Self-Reported Mental Health History and Self-Reported Coping Behaviours in Biomedicine Students—Exploring Associations with Healthy Lifestyle and Resilience
Abstract
1. Introduction
2. Materials and Methods
2.1. Participants and Procedures
2.2. Measures
Study-Specific Survey, Pilot Testing and Mental Health Disorder History
2.3. Brief Resilience Scale
2.4. Study-Related Exhaustion and Disengagement Symptoms
2.5. FANTASTIC Lifestyle Questionnaire
2.6. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| Abbreviation | Full form |
| ANCOVA | Analysis of covariance |
| BRS | Brief Resilience Scale |
| CI | Confidence interval |
| COVID-19 | Coronavirus disease 2019 |
| FLQ | FANTASTIC Lifestyle Questionnaire |
| JD-R | Job Demands–Resources |
| MHD | Mental health disorder |
| OBI | Oldenburg Burnout Inventory |
| OBI-D | Oldenburg Burnout Inventory—Disengagement subscale |
| OBI-E | Oldenburg Burnout Inventory—Exhaustion subscale |
| OR | Odds ratio |
| WHO | World Health Organization |
References
- Akeman, E., Kirlic, N., Clausen, A. N., Cosgrove, K. T., McDermott, T. J., Cromer, L. D., Paulus, M. P., Yeh, H., & Aupperle, R. L. (2020). A pragmatic clinical trial examining the impact of a resilience program on college student mental health. Depression and Anxiety, 37(3), 202–213. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ang, W. H. D., Lau, S. T., Cheng, L. J., Chew, H. S. J., Tan, J. H., Shorey, S., & Lau, Y. (2022). Effectiveness of resilience interventions for higher education students: A meta-analysis and metaregression. Journal of Educational Psychology, 114(7), 1670–1694. [Google Scholar] [CrossRef] [Scilit]
- Bakker, A. B., & Demerouti, E. (2007). The job demands-resources model: State of the art. Journal of Managerial Psychology, 22(3), 309–328. [Google Scholar] [CrossRef] [Scilit]
- Baqutayan, S. M. S. (2015). Stress and coping mechanisms: A historical overview. Mediterranean Journal of Social Sciences, 6(2), 479. [Google Scholar] [CrossRef] [Scilit]
- Bashir, T. F., Hassan, S., Maqsood, A., Khan, Z. A., Issrani, R., Ahmed, N., & Bashir, E. F. (2020). The psychological impact analysis of novel COVID-19 pandemic in health sciences students: A global survey. European Journal of Dentistry, 14(S 01), S91–S96. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Chua, J. H., Cheng, C. K. T., Cheng, L. J., Ang, W. H. D., & Lau, Y. (2023). Global prevalence of resilience in higher education students: A systematic review, meta-analysis and meta-regression. Current Psychology, 42(26), 22645–22663. [Google Scholar] [CrossRef] [Scilit]
- Delgado-Herrera, M., Aceves-Gómez, A. C., & Reyes-Aguilar, A. (2024). Relationship between gender roles, motherhood beliefs and mental health. PLoS ONE, 19(3), e0298750. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Du, C., Zan, M. C. H., Cho, M. J., Fenton, J. I., Hsiao, P. Y., Hsiao, R., Keaver, L., Lai, C.-C., Lee, H., Ludy, M.-J., Shen, W., Swee, W. C. S., Thrivikraman, J., Tseng, K.-W., Tseng, W.-C., Doak, S., Folk, S. Y. L., & Tucker, R. M. (2021). The effects of sleep quality and resilience on perceived stress, dietary behaviors, and alcohol misuse: A mediation-moderation analysis of higher education students from Asia, Europe, and North America during the COVID-19 pandemic. Nutrients, 13(2), 442. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fekih-Romdhane, F., Jahrami, H., Stambouli, M., Alhuwailah, A., Helmy, M., Shuwiekh, H. A. M., Lemine, C. M. F. M., Radwan, E., Saquib, J., Saquib, N., Fawaz, M., Zarrouq, B., Naser, A. Y., Obeid, S., Hallit, S., Saleh, M., Haider, S., Daher-Nashif, S., Miloud, L., … Cheour, M. (2023). Cross-cultural comparison of mental illness stigma and help-seeking attitudes: A multinational population-based study from 16 Arab countries and 10,036 individuals. Social Psychiatry and Psychiatric Epidemiology, 58(4), 641–656. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fletcher, I., Castle, M., Scarpa, A., Myers, O., & Lawrence, E. (2020). An exploration of medical student attitudes towards disclosure of mental illness. Medical Education Online, 25(1), 1727713. