Depression in healthcare workers during COVID-19 pandemic: results from Czech arm of HEROES Study
Jazyk angličtina Země Anglie, Velká Británie Médium electronic
Typ dokumentu časopisecké články, práce podpořená grantem
PubMed
37528158
PubMed Central
PMC10394070
DOI
10.1038/s41598-023-39735-w
PII: 10.1038/s41598-023-39735-w
Knihovny.cz E-zdroje
- MeSH
- COVID-19 * epidemiologie MeSH
- lidé MeSH
- pandemie MeSH
- plži * MeSH
- úzkost MeSH
- zdravotnický personál MeSH
- zvířata MeSH
- Check Tag
- lidé MeSH
- mužské pohlaví MeSH
- ženské pohlaví MeSH
- zvířata MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
- Geografické názvy
- Česká republika epidemiologie MeSH
The pandemic due to COVID-19 brought new risks for depression of health care workers, which may have differently influenced men and women. We aimed to investigate (1) whether health care workers in Czechia experienced an increase in depression during the COVID-19 pandemic, (2) which factors contributed the most to this change, and (3) whether the magnitude of the associations differed by gender. We studied 2564 participants of the Czech arm of the international COVID-19 HEalth caRe wOrkErS (HEROES) Study. Online questionnaire was administered to health care workers in summer 2020 (wave 0) and spring 2021 (wave 1). Depression was defined by reaching 10 or more points on the Patient Health Questionnaire. Logistic regression investigated the association of participant´s characteristics with depression and multivariable decomposition for non-linear models assessed, to what extent the characteristic explained the change in depression occurrence. The prevalence of depression increased twice during the pandemic (11% in wave 0 and 22% in wave 1). Stress accounted for 50% of the difference, experience of death due to COVID-19 for 15% and contact with COVID-19 patients for 14%. Greater resilience and sufficient personal protective equipment were strongly associated with lower occurrence of depression. The protective association of resilience with depression was stronger in men than in women. We conclude that interventions to promote mental health of health care workers in future health crisis should aim at decreasing stress and enhancing resilience. They should be delivered especially to individuals who have contact with the affected patients and may face their death.
3rd Faculty of Medicine Charles University Prague Prague Czechia
Faculty of Science Charles University Prague Prague Czechia
Medical College Prague Czechia
National Institute of Mental Health Klecany Czechia
Paediatric Emergency Department Motol University Hospital Prague Czechia
Zobrazit více v PubMed
Mascayano F, Van der Ven E, Moro MF, Schilling S, Alarcón S, Al Barathie J, Alnasser L, Asaoka H, Ayinde O, Balalian AA. The impact of the COVID-19 pandemic on the mental health of healthcare workers: study protocol for the COVID-19 HEalth caRe wOrkErS (HEROES) study. Soc. Psychiatry Psychiatr. Epidemiol. 2022;57(3):633–645. doi: 10.1007/s00127-021-02211-9. PubMed DOI PMC
Sahebi A, Nejati-Zarnaqi B, Moayedi S, Yousefi K, Torres M, Golitaleb M. The prevalence of anxiety and depression among healthcare workers during the COVID-19 pandemic: An umbrella review of meta-analyses. Prog. Neuropsychopharmacol. Biol. Psychiatry. 2021;107:110247. doi: 10.1016/j.pnpbp.2021.110247. PubMed DOI PMC
