• This record comes from PubMed

Association of depressive symptoms with incidence and mortality rates of COVID-19 over 2 years among healthcare workers in 20 countries: multi-country serial cross-sectional study

. 2024 Sep 12 ; 22 (1) : 386. [epub] 20240912

Language English Country England, Great Britain Media electronic

Document type Journal Article, Multicenter Study, Research Support, Non-U.S. Gov't

Grant support
R25 MH129256 NIMH NIH HHS - United States

Links

PubMed 39267052
PubMed Central PMC11395223
DOI 10.1186/s12916-024-03585-8
PII: 10.1186/s12916-024-03585-8
Knihovny.cz E-resources

BACKGROUND: Long-term deterioration in the mental health of healthcare workers (HCWs) has been reported during and after the COVID-19 pandemic. Determining the impact of COVID-19 incidence and mortality rates on the mental health of HCWs is essential to prepare for potential new pandemics. This study aimed to investigate the association of COVID-19 incidence and mortality rates with depressive symptoms over 2 years among HCWs in 20 countries during and after the COVID-19 pandemic. METHODS: This was a multi-country serial cross-sectional study using data from the first and second survey waves of the COVID-19 HEalth caRe wOrkErS (HEROES) global study. The HEROES study prospectively collected data from HCWs at various health facilities. The target population included HCWs with both clinical and non-clinical roles. In most countries, healthcare centers were recruited based on convenience sampling. As an independent variable, daily COVID-19 incidence and mortality rates were calculated using confirmed cases and deaths reported by Johns Hopkins University. These rates represent the average for the 7 days preceding the participants' response date. The primary outcome was depressive symptoms, assessed by the Patient Health Questionnaire-9. A multilevel linear mixed model (LMM) was conducted to investigate the association of depressive symptoms with the average incidence and mortality rates. RESULTS: A total of 32,223 responses from the participants who responded to all measures used in this study on either the first or second survey, and on both the first and second surveys in 20 countries were included in the analysis. The mean age was 40.1 (SD = 11.1), and 23,619 responses (73.3%) were from females. The 9323 responses (28.9%) were nurses and 9119 (28.3%) were physicians. LMM showed that the incidence rate was significantly and positively associated with depressive symptoms (coefficient = 0.008, standard error 0.003, p = 0.003). The mortality rate was significantly and positively associated with depressive symptoms (coefficient = 0.049, se = 0.020, p = 0.017). CONCLUSIONS: This is the first study to show an association between COVID-19 incidence and mortality rates with depressive symptoms among HCWs during the first 2 years of the outbreak in multiple countries. This study's findings indicate that additional mental health support for HCWs was needed when the COVID-19 incidence and mortality rates increase during and after the early phase of the pandemic, and these findings may apply to future pandemics. TRIAL REGISTRATION: Clinicaltrials.gov, NCT04352634.

Centro de Investigación Biomédica en Red de Salud Mental Instituto de Salud Carlos 3 Madrid Spain

Columbia University Mailman School of Public Health New York NY USA

Department of Biostatistics Mailman School of Public Health Columbia University New York NY USA

Department of Child and Adolescent Psychiatry NYU Langone Health New York USA

Department of Clinical Neuro and Developmental Psychology Vrije Universiteit Amsterdam Amsterdam The Netherlands

Department of Epidemiology 2nd Faculty of Medicine Charles University Prague Czech Republic

Department of Epidemiology Columbia University Mailman School of Public Health New York USA

Department of Mental Health Graduate School of Medicine The University of Tokyo 7 3 1 Hongo Bunkyoku Tokyo 113 0033 Japan

Department of Population Health King Abdullah International Medical Research Center Ministry of National Guard Riyadh Saudi Arabia

Department of Psychiatric Nursing Graduate School of Medicine The University of Tokyo Tokyo Japan

Department of Psychiatry Clinical Psychology and Mental Health La Paz University Hospital Madrid Spain

Department of Psychiatry Universidad Autónoma de Madrid Madrid Spain

Department of Psychiatry University Medical Center Groningen University of Groningen Groningen The Netherlands

