indexed: 03/23/2024]
Abstract
OBJECTIVE Dispositional, intra-personal constructs such as personality traits and generalized beliefs are consistently related to health behaviors, but relatively few studies have tested the theory-based mechanisms by which these constructs relate to health behaviors and compared them across behavior type. In the current study we tested an integrated theoretical model in which belief-based social cognition constructs (attitudes, subjective norms, perceived behavioral control) were proposed to mediate effects of personality traits (conscientiousness, extroversion) and socio-political beliefs (political beliefs, locus of control, free will beliefs) on participation in three health-related behaviors: physical activity, COVID-19 vaccination, and sugar-sweetened beverage restriction. METHODS Proposed integrated model effects were tested in a five-week prospective correlational study. Finnish residents completed measures of personality, socio-political, and social cognition constructs with respect to physical activity participation (N = 557), COVID-19 vaccination uptake (N = 1,115), and sugar-sweetened beverage restriction (N = 558) and self-reported their behavior at follow-up. RESULTS Structural equation models revealed direct effects of intention on behavior, and of social-cognition constructs on intention, across all behaviors. We also found indirect effects of political beliefs on behavior mediated by social cognition constructs and intentions for COVID-19 vaccination and sugar-sweetened beverage restriction behaviors, indirect effects of conscientiousness on behavior mediated by social cognition constructs and intentions for physical activity and sugar-sweetened beverage restriction behaviors, and indirect effects of health locus of control on behavior mediated by social cognition constructs and intentions for physical activity behavior. Finally, we found a negative total effect of populist beliefs on behavior for COVID-19 vaccination behavior. CONCLUSION Findings contribute to an evidence base for the effects of dispositional and social cognition constructs of health behaviors, point to a possible mechanism by which these generalized constructs relate to health behavior, and outline how the pattern of effects varies across the different behaviors.
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Affiliation(s)
- Zoe M Griffith
- Department of Psychological Sciences, University of California, Merced, USA.
| | - Juho Polet
- Faculty of Sport and Health Sciences, University of Jyväskylä, Finland; Department of Psychology, University of Jyväskylä, Finland; Centre of Excellence in Learning Dynamics and Intervention Research (InterLearn), Finland.
| | - Taru Lintunen
- Faculty of Sport and Health Sciences, University of Jyväskylä, Finland.
| | - Kyra Hamilton
- School of Applied Psychology, Griffith University, Australia.
| | - Martin S Hagger
- Department of Psychological Sciences, University of California, Merced, USA; Faculty of Sport and Health Sciences, University of Jyväskylä, Finland; Health Sciences Research Institute, University of California, Merced, USA; School of Applied Psychology, Griffith University, Australia.
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Fernández-Calderón F, Lozano-Rojas ÓM, Sanchez-Garcia M. The theory of planned behavior and alcohol protective behavioral strategies: a prospective study examining the role of habit and gender invariance. Psychol Health 2023:1-20. [PMID: 38156463 DOI: 10.1080/08870446.2023.2300029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 12/21/2023] [Indexed: 12/30/2023]
Abstract
OBJECTIVES Alcohol Protective Behavioral Strategies (PBS) have consistently shown to be effective in reducing alcohol use and its associated consequences. We aimed to examine the explanatory value of the Theory of Planned Behavior (TPB) for using five PBS, studying the role of habit, and its potential variation across genders. METHODS Targeted sampling was used to recruit 339 young adults in the community (women = 50.7%; mean age = 2.21[SD = 2.21]), who completed baseline and 2-month follow-up questionnaires. RESULTS The explained variance of the TPB ranged from 58-68% for intention to use PBS, and 18-50% for behavior. The inclusion of habit produced increases of 17-26% in explained variance in intention, while explained variance in behavior remained similar. Habit was the strongest predictor of intention to use PBS, followed by attitude. Except for one behavior (drinking slowly), habits did not moderate the intention-behavior relationship, and the explanatory value of the TPB did not differ across genders. CONCLUSIONS Our findings support the utility of the TPB as an explanatory model of alcohol PBS, along with the need to include habits within the framework of dual-process models. Interventions aimed at promoting alcohol PBS could be optimized by targeting attitudes towards PBS and habits.