Fernandez R, Sikhosana N, Green H, Halcomb EJ, Middleton R, Alananzeh I, Trakis S, Moxham L. Anxiety and depression among healthcare workers during the COVID-19 pandemic: A systematic umbrella review of the global evidence. BMJ Open. 2021;11(9):e054528. doi: 10.1136/bmjopen-2021-054528. PubMed DOI PMC
Gündoğmuş İ, Ünsal C, Bolu A, Takmaz T, Ökten SB, Aydın MB, Uçar H, Gündüz A, Kul AT. The comparison of anxiety, depression and stress symptoms levels of healthcare workers between the first and second COVID-19 peaks. Psychiatry Res. 2021;301:113976. doi: 10.1016/j.psychres.2021.113976. PubMed DOI PMC
Magnavita N, Soave PM, Antonelli M. Prolonged stress causes depression in frontline workers facing the COVID-19 pandemic—A repeated cross-sectional study in a COVID-19 Hub-hospital in central Italy. Int. J. Environ. Res. Public Health. 2021;18(14):7316. doi: 10.3390/ijerph18147316. PubMed DOI PMC
Spoorthy MS, Pratapa SK, Mahant S. Mental health problems faced by healthcare workers due to the COVID-19 pandemic—A review. Asian J. Psychiatr. 2020;51:102119. doi: 10.1016/j.ajp.2020.102119. PubMed DOI PMC
Muller AE, Hafstad EV, Himmels JPW, Smedslund G, Flottorp S, Stensland SØ, Stroobants S, Van de Velde S, Vist GE. The mental health impact of the covid-19 pandemic on healthcare workers, and interventions to help them: A rapid systematic review. Psychiatry Res. 2020;293:113441. doi: 10.1016/j.psychres.2020.113441. PubMed DOI PMC
Chew NWS, Lee GKH, Tan BYQ, Jing M, Goh Y, Ngiam NJH, Yeo LLL, Ahmad A, Ahmed Khan F, Napolean Shanmugam G, Sharma AK, Komalkumar RN, Meenakshi PV, Shah K, Patel B, Chan BPL, Sunny S, Chandra B, Ong JJY, Paliwal PR, Wong LYH, Sagayanathan R, Chen JT, Ying Ng AY, Teoh HL, Tsivgoulis G, Ho CS, Ho RC, Sharma VK. A multinational, multicentre study on the psychological outcomes and associated physical symptoms amongst healthcare workers during COVID-19 outbreak. Brain Behav. Immun. 2020;88:559–565. doi: 10.1016/j.bbi.2020.04.049. PubMed DOI PMC
Le XTT, Nguyen QT, Onyango B, Nguyen QN, Pham QT, Ta NTK, Nguyen TT, Le HT, Vu LG, Hoang MT, Vu GT, Latkins CA, Ho RCM, Ho CSH. Perception toward exposure risk of COVID-19 among health workers in Vietnam: Status and correlated factors. Front. Public Health. 2021;9:589317. doi: 10.3389/fpubh.2021.589317. PubMed DOI PMC
Tan YQ, Wang Z, Yap QV, Chan YH, Ho RC, Hamid A, Landaluce-Olavarria A, Pellino G, Gauhar V, Chand M, Wroclawski ML, Hameed BZ, Ling SK, Sengupta S, Gallo G, Chiu PK, Tanidir Y, Tallada MPV, Garcia BN, Colleoni R, Abiddin ZAZ, Campi R, Esperto F, Carrion D, Elterman D, Chung ASJ, Ng ACF, Moschini M, Rivas JG, Mayol J, Teoh JY, Chiong E. Psychological health of surgeons in a time of COVID-19: A global survey. Ann. Surg. 2023;277(1):50–56. doi: 10.1097/sla.0000000000004775. PubMed DOI PMC
Pham QT, Le XTT, Phan TC, Nguyen QN, Ta NKT, Nguyen AN, Nguyen TT, Nguyen QT, Le HT, Luong AM, Koh D, Hoang MT, Pham HQ, Vu LG, Nguyen TH, Tran BX, Latkin CA, Ho CSH, Ho RCM. Impacts of COVID-19 on the life and work of healthcare workers during the nationwide partial lockdown in Vietnam. Front. Psychol. 2021;12:563193. doi: 10.3389/fpsyg.2021.563193. PubMed DOI PMC
Dong Y, Yeo MC, Tham XC, Danuaji R, Nguyen TH, Sharma AK, Rn K, Pv M, Tai MS, Ahmad A, Tan BY, Ho RC, Chua MCH, Sharma VK. Investigating psychological differences between nurses and other health care workers from the Asia-Pacific region during the early phase of COVID-19: Machine learning approach. JMIR Nurs. 2022;5(1):e32647. doi: 10.2196/32647. PubMed DOI PMC