Department of Psychiatry University of Ibadan Ibadan Nigeria

Department of Psychology Koc University Istanbul Turkey

Department of Public Health Kitasato University School of Medicine Sagamihara Japan

Department of Public Health School of Medicine Universidad Nacional de Colombia Bogotá Colombia

Department Psychiatry A Razi Hospital La Manouba Manouba Tunisia

Dirección de Salud Mental Ministerio de Salud Lima Peru

Escuela de Salud Pública CL Faculty of Medicine University of Chile Santiago Chile

Escuela de Salud Social y Comunitaria Universidad del Chubut Chubut Argentina

Faculty of Health and Social Work University of Applied Sciences Emden Leer Emden Germany

Faculty of Medicine Federal University of Pelotas Pelotas Brazil

Faculty of Medicine of Tunis University of Tunis El Manar Tunis Tunisia

Faculty of Medicine University of São Paulo São Paulo Brazil

Faculty of Social Sciences and Communication Universidad Europea de Madrid Madrid Spain

Graduate Education Division Universidad El Bosque Bogotá Colombia

Harvard T H Chan School of Public Health Harvard University Cambridge USA

Health Psychology Institute Faculty of Psychology University of the Republic Montevideo Uruguay

Hospital La Paz Institute for Health Research Madrid Spain

Instituto Altos Estudios Dr Arnoldo Gabaldon Maracay Venezuela

Instituto de Investigación del Hospital Universitario La Princesa Madrid Spain

Instituto Nacional de Psiquiatría Ramón de La Fuente Muñiz Mexico City Mexico

Interdisciplinary Centre for Health Studies Department of Public Health School of Medicine Faculty of Medicine Universidad de Valparaíso Valparaíso Chile

Medical Intensive Care Abderrahmen Mami Hospital Aryanah Tunisia

National Institute of Health Named After Academician S Avdalbekyan Yerevan Armenia

National School of Public Health Universidad de Antioquia Medellín Colombia

New York State Psychiatric Institute New York USA

Parnassia Psychiatric Institute Parnassia Groep The Hague the Netherlands

Question Driven Design and Analysis Group New York USA

Research Science and Technology Direction Universidad San Francisco Xavier de Chuquisaca Sucre Bolivia

Salud Global Bolivia La Paz Bolivia

School of Medicine University of San Carlos of Guatemala Guatemala City Guatemala

Universidad del Chubut Escuela de Salud Social y Comunitaria Chubut Argentina

Università Degli Studi Di Cagliari Cagliari Italy

See more in PubMed

Andhavarapu S, Yardi I, Bzhilyanskaya V, et al. Post-traumatic stress in healthcare workers during the COVID-19 pandemic: a systematic review and meta-analysis. Psychiatry Res. 2022;317:114890. 10.1016/j.psychres.2022.114890. 10.1016/j.psychres.2022.114890 PubMed DOI PMC

Asaoka H, Koido Y, Kawashima Y, Ikeda M, Miyamoto Y, Nishi D. Post-traumatic stress symptoms among medical rescue workers exposed to COVID-19 in Japan. Psychiatry Clin Neurosci. 2020;74(9):503–5. 10.1111/pcn.13092. 10.1111/pcn.13092 PubMed DOI PMC

Kisely S, Warren N, McMahon L, Dalais C, Henry I, Siskind D. Occurrence, prevention, and management of the psychological effects of emerging virus outbreaks on healthcare workers: rapid review and meta-analysis. BMJ. 2020;369:m1642. 10.1136/bmj.m1642. 10.1136/bmj.m1642 PubMed DOI PMC

Lai J, Ma S, Wang Y, et al. Factors associated with mental health outcomes among health care workers exposed to coronavirus disease 2019. JAMA Netw Open. 2020;3(3):e203976. 10.1001/jamanetworkopen.2020.3976. 10.1001/jamanetworkopen.2020.3976 PubMed DOI PMC

Marvaldi M, Mallet J, Dubertret C, Moro MR, Guessoum SB. Anxiety, depression, trauma-related, and sleep disorders among healthcare workers during the COVID-19 pandemic: a systematic review and meta-analysis. Neurosci Biobehav Rev. 2021;126:252–64. 10.1016/j.neubiorev.2021.03.024. 10.1016/j.neubiorev.2021.03.024 PubMed DOI PMC