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Affiliation(s)
- Fermín Fernández-Calderón
- Department of Clinical and Experimental Psychology, University of Huelva, Huelva, Spain
- Research Center on Natural Resources, Health and the Environment, University of Huelva, Huelva, Spain
| | - Óscar M Lozano-Rojas
- Department of Clinical and Experimental Psychology, University of Huelva, Huelva, Spain
- Research Center on Natural Resources, Health and the Environment, University of Huelva, Huelva, Spain
| | - Manuel Sanchez-Garcia
- Department of Clinical and Experimental Psychology, University of Huelva, Huelva, Spain
- Research Center on Natural Resources, Health and the Environment, University of Huelva, Huelva, Spain
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Soltani R, Shamsi M, Moradi A. Determine the factors that affected COVID-19 prevention behaviors based on constructs of social cognition theory. BMC Public Health 2023; 23:2312. [PMID: 37993854 PMCID: PMC10664475 DOI: 10.1186/s12889-023-17209-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Accepted: 11/11/2023] [Indexed: 11/24/2023] Open
Abstract
BACKGROUND COVID-19 is a universal challenge and novel disease is one of the core public health concerns. This study aimed to determine the factors that affected COVID-19 prevention behaviors (CPB) based on constructs of Social Cognition Theory (SCT). METHODS This cross-sectional study was conducted on 426 participants referred to health centers of Arak from October 2021 to February 2022, and they were selected through a multi-stage random sampling method. Data were collected via a self-administered questionnaire which includes socio-demographic data (6 items), COVID-19 prevention behaviors (12 items), and SCT constructs related to COVID-19 (32 items). SPSS Ver-16 statistical software was used to analyze the data with one-way ANOVA, independent samples t-test, and multiple linear regressions. The significance level of α = 0.05 was considered for all tests. RESULTS The mean age was 37.8 years (SD = 12.2) and ranged from 17 to 81. According to the results, 51.2% had higher education and 52.6% of the participants were female. The mean (SD) of COVID-19 preventive behaviors was 43 (SD = 7.8) out of 60. There was statistical association between CPB and three constructs of SCT. Multiple regression showed that the outcomes expectations (β = 0.11, p < 0.001), self-regulation (β = 0.41, p < 0.001), and self-efficacy (β = 0.30, p < 0.001), age, gender, and history of COVID 19infection were associated with CPB and those described 61% of the variance of CPB. CONCLUSION Rendering to the result of this study constructs of SCT is the key predictor of participants' CPB. Hence, based on these predictors, effective interventions and healthy messages could be designed based on this predictor-outcomes expectations, self-regulation, social support, and self-efficacy which can be beneficial to improve healthy behavior.
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Affiliation(s)
- Raheleh Soltani
- Department of Health Education and Health Promotion, School of Health, Arak University of Medical Sciences, Arak, Iran
| | - Mohsen Shamsi
- Department of Health Education and Health Promotion, School of Health, Arak University of Medical Sciences, Arak, Iran.
| | - Atefe Moradi
- Department of Health Education and Health Promotion, School of Health, Arak University of Medical Sciences, Arak, Iran
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Chang MS, Yamamoto I. Intervention and information effects at the individual level during the COVID-19 pandemic in Japan. PLoS One 2023; 18:e0294189. [PMID: 37983262 PMCID: PMC10659205 DOI: 10.1371/journal.pone.0294189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 10/26/2023] [Indexed: 11/22/2023] Open
Abstract
This paper estimated the impact of intervention effects (state of emergency (SOE) or quasi-SOE requirements) and information effects (publicized increases in the number of coronavirus disease 2019 (COVID-19) deaths and fear of infection) on preventive behaviors and telecommuting during the COVID-19 pandemic using the Japan Household Panel Survey. Our results indicated that SOEs and quasi-SOEs had positive effects on the adoption of preventive behaviors among individuals, including handwashing, which indicates that an SOE has a direct effect and an indirect effect. Although SOEs in Japan were less enforceable and more lenient than those in other countries, they still had a certain effect on people's adoption of preventive behaviors. However, the contribution of information effects was much larger than that of intervention effects, suggesting the importance of how and when information should be communicated to the public to prevent the spread of infection.