Chew NWS, Ngiam JN, Tan BY, Tham SM, Tan CY, Jing M, Sagayanathan R, Chen JT, Wong LYH, Ahmad A, Khan FA, Marmin M, Hassan FB, Sharon TM, Lim CH, Mohaini MIB, Danuaji R, Nguyen TH, Tsivgoulis G, Tsiodras S, Fragkou PC, Dimopoulou D, Sharma AK, Shah K, Patel B, Sharma S, Komalkumar RN, Meenakshi RV, Talati S, Teoh HL, Ho CS, Ho RC, Sharma VK. Asian-Pacific perspective on the psychological well-being of healthcare workers during the evolution of the COVID-19 pandemic. BJPsych. Open. 2020;6(6):e116. doi: 10.1192/bjo.2020.98. PubMed DOI PMC
Sriharan A, Ratnapalan S, Tricco AC, Lupea D, Ayala AP, Pang H, Lee DD. Occupational stress, burnout, and depression in women in healthcare during COVID-19 pandemic: Rapid scoping review. Front. Glob. Women's Health. 2020;1:596690. doi: 10.3389/fgwh.2020.596690. PubMed DOI PMC
Horackova K, Kopecek M, Machů V, Kagstrom A, Aarsland D, Motlova LB, Cermakova P. Prevalence of late-life depression and gap in mental health service use across European regions. Eur. Psychiatry. 2019;57:19–25. doi: 10.1016/j.eurpsy.2018.12.002. PubMed DOI
Winkler P, Formánek T, Mladá K, Cermakova P. The CZEch Mental health Study (CZEMS): Study rationale, design, and methods. Int. J. Methods Psychiatr. Res. 2018;27(3):e1728. doi: 10.1002/mpr.1728. PubMed DOI PMC
Kagstrom A, Alexova A, Tuskova E, Csajbók Z, Schomerus G, Formanek T, Mladá K, Winkler P, Cermakova P. The treatment gap for mental disorders and associated factors in the Czech Republic. Eur. Psychiatry. 2019;59:37–43. doi: 10.1016/j.eurpsy.2019.04.003. PubMed DOI
Formánek T, Kagström A, Cermakova P, Csémy L, Mladá K, Winkler P. Prevalence of mental disorders and associated disability: Results from the cross-sectional CZEch mental health Study (CZEMS) Eur. Psychiatry. 2019;60:1–6. doi: 10.1016/j.eurpsy.2019.05.001. PubMed DOI
Slaba J. Vládní boj proti pandemii: přehled opatření vydaných v souvislosti s pandemií onemocnění covid-19 v Česku v letech 2020 a 2021. Demografie. 2022;64(2):175–196. doi: 10.54694/dem.0303. DOI
Winkler, P., Formanek, T., Mlada, K., Kagstrom, A., Mohrova, Z., Mohr, P., & Csemy, L. Increase in prevalence of current mental disorders in the context of COVID-19: Analysis of repeated nationwide cross-sectional surveys. Epidemiol. Psychiatr. Sci.29 (2020). PubMed PMC
Winkler P, Mohrova Z, Mlada K, Kuklova M, Kagstrom A, Mohr P, Formanek T. Prevalence of current mental disorders before and during the second wave of COVID-19 pandemic: An analysis of repeated nationwide cross-sectional surveys. J. Psychiatr. Res. 2021;139:167–171. doi: 10.1016/j.jpsychires.2021.05.032. PubMed DOI PMC
Chudzicka-Czupała A, Chiang SK, Grabowski D, Żywiołek-Szeja M, Quek M, Pudełek B, Teopiz K, Ho R, McIntyre RS. Predictors of psychological distress across three time periods during the COVID-19 pandemic in Poland. Int. J. Environ. Res. Public Health. 2022 doi: 10.3390/ijerph192215405. PubMed DOI PMC
Luo Y, Fei S, Gong B, Sun T, Meng R. Understanding the mediating role of anxiety and depression on the relationship between perceived stress and sleep quality among health care workers in the COVID-19 response. Nat. Sci. Sleep. 2021;13:1747–1758. doi: 10.2147/NSS.S313258. PubMed DOI PMC