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ghali, H., Ghammem, R., Baccouche, I., Hamrouni, M., Jedidi, N., Smaali, H., Earbi, S., Hajji, B., Kastalli, A., Khalifa, H., Maagli, K. B., Romdhani, R., Halleb, H., & Jdidi, F. (2022). Association between lifestyle choices and mental health among medical students during the COVID-19 pandemic: A cross-sectional study. PLoS ONE, 17(10), e0274525. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ghozy, S., Cross, W. M., Islam, S., Al-Mawali, A. H., AlQurashi, A. A., Hamza, A., Joseph, B., Banik, B., Elsori, D. H., Sultana, F., Yasmin, F., Mahmud, I., Lam, L., Hammoud, M., Salehin, M., Keblawi, M. A., Eltewacy, N. K., Al Laham, N., El-Khazragy, N., … Rahman, M. A. (2022). Psychological impact of COVID-19 on healthcare workers: Cross-sectional analyses from 14 countries. Global Mental Health, 9, 328–338. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Gold, K. J., Andrew, L. B., Goldman, E. B., & Schwenk, T. L. (2016). “I would never want to have a mental health diagnosis on my record”: A survey of female physicians on mental health diagnosis, treatment, and reporting. General Hospital Psychiatry, 43, 51–57. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Graves, B. S., Hall, M. E., Dias-Karch, C., Haischer, M. H., & Apter, C. (2021). Gender differences in perceived stress and coping among college students. PLoS ONE, 16(8), e0255634. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Healy, C., Ryan, Á., Moran, C. N., Harkin, D. W., Doyle, F., & Hickey, A. (2023). Medical students, mental health and the role of resilience—A cross-sectional study. Medical Teacher, 45(1), 40–48. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Heim, E., Wegmann, I., & Maercker, A. (2017). Cultural values and the prevalence of mental disorders in 25 countries: A secondary data analysis. Social Science & Medicine, 189, 96–104. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Horaist, H., & Watson, M. (2024). Healthy lifestyle behaviors among first-year college students attending a University in Mississippi. American Journal of Lifestyle Medicine, 15598276241249951. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Jia, Q., Qu, Y., Sun, H., Huo, H., Yin, H., & You, D. (2022). Mental health among medical students during COVID-19: A systematic review and meta-analysis. Frontiers in Psychology, 13, 846789. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Kang, L., Ma, S., Chen, M., Yang, J., Wang, Y., Li, R., Yao, L., Bai, H., Cai, Z., Xiang Yang, B., Hu, S., Zhang, K., Wang, G., Ma, C., & Liu, Z. (2020). Impact on mental health and perceptions of psychological care among medical and nursing staff in Wuhan during the 2019 novel coronavirus disease outbreak: A cross-sectional study. Brain, Behavior, and Immunity, 87, 11–17. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Kunzler, A. M., Helmreich, I., König, J., Chmitorz, A., Wessa, M., Binder, H., & Lieb, K. (2020). Psychological interventions to foster resilience in healthcare students. Cochrane Database of Systematic Reviews, 2020(7), CD013684. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Lancaster, M. R., & Callaghan, P. (2022). The effect of exercise on resilience, its mediators and moderators, in a general population during the UK COVID-19 pandemic in 2020: A cross-sectional online study. BMC Public Health, 22(1), 827. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Lazarus, R. S., & Folkman, S. (1984). Stress, appraisal, and coping. Springer Publishing Company. [Google Scholar]