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Affiliation(s)
| | - Isamu Yamamoto
- Faculty of Business and Commerce, Keio University, Tokyo, Japan
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Lee S, Jung GH, Song HY. Factors Related to the COVID-19 Prevention Behaviors of Adolescents: Focusing on Six Middle and High Schools in Korea. Healthcare (Basel) 2023; 11:2779. [PMID: 37893853 PMCID: PMC10606813 DOI: 10.3390/healthcare11202779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 10/18/2023] [Accepted: 10/18/2023] [Indexed: 10/29/2023] Open
Abstract
The COVID-19 pandemic has been one of the worst infectious disasters in human history. The best way to minimize COVID-19 transmission is to follow preventive measures. This study aimed to examine the factors influencing adolescents' COVID-19 prevention behaviors. The study was conducted online from 1 to 15 February 2023 with 196 adolescents aged between 13 and 18 years of age. The collected data were analyzed using descriptive statistics, Pearson's correlation, the independent t-test, analysis of variance (ANOVA), and multiple hierarchical regression analysis. Adolescents' COVID-19 prevention behaviors were influenced by intrapersonal factors, such as knowledge of and attitudes toward COVID-19, and interpersonal factors, such as social support. Community and governmental factors had no impact. Public health education strategies should be planned to include friends and family members in programs for preventing new infectious diseases such as COVID-19 so that adolescents can learn and share what they have learned, correct wrong behavior, and understand and change infection prevention behavior. In addition, it is necessary to actively support the development of public health education with appropriate contents in accordance with the characteristics and preferences of adolescents.
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Affiliation(s)
- Shinae Lee
- Department of Nursing, Daegu Health College, Daegu 41453, Republic of Korea;
| | - Gye-Hyun Jung
- Department of Nursing, Jeonbuk Science College, Jeonbuk 56204, Republic of Korea;
| | - Hye-Young Song
- College of Nursing, Woosuk University, 443 Samnye-ro, Wanju-gun 55338, Republic of Korea
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Salmon DA, Dudley MZ, Brewer J, Shaw J, Schuh HB, Proveaux TM, Jamison AM, Forr A, Goryn M, Breiman RF, Orenstein WA, Kao LS, Josiah Willock R, Cantu M, Decea T, Mowson R, Tsubata K, Bucci LM, Lawler J, Watkins JD, Moore JW, Fugett JH, Fugal A, Tovar Y, Gay M, Cary AM, Vann I, Smith LB, Kan L, Mankel M, Beekun S, Smith V, Adams SD, Harvey SA, Orton PZ. LetsTalkShots: personalized vaccine risk communication. Front Public Health 2023; 11:1195751. [PMID: 37457264 PMCID: PMC10348877 DOI: 10.3389/fpubh.2023.1195751] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 06/12/2023] [Indexed: 07/18/2023] Open
Abstract
Introduction Vaccine hesitancy is a global health threat undermining control of many vaccine-preventable diseases. Patient-level education has largely been ineffective in reducing vaccine concerns and increasing vaccine uptake. We built and evaluated a personalized vaccine risk communication website called LetsTalkShots in English, Spanish and French (Canadian) for vaccines across the lifespan. LetsTalkShots tailors lived experiences, credible sources and informational animations to disseminate the right message from the right messenger to the right person, applying a broad range of behavioral theories. Methods We used mixed-methods research to test our animation and some aspects of credible sources and personal narratives. We conducted 67 discussion groups (n = 325 persons), stratified by race/ethnicity (African American, Hispanic, and White people) and population (e.g., parents, pregnant women, adolescents, younger adults, and older adults). Using a large Ipsos survey among English-speaking respondents (n = 2,272), we tested animations aligned with vaccine concerns and specific to population (e.g., parents of children, parents of adolescents, younger adults, older adults). Results Discussion groups provided robust feedback specific to each animation as well as areas for improvements across animations. Most respondents indicated that the information presented was interesting (85.5%), clear (96.0%), helpful (87.0%), and trustworthy (82.2%). Discussion Tailored vaccine risk communication can assist decision makers as they consider vaccination for themselves, their families, and their communities. LetsTalkShots presents a model for personalized communication in other areas of medicine and public health.