Pappa S, Ntella V, Giannakas T, Giannakoulis VG, Papoutsi E, Katsaounou P. Prevalence of depression, anxiety, and insomnia among healthcare workers during the COVID-19 pandemic: a systematic review and meta-analysis [published correction appears in Brain Behav Immun. 2021 Feb;92:247]. Brain Behav Immun. 2020;88:901–7. 10.1016/j.bbi.2020.05.026. 10.1016/j.bbi.2020.05.026 PubMed DOI PMC

Tong J, Zhang J, Zhu N, et al. Effects of COVID-19 pandemic on mental health among frontline healthcare workers: A systematic review and meta-analysis. Front Psychol. 2023;13:1096857. 10.3389/fpsyg.2022.1096857. 10.3389/fpsyg.2022.1096857 PubMed DOI PMC

Duden GS, Reiter J, Paswerg A, Weibelzahl S. Mental health of healthcare professionals during the ongoing COVID-19 pandemic: a comparative investigation from the first and second pandemic years. BMJ Open. 2023;13(3):e067244. 10.1136/bmjopen-2022-067244. 10.1136/bmjopen-2022-067244 PubMed DOI PMC

Elliott TR, Perrin PB, Bell AS, Powers MB, Warren AM. Resilience, coping, and distress among healthcare service personnel during the COVID-19 pandemic. BMC Psychiatry. 2021;21(1):489. 10.1186/s12888-021-03506-6. Published 2021 Oct 6. 10.1186/s12888-021-03506-6 PubMed DOI PMC

Kapil V, Collett G, Godec T, et al. Longitudinal comparisons of mental health, burnout and well-being in patient-facing, non-patient-facing healthcare professionals and non-healthcare professionals during the COVID-19 pandemic: findings from the CoPE-HCP study. BJPsych Open. 2022;8(5):e173. 10.1192/bjo.2022.579. 10.1192/bjo.2022.579 PubMed DOI PMC

Kok N, van Gurp J, Teerenstra S, et al. Coronavirus disease 2019 immediately increases burnout symptoms in ICU professionals: a longitudinal cohort study. Crit Care Med. 2021;49(3):419–27. 10.1097/CCM.0000000000004865. 10.1097/CCM.0000000000004865 PubMed DOI

Kotera Y, Liu G, Colman R, et al. A longitudinal study of mental health in healthcare workers in Japan during the initial phase of COVID-19 pandemic: comparison with the general population [published online ahead of print, 2023 Mar 10]. Curr Psychol. 2023;1–4. 10.1007/s12144-023-04444-0 PubMed PMC

Lee BEC, Ling M, Boyd L, Olsson C, Sheen J. The prevalence of probable mental health disorders among hospital healthcare workers during COVID-19: A systematic review and meta-analysis. J Affect Disord. 2023;330:329–45. 10.1016/j.jad.2023.03.012. 10.1016/j.jad.2023.03.012 PubMed DOI PMC

Li W, Frank E, Zhao Z, et al. Mental Health of Young Physicians in China During the Novel Coronavirus Disease 2019 Outbreak. JAMA Netw Open. 2020;3(6):e2010705. 10.1001/jamanetworkopen.2020.10705. Published 2020 Jun 1. 10.1001/jamanetworkopen.2020.10705 PubMed DOI PMC

Linzer M, Jin JO, Shah P, et al. Trends in clinician burnout with associated mitigating and aggravating factors during the COVID-19 pandemic [published correction appears in JAMA Health Forum 2023 Feb 3;4(2):e230002]. JAMA Health Forum. 2022;3(11):e224163. 10.1001/jamahealthforum.2022.4163. 10.1001/jamahealthforum.2022.4163 PubMed DOI PMC

López Steinmetz LC, Herrera CR, Fong SB, Godoy JC. A longitudinal study on the changes in mental health of healthcare workers during the COVID-19 pandemic. Psychiatry. 2022;85(1):56–71. 10.1080/00332747.2021.1940469. 10.1080/00332747.2021.1940469 PubMed DOI