Magnavita N, Soave PM, Antonelli M. A one-year prospective study of work-related mental health in the intensivists of a COVID-19 hub hospital. Int. J. Environ. Res. Public Health. 2021;18(18):9888. doi: 10.3390/ijerph18189888. PubMed DOI PMC
Yang L, Zhao Y, Wang Y, Liu L, Zhang X, Li B, Cui R. The effects of psychological stress on depression. Curr. Neuropharmacol. 2015;13(4):494–504. doi: 10.2174/1570159X1304150831150507. PubMed DOI PMC
Wong SM, Hui CL, Wong CS, Suen Y, Chan SK, Lee EH, Chang W, Chen EY. Mental health risks after repeated exposure to multiple stressful events during ongoing social unrest and pandemic in Hong Kong: The role of rumination: Risques pour la santé mentale après une exposition répétée à de multiples événements stressants d’agitation sociale durable et de pandémie à Hong Kong: Le rôle de la rumination. Can. J. Psychiatry. 2021;66(6):577–585. doi: 10.1177/0706743720979920. PubMed DOI PMC
Neto MLR, Almeida HG, Esmeraldo JD, Nobre CB, Pinheiro WR, de Oliveira CRT, da Costa Sousa I, Lima OMML, Lima NNR, Moreira MM. When health professionals look death in the eye: The mental health of professionals who deal daily with the 2019 coronavirus outbreak. Psychiatry Res. 2020;288:112972. doi: 10.1016/j.psychres.2020.112972. PubMed DOI PMC
Preti E, Di Mattei V, Perego G, Ferrari F, Mazzetti M, Taranto P, Di Pierro R, Madeddu F, Calati R. The psychological impact of epidemic and pandemic outbreaks on healthcare workers: Rapid review of the evidence. Curr. Psychiatry Rep. 2020;22:1–22. doi: 10.1007/s11920-020-01166-z. PubMed DOI PMC
Khajuria A, Tomaszewski W, Liu Z, Chen J-h, Mehdian R, Fleming S, Vig S, Crawford MJ. Workplace factors associated with mental health of healthcare workers during the COVID-19 pandemic: An international cross-sectional study. BMC Health Serv. Res. 2021;21:1–11. doi: 10.1186/s12913-021-06279-6. PubMed DOI PMC
Smith PM, Oudyk J, Potter G, Mustard C. The Association between the Perceived Adequacy of Workplace Infection Control Procedures and Personal Protective Equipment with Mental Health Symptoms: A Cross-sectional Survey of Canadian Health-care Workers during the COVID-19 Pandemic: L’association entre le caractere adequat percu des procedures de controle des infections au travail et de l’equipement de protection personnel pour les symptomes de sante mentale. Un sondage transversal des travailleurs de la sante canadiens durant la pandemie COVID-19. Can. J. Psychiatry. 2021;66(1):17–24. doi: 10.1177/0706743720961729. PubMed DOI PMC
Burstyn I, Holt K. A cross-sectional survey of the workplace factors contributing to symptoms of anxiety and depression among nurses and physicians during the first wave of COVID-19 pandemic in two US healthcare systems. Ann. Work Exposures Health. 2022;66(3):312–333. doi: 10.1093/annweh/wxab085. PubMed DOI PMC
Wang C, Chudzicka-Czupała A, Grabowski D, Pan R, Adamus K, Wan X, Hetnał M, Tan Y, Olszewska-Guizzo A, Xu L, McIntyre RS, Quek J, Ho R, Ho C. The association between physical and mental health and face mask use during the COVID-19 pandemic: A comparison of two countries with different views and practices. Front. Psychiatry. 2020;11:569981. doi: 10.3389/fpsyt.2020.569981. PubMed DOI PMC
Maslakçı A, Sürücü L. Gender effects on depression, anxiety, and stress regarding the fear of COVID-19. Trends Psychol. 2022;9:1–13.