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Affiliation(s)
- Daniel A. Salmon
- Institute for Vaccine Safety, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
- Department of Health, Behavior, and Society, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Matthew Z. Dudley
- Institute for Vaccine Safety, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Janesse Brewer
- Institute for Vaccine Safety, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Jana Shaw
- Department of Public Health and Preventive Medicine, State University of New York, Upstate Medical University, Syracuse, NY, United States
- Department of Pediatrics, State University of New York, Upstate Medical University, Syracuse, NY, United States
| | - Holly B. Schuh
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Tina M. Proveaux
- Institute for Vaccine Safety, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Amelia M. Jamison
- Department of Health, Behavior, and Society, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Amanda Forr
- Institute for Vaccine Safety, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Michelle Goryn
- Institute for Vaccine Safety, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Robert F. Breiman
- Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Walter A. Orenstein
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine, Atlanta, GA, United States
| | | | - Robina Josiah Willock
- Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA, United States
| | - Michelle Cantu
- Department of Immunization, National Association of County and City Health Officials, Washington, DC, United States
| | - Tori Decea
- Department of Immunization, National Association of County and City Health Officials, Washington, DC, United States
| | - Robin Mowson
- Department of Immunization, National Association of County and City Health Officials, Washington, DC, United States
| | | | | | | | - James D. Watkins
- Williams County Combined Health District, Montpelier, OH, United States
| | - Jamie W. Moore
- Guilford County Division of Public Health, Greensboro, NC, United States
| | - James H. Fugett
- Guilford County Division of Public Health, Greensboro, NC, United States
| | - Adriele Fugal
- Monongalia County Health Department, Morgantown, WV, United States
| | - Yazmine Tovar
- Monongalia County Health Department, Morgantown, WV, United States
| | - Marie Gay
- Orange County Department of Health, Goshen, NY, United States
| | - Aleen M. Cary
- Institute for Vaccine Safety, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Iulia Vann
- Utah County Health Department, Provo, UT, United States
| | - Lee B. Smith
- Guilford County Division of Public Health, Greensboro, NC, United States
| | - Lilly Kan
- Department of Immunization, National Association of County and City Health Officials, Washington, DC, United States
| | - Magda Mankel
- Border Studies Program, Earlham College, Tucson, AZ, United States
| | - Sumayya Beekun
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
- Center for Indigenous Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Victoria Smith
- Williams County Combined Health District, Montpelier, OH, United States
| | | | - Steven A. Harvey
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Peter Z. Orton
- Institute for Vaccine Safety, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
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Wu JH, Robinson S, Tsemg JS, Hsu YP, Hsieh MC, Chen YC. Digital and physical factors influencing an individual's preventive behavior during the COVID-19 pandemic in Taiwan: A perspective based on the S-O-R model. COMPUTERS IN HUMAN BEHAVIOR 2023; 139:107525. [PMID: 36268219 PMCID: PMC9557089 DOI: 10.1016/j.chb.2022.107525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Revised: 10/03/2022] [Accepted: 10/09/2022] [Indexed: 11/05/2022]
Abstract
COVID-19 has caused considerable stress to individuals and communities. Daily press briefings on public health during the COVID-19 pandemic have increased individuals' feelings of social pressure. Abrupt changes to a person's immediate environment, such as the changes caused by COVID-19, can substantially affect their mental health and cognitive adjustment. On the basis of the stimulus-organism-response (S-O-R) framework, we examined the effects of digital and physical stimuli related to COVID-19 in Taiwan on individuals' psychological states and preventive behavior, including social distancing and personal hygiene. The data obtained from 498 valid survey questionnaires indicated that digital and physical factors including informativeness, social pressure, and severity exerted direct effects on cognitive assimilation and anxiety, which in turn affected individuals' preventive behavior. Moreover, cognitive assimilation and anxiety had significant mediating effects on the relationships of informativeness, social pressure, and severity with individuals' preventive behavior. The results of this study indicate how digital and physical stimulus factors affect cognitive assimilation and anxiety, which influence preventive behavior during a pandemic.