- Lianov, L. (2021). A powerful antidote to physician burnout: Intensive healthy lifestyle and positive psychology approaches. American Journal of Lifestyle Medicine, 15(5), 563–566. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Lin, Y. K., Lin, C.-D., Lin, B. Y.-J., & Chen, D.-Y. (2019). Medical students’ resilience: A protective role on stress and quality of life in clerkship. BMC Medical Education, 19(1), 473. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Lipson, S. K., Phillips, M. V., Winquist, N., Eisenberg, D., & Lattie, E. G. (2021). Mental health conditions among community college students: A national study of prevalence and use of treatment services. Psychiatric Services, 72(10), 1126–1133. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Liu, H., Zhang, C., Ji, Y., & Yang, L. (2018). Biological and psychological perspectives of resilience: Is it possible to improve stress resistance? Frontiers in Human Neuroscience, 12, 326. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Machado, B. C., Pinto, E., Silva, M., Veiga, E., Sá, C., Kuhz, S., Silva, P. O., Pimenta, A., Gomes, A., Almeida, A., Sá, L., & Correia, M. (2023). Impact of the COVID-19 pandemic on the mental and physical health and overall wellbeing of university students in Portugal. PLoS ONE, 18(5), e0285317. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Mahmood, A., Rehman, N., Huang, X., & Riaz, I. (2025). Barriers to undergraduate medical students’ research engagement in Pakistan: A qualitative exploration. BMC Medical Education, 25, 592. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Martínez, J. P., Méndez, I., Ruiz-Esteban, C., Fernández-Sogorb, A., & García-Fernández, J. M. (2020). Profiles of burnout, coping strategies and depressive symptomatology. Frontiers in Psychology, 11, 591. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Mesman, E., Vreeker, A., & Hillegers, M. (2021). Resilience and mental health in children and adolescents: An update of the recent literature and future directions. Current Opinion in Psychiatry, 34(6), 586–592. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Murillo-Llorente, M. T., Brito-Gallego, R., Alcalá-Dávalos, M. L., Legidos-García, M. E., Pérez-Murillo, J., & Perez-Bermejo, M. (2022). The validity and reliability of the FANTASTIC questionnaire for nutritional and lifestyle studies in university students. Nutrients, 14(16), 3328. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Nair, M., Moss, N., Bashir, A., Garate, D., Thomas, D., Fu, S., Phu, D., & Pham, C. (2023). Mental health trends among medical students. Baylor University Medical Center Proceedings, 36(3), 408–410. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Nishimi, K. M., Koenen, K. C., Coull, B. A., & Kubzansky, L. D. (2022). Association of psychological resilience with healthy lifestyle and body weight in young adulthood. Journal of Adolescent Health, 70(2), 258–266. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Palupi, R., & Findyartini, A. (2019). The relationship between gender and coping mechanisms with burnout events in first-year medical students. Korean Journal of Medical Education, 31(4), 331–342. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Rasheed, N., Fatima, I., & Tariq, O. (2022). University students’ mental well-being during COVID-19 pandemic: The mediating role of resilience between meaning in life and mental well-being. Acta Psychologica, 227, 103618. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ruiz-Hernández, J. A., Guillén, Á., Pina, D., & Puente-López, E. (2022). Mental Health and healthy habits in university students: A comparative associative study. European Journal of Investigation in Health, Psychology and Education, 12(2), 114–126. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sattar, K., Yusoff, M. S. B., Arifin, W. N., Yasin, M. A. M., & Nor, M. Z. M. (2022). Effective coping strategies utilised by medical students for mental health disorders during undergraduate medical education-a scoping review. BMC Medical Education, 22(1), 121. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Shechter, A., Diaz, F., Moise, N., Anstey, D. E., Ye, S., Agarwal, S., Birk, J. L., Brodie, D., Cannone, D. E., Chang, B., Claassen, J., Cornelius, T., Derby, L., Dong, M., Givens, R. C., Hochman, B., Homma, S., Kronish, I. M., Lee, S. A. J., … Abdalla, M. (2020). Psychological distress, coping behaviors, and preferences for support among New York healthcare workers during the COVID-19 pandemic. General Hospital Psychiatry, 66, 1–8. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Slišković, A., Burić, I., & Ćubela Adorić, V. (Eds.). (2018). Collection of psychological scales and questionnaires (Vol. 9). University of Zadar. [Google Scholar]