McGuinness SL, Eades O, Grantham KL, et al. Mental health and wellbeing of health and aged care workers in Australia, May 2021 - June 2022: a longitudinal cohort study. Med J Aust. 2023;218(8):361–7. 10.5694/mja2.51918. 10.5694/mja2.51918 PubMed DOI

Müller MM, Baillès E, Blanch J, et al. Burnout among hospital staff during the COVID-19 pandemic: longitudinal results from the international Cope-Corona survey study. J Psychosom Res. 2023;164:111102. 10.1016/j.jpsychores.2022.111102. 10.1016/j.jpsychores.2022.111102 PubMed DOI PMC

Roberts T, Daniels J, Hulme W, et al. Psychological distress and trauma in doctors providing frontline care during the COVID-19 pandemic in the United Kingdom and Ireland: a prospective longitudinal survey cohort study. BMJ Open. 2021;11(7):e049680. 10.1136/bmjopen-2021-049680. 10.1136/bmjopen-2021-049680 PubMed DOI PMC

Sasaki N, Asaoka H, Kuroda R, Tsuno K, Imamura K, Kawakami N. Sustained poor mental health among healthcare workers in COVID-19 pandemic: a longitudinal analysis of the four-wave panel survey over 8 months in Japan. J Occup Health. 2021;63(1):e12227. 10.1002/1348-9585.12227. 10.1002/1348-9585.12227 PubMed DOI PMC

Sasaki N, Kuroda R, Tsuno K, Kawakami N. The deterioration of mental health among healthcare workers during the COVID-19 outbreak: a population-based cohort study of workers in Japan. Scand J Work Environ Health. 2020;46(6):639–44. 10.5271/sjweh.3922. 10.5271/sjweh.3922 PubMed DOI PMC

Serpa ALO, Pinto ALB, Diaz AP, et al. The mental health of Brazilian healthcare professionals during the COVID-19 pandemic: a longitudinal study. Braz J Psychiatry. 2022;44(4):401–8. 10.47626/1516-4446-2021-2347. 10.47626/1516-4446-2021-2347 PubMed DOI PMC

Th’ng F, Rao KA, Ge L, et al. A one-year longitudinal study: changes in depression and anxiety in frontline emergency department healthcare workers in the COVID-19 pandemic. Int J Environ Res Public Health. 2021;18(21):11228. 10.3390/ijerph182111228. Published 2021 Oct 26. 10.3390/ijerph182111228 PubMed DOI PMC

Umbetkulova S, Kanderzhanova A, Foster F, Stolyarova V, Cobb-Zygadlo D. Mental Health Changes in Healthcare Workers DURING COVID-19 Pandemic: A Systematic REVIEW of Longitudinal Studies [published online ahead of print, 2023 May 4]. Eval Health Prof. 2023;1632787231165076. 10.1177/01632787231165076 PubMed PMC

Xiong NN, Fan TT, Leonhart R, et al. Workplace factors can predict the stress levels of healthcare workers during the COVID-19 pandemic: First interim results of a multicenter follow-up study. Front Public Health. 2022;10:1002927. 10.3389/fpubh.2022.1002927. 10.3389/fpubh.2022.1002927 PubMed DOI PMC

Johnston DA, Harvey SB, Glozier N, Calvo RA, Christensen H, Deady M. The relationship between depression symptoms, absenteeism and presenteeism. J Affect Disord. 2019;256:536–40. 10.1016/j.jad.2019.06.041. 10.1016/j.jad.2019.06.041 PubMed DOI

Tawfik DS, Scheid A, Profit J, Shanafelt T, Trockel M, Adair KC, Sexton JB, Ioannidis JPA. Evidence relating health care provider burnout and quality of care: a systematic review and meta-analysis. Ann Intern Med. 2019;171(8):555–67. 10.7326/M19-1152. 10.7326/M19-1152 PubMed DOI PMC

van Rijn RM, Robroek SJ, Brouwer S, Burdorf A. Influence of poor health on exit from paid employment: a systematic review. Occup Environ Med. 2014;71(4):295–301. 10.1136/oemed-2013-101591. 10.1136/oemed-2013-101591 PubMed DOI