Vloo A, Alessie R, Mierau JO, Boezen MH, Mierau JO, Franke L, Dekens J, Deelen P, Lanting P, Vonk JM. Gender differences in the mental health impact of the COVID-19 lockdown: Longitudinal evidence from the Netherlands. SSM-Popul. Health. 2021;15:100878. doi: 10.1016/j.ssmph.2021.100878. PubMed DOI PMC
Galasso V, Pons V, Profeta P, Becher M, Brouard S, Foucault M. Gender differences in COVID-19 attitudes and behavior: Panel evidence from eight countries. Proc. Natl. Acad. Sci. 2020;117(44):27285–27291. doi: 10.1073/pnas.2012520117. PubMed DOI PMC
Wu Y, Yu W, Wu X, Wan H, Wang Y, Lu G. Psychological resilience and positive coping styles among Chinese undergraduate students: a cross-sectional study. BMC Psychol. 2020;8(1):1–11. doi: 10.1186/s40359-020-00444-y. PubMed DOI PMC
Finstad GL, Giorgi G, Lulli LG, Pandolfi C, Foti G, León-Perez JM, Cantero-Sánchez FJ, Mucci N. Resilience, coping strategies and posttraumatic growth in the workplace following COVID-19: A narrative review on the positive aspects of trauma. Int. J. Environ. Res. Public Health. 2021;18(18):9453. doi: 10.3390/ijerph18189453. PubMed DOI PMC
de la Rosa Gómez A, Dominguez-Rodriguez A, Rodríguez Huitrón A, Flores-Plata L, Santillán Torres-Torija C, Martínez Arriaga R, Herdoiza-Arroyo P, Robles García R, Estrada Gómez A, Bautista Valerio E. Resilience and post-traumatic stress disorder among healthcare workers during the COVID-19 outbreak. Electron. J. Gen. Med. 2023;20(5):505. doi: 10.29333/ejgm/13265. DOI
Cholankeril R, Xiang E, Badr H. Gender differences in coping and psychological adaptation during the COVID-19 pandemic. Int. J. Environ. Res. Public Health. 2023;20(2):993. doi: 10.3390/ijerph20020993. PubMed DOI PMC
Meader N, Mitchell AJ, Chew-Graham C, Goldberg D, Rizzo M, Bird V, Kessler D, Packham J, Haddad M, Pilling S. Case identification of depression in patients with chronic physical health problems: A diagnostic accuracy meta-analysis of 113 studies. Br. J. Gen. Pract. 2011;61(593):e808–e820. doi: 10.3399/bjgp11X613151. PubMed DOI PMC
Moussavi S, Chatterji S, Verdes E, Tandon A, Patel V, Ustun B. Depression, chronic diseases, and decrements in health: Results from the World Health Surveys. Lancet. 2007;370(9590):851–858. doi: 10.1016/S0140-6736(07)61415-9. PubMed DOI
Kartono R, Salahudin SIT. Covid-19 stigmatization: A systematic literature review. J. Public Health Res. 2022;11(3):22799036221115780. doi: 10.1177/22799036221115780. PubMed DOI PMC
Schubert M, Ludwig J, Freiberg A, Hahne TM, Romero Starke K, Girbig M, Faller G, Apfelbacher C, von dem Knesebeck O, Seidler A. Stigmatization from work-related COVID-19 exposure: A systematic review with meta-analysis. Int. J. Environ. Res. Public Health. 2021;18(12):6183. doi: 10.3390/ijerph18126183. PubMed DOI PMC
Chowdhury SR, Kabir H, Mazumder S, Akter N, Chowdhury MR, Hossain A. Workplace violence, bullying, burnout, job satisfaction and their correlation with depression among Bangladeshi nurses: A cross-sectional survey during the COVID-19 pandemic. PLoS ONE. 2022;17(9):e0274965. doi: 10.1371/journal.pone.0274965. PubMed DOI PMC