- Smith, B. W., Dalen, J., Wiggins, K., Tooley, E., Christopher, P., & Bernard, J. (2008). The brief resilience scale: Assessing the ability to bounce back. International Journal of Behavioral Medicine, 15(3), 194–200. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Srivastava, R., Jyoti, B., Pradhan, D., Kumar, M., & Priyadarshi, P. (2020). Evaluating the stress and its association with stressors among the dental undergraduate students of Kanpur city, India: A cross-sectional study. Journal of Education and Health Promotion, 9(1), 56. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Velten, J., Bieda, A., Scholten, S., Wannemüller, A., & Margraf, J. (2018). Lifestyle choices and mental health: A longitudinal survey with German and Chinese students. BMC Public Health, 18(1), 632. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Villatoro, A. P., DuPont-Reyes, M. J., Phelan, J. C., & Link, B. G. (2022). “Me” versus “them”: How mental illness stigma influences adolescent help-seeking behaviors for oneself and recommendations for peers. Stigma and Health, 7(3), 300–310. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Vilovic, T., Bozic, J., Vilovic, M., Rusic, D., Zuzic Furlan, S., Rada, M., & Tomicic, M. (2021). Family physicians’ standpoint and mental health assessment in the light of COVID-19 pandemic—A nationwide survey study. International Journal of Environmental Research and Public Health, 18(4), 2093. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Vilovic, T., Bozic, J., Zuzic Furlan, S., Vilovic, M., Kumric, M., Martinovic, D., Rusic, D., Rada, M., & Tomicic, M. (2022). Mental health well-being and attitudes on mental health disorders among family physicians during COVID-19 pandemic: A connection with resilience and healthy lifestyle. Journal of Clinical Medicine, 11(2), 438. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wilson, D. M. C., Nielsen, E., & Ciliska, D. (1984). Lifestyle assessment: Testing the FANTASTIC instrument. Canadian Family Physician, 30, 1863–1866. [Google Scholar]




| Parameter | Men (N = 115) | Women (N = 405) | Total (N = 520) | p * |
|---|---|---|---|---|
| Baseline characteristics | ||||
| Age (years) | 21.0 (20.0–24.0) | 21.0 (20.0–23.0) | 21.0 (21.0–23.0) | 0.104 |
| Study programme | ||||
| Medicine | 77 (67.0) | 191 (47.2) | 268 (51.5) | <0.001 |
| Dental Medicine | 28 (24.3) | 141 (34.8) | 169 (32.5) | |
| Pharmacy | 10 (8.7) | 73 (18.0) | 83 (16.0) | |
| Year of study | ||||
| Years 1st to 3rd | 67 (58.3) | 237 (58.5) | 304 (58.5) | 0.961 |
| Years 4th to 6th | 48 (41.7) | 168 (41.5) | 216 (41.5) | |
| Good self-reported stress-coping ability † | 98 (85.2) | 282 (69.6) | 380 (73.1) | <0.001 |
| Self-reported MHD history present ‡ | 25 (21.7) | 134 (33.1) | 159 (30.6) | 0.019 |
| Self-reported coping behaviours | ||||
| Smoking | 22 (19.1) | 64 (15.8) | 86 (16.5) | 0.397 |
| Drinking alcoholic drinks | 16 (13.9) | 32 (7.9) | 48 (9.2) | 0.048 |
| Working on business/school projects | 10 (8.7) | 20 (4.9) | 30 (5.8) | 0.128 |
| Eating food | 39 (33.9) | 157 (38.8) | 196 (37.7) | 0.343 |
| Watching television | 45 (39.1) | 157 (38.8) | 202 (38.8) | 0.943 |
| Reading | 18 (15.7) | 62 (15.3) | 80 (15.4) | 0.928 |
| Religious/spiritual activities | 20 (17.4) | 101 (24.9) | 121 (23.3) | 0.091 |
| Communication with friends | 37 (32.2) | 175 (43.2) | 212 (40.8) | 0.034 |
| Working out | 60 (52.2) | 143 (35.3) | 203 (39.0) | 0.001 |
| Listening to music | 82 (71.3) | 282 (69.6) | 364 (70.0) | 0.729 |
| Spending time with family | 30 (26.1) | 158 (39.0) | 188 (36.2) | 0.011 |
| Parameter | OBI Score | p * | FLQ Score | p * | BRS Score | p * |
|---|---|---|---|---|---|---|
| Women (N = 405) | 39 (35–43) | 0.258 | 70 (63–76) | 0.067 | 3.3 (2.8–3.7) | <0.001 |