Kunzler AM, Röthke N, Günthner L, et al. Mental burden and its risk and protective factors during the early phase of the SARS-CoV-2 pandemic: systematic review and meta-analyses. Global Health. 2021;17(1):34. 10.1186/s12992-021-00670-y. 10.1186/s12992-021-00670-y PubMed DOI PMC

Tian H, Qiao T, Teng J, et al. Factors associated with depression among healthcare workers during the COVID-19 pandemic: a systematic review and meta-analysis [published online ahead of print, 2023 Sep 15]. Psychol Med. 2023;1–10. 10.1017/S0033291723002271 PubMed

Manchia M, Gathier AW, Yapici-Eser H, et al. The impact of the prolonged COVID-19 pandemic on stress resilience and mental health: a critical review across waves. Eur Neuropsychopharmacol. 2022;55:22–83. 10.1016/j.euroneuro.2021.10.864. 10.1016/j.euroneuro.2021.10.864 PubMed DOI PMC

Muller AE, Hafstad EV, Himmels JPW, et al. 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. 10.1016/j.psychres.2020.113441. 10.1016/j.psychres.2020.113441 PubMed DOI PMC

Witteveen AB, Young SY, Cuijpers P, et al. COVID-19 and common mental health symptoms in the early phase of the pandemic: An umbrella review of the evidence. PLoS Med. 2023;20(4):e1004206. 10.1371/journal.pmed.1004206. Published 2023 Apr 25. 10.1371/journal.pmed.1004206 PubMed DOI PMC

Abdessater M, Rouprêt M, Misrai V, et al. COVID19 pandemic impacts on anxiety of French urologist in training: outcomes from a national survey. Prog Urol. 2020;30(8–9):448–55. 10.1016/j.purol.2020.04.015. 10.1016/j.purol.2020.04.015 PubMed DOI PMC

Khusid JA, Weinstein CS, Becerra AZ, et al. Well-being and education of urology residents during the COVID-19 pandemic: results of an American national survey. Int J Clin Pract. 2020;74(9):e13559. 10.1111/ijcp.13559. 10.1111/ijcp.13559 PubMed DOI PMC

Prati G, Mancini AD. The psychological impact of COVID-19 pandemic lockdowns: a review and meta-analysis of longitudinal studies and natural experiments. Psychol Med. 2021;51(2):201–11. 10.1017/S0033291721000015. 10.1017/S0033291721000015 PubMed DOI PMC

Xu J, Xu QH, Wang CM, Wang J. Psychological status of surgical staff during the COVID-19 outbreak. Psychiatry Res. 2020;288:112955. 10.1016/j.psychres.2020.112955. 10.1016/j.psychres.2020.112955 PubMed DOI PMC

Czepiel D, McCormack C, da Silva ATC, et al. Inequality on the frontline: A multi-country study on gender differences in mental health among healthcare workers during the COVID-19 pandemic. Glob Ment Health (Camb). 2024;11:e34. 10.1017/gmh.2024.18. 10.1017/gmh.2024.18 PubMed DOI PMC

Balai MK, Avasthi RD, Va R, Jonwal A. Psychological impacts among health care personnel during COVID-19 pandemic: a systematic review. J Caring Sci. 2022;11(2):118–25. 10.34172/jcs.2022.14. 10.34172/jcs.2022.14 PubMed DOI PMC

Asaoka H, Koido Y, Kawashima Y, Ikeda M, Miyamoto Y, Nishi D. Association between clinical decision for patients with COVID-19 and post-traumatic stress symptoms among healthcare professionals during the COVID-19 pandemic. Environ Occup Health Pract. 2022;425;(1). 10.1539/eohp.2022-0018-OA

Greenberg N, Docherty M, Gnanapragasam S, Wessely S. Managing mental health challenges faced by healthcare workers during covid-19 pandemic. BMJ. 2020;368:m1211. 10.1136/bmj.m1211. 10.1136/bmj.m1211 PubMed DOI