Spilg EG, Rushton CH, Phillips JL, Kendzerska T, Saad M, Gifford W, Gautam M, Bhatla R, Edwards JD, Quilty L. The new frontline: Exploring the links between moral distress, moral resilience and mental health in healthcare workers during the COVID-19 pandemic. BMC Psychiatry. 2022;22:1–12. doi: 10.1186/s12888-021-03637-w. PubMed DOI PMC
Soh HL, Ho RC, Ho CS, Tam WW. Efficacy of digital cognitive behavioural therapy for insomnia: A meta-analysis of randomised controlled trials. Sleep Med. 2020;75:315–325. doi: 10.1016/j.sleep.2020.08.020. PubMed DOI
Saddichha S, Al-Desouki M, Lamia A, Linden IA, Krausz M. Online interventions for depression and anxiety—A systematic review. Health Psychol. Behav. Med. Open Access J. 2014;2(1):841–881. doi: 10.1080/21642850.2014.945934. PubMed DOI PMC
Löwe B, Kroenke K, Herzog W, Gräfe K. Measuring depression outcome with a brief self-report instrument: Sensitivity to change of the Patient Health Questionnaire (PHQ-9) J. Affect. Disord. 2004;81(1):61–66. doi: 10.1016/S0165-0327(03)00198-8. PubMed DOI
Kroenke K, Spitzer RL, Williams JB, Löwe B. The patient health questionnaire somatic, anxiety, and depressive symptom scales: A systematic review. Gen. Hosp. Psychiatry. 2010;32(4):345–359. doi: 10.1016/j.genhosppsych.2010.03.006. PubMed DOI
Daňsová P, Masopustová Z, Hanáčková V, Kicková K, Korábová I. Metodu Patient Health Questionnaire-9: Česká Verze. Ceskoslov. Psychol. 2016;60(5):134.
Moriarty AS, Gilbody S, McMillan D, Manea L. Screening and case finding for major depressive disorder using the Patient Health Questionnaire (PHQ-9): A meta-analysis. Gen. Hosp. Psychiatry. 2015;37(6):567–576. doi: 10.1016/j.genhosppsych.2015.06.012. PubMed DOI
Manea L, Gilbody S, McMillan D. Optimal cut-off score for diagnosing depression with the Patient Health Questionnaire (PHQ-9): A meta-analysis. CMAJ. 2012;184(3):E191–E196. doi: 10.1503/cmaj.110829. PubMed DOI PMC
Kroenke K, Spitzer RL, Williams JB. The PHQ-9: Validity of a brief depression severity measure. J. Gen. Intern. Med. 2001;16(9):606–613. doi: 10.1046/j.1525-1497.2001.016009606.x. PubMed DOI PMC
Correia da Silva AT, Mascayano F, Valeri L, de Medeiros Jr ME, Souza MPE, Ballester D, Cavalcanti MT, Martínez-Alés G, Moro MF, van der Ven E. COVID-19 pandemic factors and depressive symptoms among primary care workers in São Paulo, Brazil, October and November 2020. Am. J. Public Health. 2022;112(5):786–794. doi: 10.2105/AJPH.2022.306723. PubMed DOI PMC
Mediavilla R, Fernández-Jiménez E, Martínez-Alés G, Moreno-Küstner B, Martínez-Morata I, Jaramillo F, Morán-Sánchez I, Minué S, Torres-Cantero A, Alvarado R. Role of access to personal protective equipment, treatment prioritization decisions, and changes in job functions on health workers’ mental health outcomes during the initial outbreak of the COVID-19 pandemic. J. Affect. Disord. 2021;295:405–409. doi: 10.1016/j.jad.2021.08.059. PubMed DOI PMC