| Men (N = 115) | 39 (34–44) | 69 (63–75) | 3.5 (3.2–4) | |||
| Years of study: 1st to 3rd (N = 304) | 39 (34–43) | 0.152 | 69 (63–76) | 0.476 | 3.3 (2.8–3.7) | 0.928 |
| Years of study: 4th to 6th (N = 216) | 40 (36–44) | 70 (64–75) | 3.3 (2.9–3.8) | |||
| Dental Medicine (N = 169) | 39 (35–42) a | 0.002 § | 70 (62–76) | 0.903 § | 3.3 (2.8–3.7) | 0.382 § |
| Medicine (N = 268) | 38 (34–43) a | 69 (63–75) | 3.5 (2.8–3.8) | |||
| Pharmacy (N = 83) | 42 (37–45) | 68 (64–74) | 3.3 (2.8–3.8) | |||
| Good self-reported stress-coping ability (N = 380) † | 38 (34–42) | <0.001 | 71 (66–77) | <0.001 | 3.5 (3.2–3.8) | <0.001 |
| Poor self-reported stress-coping ability (N = 140) | 41 (38–46) | 64 (58–69) | 2.7 (2.2–3.2) | |||
| Self-reported MHD history present (N = 159) ‡ | 42 (37–46) | <0.001 | 66 (59–72) | <0.001 | 3.0 (2.3–3.5) | <0.001 |
| Self-reported MHD history absent (N = 361) | 39 (34–42) | 71 (66–76) | 3.5 (3–3.8) | |||
| Sought help (N = 44) | 44 (38–49) | 0.014 | 63 (56–70) | 0.195 | 3.0 (2.2–3.4) | 0.159 |
| Did not seek help (N = 115) | 40 (36–45) | 67 (59–72) | 3.2 (2.5–3.5) | |||
| Confirmed MHD (N = 32) | 43 (38–47) | 0.339 | 61 (54–69) | 0.074 | 3.0 (2.3–3.3) | 0.439 |
| Subjectively perceived MHD without official confirmation (N = 127) | 41 (37–46) | 67 (60–72) | 3.2 (2.5–3.5) |
| Variable | Adjusted OR | 95% CI | p |
|---|---|---|---|
| Female gender (vs. male) | 1.513 | 0.894–2.562 | 0.123 |
| Age (per year) | 0.978 | 0.886–1.079 | 0.654 |
| BRS total score (per 1-point increase) | 0.539 | 0.389–0.747 | <0.001 |
| FLQ total score (per 1-point increase) | 0.951 | 0.929–0.974 | <0.001 |
| Sensitivity Outcome | Variable | Adjusted OR | 95% CI | p |
|---|---|---|---|---|
| Confirmed diagnosis vs. absent (N = 393; cases = 32) | BRS total score | 0.554 | 0.302–1.017 | 0.057 |
| Confirmed diagnosis vs. absent (N = 393; cases = 32) | FLQ total score | 0.924 | 0.882–0.967 | <0.001 |
| Perceived unconfirmed vs. absent (N = 488; cases = 127) | BRS total score | 0.538 | 0.380–0.762 | <0.001 |
| Perceived unconfirmed vs. absent (N = 488; cases = 127) | FLQ total score | 0.955 | 0.931–0.980 | <0.001 |
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. |
© 2026 by the authors. Published by MDPI on behalf of the University Association of Education and Psychology. 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.
Share and Cite
Vilovic, T.; Bozic, J.; Kumric, M.; Santic, R.; Vrdoljak, J.; Tomicic, M.; Rada, M.; Kamsigovski, E.; Radovic, M.; Vilovic, M. Self-Reported Mental Health History and Self-Reported Coping Behaviours in Biomedicine Students—Exploring Associations with Healthy Lifestyle and Resilience. Eur. J. Investig. Health Psychol. Educ. 2026, 16, 89. https://doi.org/10.3390/ejihpe16070089
Vilovic T, Bozic J, Kumric M, Santic R, Vrdoljak J, Tomicic M, Rada M, Kamsigovski E, Radovic M, Vilovic M. Self-Reported Mental Health History and Self-Reported Coping Behaviours in Biomedicine Students—Exploring Associations with Healthy Lifestyle and Resilience. European Journal of Investigation in Health, Psychology and Education. 2026; 16(7):89. https://doi.org/10.3390/ejihpe16070089
Chicago/Turabian StyleVilovic, Tina, Josko Bozic, Marko Kumric, Roko Santic, Josip Vrdoljak, Marion Tomicic, Marko Rada, Edvard Kamsigovski, Mariana Radovic, and Marino Vilovic. 2026. "Self-Reported Mental Health History and Self-Reported Coping Behaviours in Biomedicine Students—Exploring Associations with Healthy Lifestyle and Resilience" European Journal of Investigation in Health, Psychology and Education 16, no. 7: 89. https://doi.org/10.3390/ejihpe16070089
APA StyleVilovic, T., Bozic, J., Kumric, M., Santic, R., Vrdoljak, J., Tomicic, M., Rada, M., Kamsigovski, E., Radovic, M., & Vilovic, M. (2026). Self-Reported Mental Health History and Self-Reported Coping Behaviours in Biomedicine Students—Exploring Associations with Healthy Lifestyle and Resilience. European Journal of Investigation in Health, Psychology and Education, 16(7), 89. https://doi.org/10.3390/ejihpe16070089