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Affiliation(s)
- Jen-Her Wu
- Department of Information Management, Southern Taiwan Interdisciplinary Center for Innovative Technologies, Advisory Board Member, E-Da Healthcare Group, National Sun Yat-Sen University, 70 Lien-Hai Rd, Kaohsiung, 804, Taiwan
| | - Simon Robinson
- Department of English, Wenzao Ursuline University of Languages, 900 Minzu 1st Road, Kaohsiung, Taiwan
| | - Jing-Shiang Tsemg
- Department of Information Management, National Sun Yat-Sen University, 70 Lien-Hai Rd, Kaohsiung, 804, Taiwan
| | - Yu-Ping Hsu
- Department of Information Management, National Sun Yat-Sen University, 70 Lien-Hai Rd, Kaohsiung, 804, Taiwan
| | - Ming-Che Hsieh
- Department of Information Science and Management Systems, National Taitung University, 369, Section 2, University Road, Taitung, 950, Taiwan
| | - Yi-Cheng Chen
- Department of Information Science and Management Systems, National Taitung University, 369, Section 2, University Road, Taitung, 950, Taiwan
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Zhang D, Su F, Meng X, Zhang Z. Impact of media trust and personal epidemic experience on epidemic prevention behaviors in the context of COVID-19: A cross-sectional study based on protection motivation theory. Front Public Health 2023; 11:1137692. [PMID: 37124803 PMCID: PMC10133695 DOI: 10.3389/fpubh.2023.1137692] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 03/22/2023] [Indexed: 05/02/2023] Open
Abstract
Objective This study aimed to elucidate the impact of media trust on epidemic prevention motivation and behaviors based on the Protection Motivation Theory (PMT) and to evaluate the moderation effect of personal epidemic experience, which focused on the differences in two groups with or without epidemic experience. Methods The exogenous constructs and PMT model and scale were constructed through literature analysis, and a web-based questionnaire survey was conducted among 428 individuals aged above 18 years in China. Statistical analysis and hypothesis testing were performed in SPSS 26 and SmartPLS 3. Results Traditional media trust accounted for the largest weight in media trust (w = 0.492, p-value < 0.001), followed by social media (w = 0.463, p-value < 0.001), and interpersonal communication (w = 0.290, p-value < 0.001). Media trust was positively and significantly related to both threat appraisal (β = 0.210, p-value < 0.001) and coping appraisal (β = 0.260, p-value < 0.001). Threat appraisal (β = 0.105, p-value < 0.05) and coping appraisal (β = 0.545, p-value < 0.001) were positively and significantly related to epidemic prevention motivation, which positively and significantly related to epidemic prevention behaviors (β = 0.492, p-value < 0.001). The R2 values of epidemic prevention motivation and behavior are 0.350 and 0.240, respectively, indicating an acceptable explanation. Multiple-group analysis revealed five significant differences in paths between the two groups, indicating personal epidemic experience acting as a slight moderator on these paths. Conclusion Traditional media trust and social media trust were the important elements in COVID-19 prevention and control, and public health departments and governments should ensure the accuracy and reliability of information from traditional and social media. Simultaneously, the media should balance threat information and efficacy information in order to generate the public's prevention motivation and behaviors.
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Affiliation(s)
- Dan Zhang
- School of Medicine and Health Management, Guizhou Medical University, Guiyang, China
- Pharmaceutical Economic Management Research Center, Guizhou Medical University, Guiyang, China
- Guizhou Institute of Health Development, Guizhou Medical University, Guiyang, China
| | - Fan Su
- College of Humanities and Management, Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Xiaoxia Meng
- School of Medicine and Health Management, Guizhou Medical University, Guiyang, China
- Pharmaceutical Economic Management Research Center, Guizhou Medical University, Guiyang, China
- Guizhou Institute of Health Development, Guizhou Medical University, Guiyang, China
| | - Zhixin Zhang
- School of Accounting, Dianchi College of Yunnan University, Kunming, China
- *Correspondence: Zhixin Zhang,
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