Paniagua-Avila A, Ramírez DE, Barrera-Pérez A, Calgua E, Castro C, Peralta-García A, Mascayano F, Susser E, Alvarado R, Puac-Polanco V. Mental health of Guatemalan health care workers during the COVID-19 pandemic: Baseline findings from the HEROES cohort study. Am. J. Public Health. 2022;112(S6):S602–S614. doi: 10.2105/AJPH.2021.306648. PubMed DOI PMC
Mediavilla, R., Fernández-Jiménez, E., Andreo, J., Morán-Sánchez, I., Muñoz-Sanjosé, A., Moreno-Küstner, B., Mascayano, F., Ayuso-Mateos, J.L., Bravo-Ortiz, M.-F., & Martínez-Alés, G. Association between perceived discrimination and mental health outcomes among health workers during the initial COVID-19 outbreak. Rev. Psiquiatr. Salud Mental (2021). PubMed PMC
Alvarado R, Ramírez J, Cortés M, Aguirre J, Bedregal P, Allel K, Tapia-muñoz T, Burrone MS, Cuadra-Malinarich G, Goycolea R. El impacto de la pandemia de COVID-19 en la salud mental de los trabajadores de la salud en Chile: Datos iniciales de The Health Care Workers Study. Rev. Med. Chil. 2021;149(8):1205–1214. doi: 10.4067/s0034-98872021000801205. PubMed DOI
Ortiz-Calvo E, Martínez-Alés G, Mediavilla R, González-Gómez E, Fernández-Jiménez E, Bravo-Ortiz M-F, Moreno-Küstner B. The role of social support and resilience in the mental health impact of the COVID-19 pandemic among healthcare workers in Spain. J. Psychiatr. Res. 2022;148:181–187. doi: 10.1016/j.jpsychires.2021.12.030. PubMed DOI PMC
Czepiel D, Hoek HW, van der Markt A, Rutten B, Veling W, Schirmbeck F, Mascayano F, Susser ES, Van der Ven E. The association between exposure to COVID-19 and mental health outcomes among healthcare workers. Front. Public Health. 2022;10:1566. doi: 10.3389/fpubh.2022.896843. PubMed DOI PMC
Moro MF, Calamandrei G, Poli R, Di Mattei V, Perra A, Kurotschka PK, Restrepo A, Romano F, La Torre G, Preti E. The impact of the COVID-19 pandemic on the mental health of healthcare workers in Italy: Analyzing the role of individual and workplace-level factors in the reopening phase after lockdown. Front. Psychiatry. 2022;13:1067. doi: 10.3389/fpsyt.2022.867080. PubMed DOI PMC
Mediavilla R, Fernández-Jiménez E, Martinez-Morata I, Jaramillo F, Andreo-Jover J, Morán-Sánchez I, Mascayano F, Moreno-Küstner B, Minué S, Ayuso-Mateos JL. Sustained negative mental health outcomes among healthcare workers over the first year of the COVID-19 pandemic: A prospective cohort study. Int. J. Public Health. 2022;67:1604553. doi: 10.3389/ijph.2022.1604553. PubMed DOI PMC
Smith BW, Dalen J, Wiggins K, Tooley E, Christopher P, Bernard J. The brief resilience scale: Assessing the ability to bounce back. Int. J. Behav. Med. 2008;15(3):194–200. doi: 10.1080/10705500802222972. PubMed DOI
Van Buuren S, Groothuis-Oudshoorn K. mice: Multivariate imputation by chained equations in R. J. Stat. Softw. 2011;45:1–67. doi: 10.18637/jss.v045.i03. DOI
Powers DA, Yoshioka H, Yun M-S. mvdcmp: Multivariate decomposition for nonlinear response models. Stand. Genomic Sci. 2011;11(4):556–576.