Rosenström T, Tuisku K, Suvisaari J, et al. Healthcare workers’ heterogeneous mental-health responses to prolonging COVID-19 pandemic: a full year of monthly follow up in Finland. BMC Psychiatry. 2022;22(1):724. 10.1186/s12888-022-04389-x. 10.1186/s12888-022-04389-x PubMed DOI PMC

Maunder RG, Heeney ND, Hunter JJ, et al. Trends in burnout and psychological distress in hospital staff over 12 months of the COVID-19 pandemic: a prospective longitudinal survey. J Occup Med Toxicol. 2022;17(1):11. 10.1186/s12995-022-00352-4. 10.1186/s12995-022-00352-4 PubMed DOI PMC

Zebley B, Wolk D, McAllister M, Lynch CJ, Mikofsky R, Liston C. Individual differences in the affective response to pandemic-related stressors in COVID-19 health care workers. Biol Psychiatry Glob Open Sci. 2021;1(4):336–44. 10.1016/j.bpsgos.2021.08.008. 10.1016/j.bpsgos.2021.08.008 PubMed DOI PMC

Pan CX, Crupi R, August P, et al. An intensive longitudinal assessment approach to surveilling trajectories of burnout over the first year of the COVID pandemic. Int J Environ Res Public Health. 2023;20(4):2930. 10.3390/ijerph20042930. 10.3390/ijerph20042930 PubMed DOI PMC

Mascayano F, van der Ven E, Moro MF, et al. 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):633–45. 10.1007/s00127-021-02211-9. 10.1007/s00127-021-02211-9 PubMed DOI PMC

Rivera-Segarra E, Mascayano F, Alnasser L, et al. Global mental health research and practice: a decolonial approach. Lancet Psychiatry. 2022;9(7):595–600. 10.1016/S2215-0366(22)00043-8. 10.1016/S2215-0366(22)00043-8 PubMed DOI

Harris PA, Taylor R, Minor BL, et al. The REDCap consortium: Building an international community of software platform partners. J Biomed Inform. 2019;95:103208. 10.1016/j.jbi.2019.103208. 10.1016/j.jbi.2019.103208 PubMed DOI PMC

Harris PA, Taylor R, Thielke R, Payne J, Gonzalez N, Conde JG. Research electronic data capture (REDCap)–a metadata-driven methodology and workflow process for providing translational research informatics support. J Biomed Inform. 2009;42(2):377–81. 10.1016/j.jbi.2008.08.010. 10.1016/j.jbi.2008.08.010 PubMed DOI PMC

Ghaferi AA, Schwartz TA, Pawlik TM. STROBE reporting guidelines for observational studies. JAMA Surg. 2021;156(6):577–8. 10.1001/jamasurg.2021.0528. 10.1001/jamasurg.2021.0528 PubMed DOI

Vandenbroucke JP, von Elm E, Altman DG, et al. Strengthening the Reporting of Observational Studies in Epidemiology (STROBE): explanation and elaboration. PLoS Med. 2007;4(10):e297. 10.1371/journal.pmed.0040297. 10.1371/journal.pmed.0040297 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):606–13. 10.1046/j.1525-1497.2001.016009606.x. 10.1046/j.1525-1497.2001.016009606.x PubMed DOI PMC

Muramatsu K, Miyaoka H, Kamijima K, et al. Performance of the Japanese version of the Patient Health Questionnaire-9 (J-PHQ-9) for depression in primary care. Gen Hosp Psychiatry. 2018;52:64–9. 10.1016/j.genhosppsych.2018.03.007. 10.1016/j.genhosppsych.2018.03.007 PubMed DOI

Farber GK, Gage S, Kemmer D. A Collaborative effort to establish common metrics for use in mental health [published online ahead of print, 2023 Aug 2]. JAMA Psychiatry. 2023. 10.1001/jamapsychiatry.2023.2282. PubMed

Farber GK, Gage S, Kemmer D, White R. Common measures in mental health: a joint initiative by funders and journals. Lancet Psychiatry. 2023;10(6):465–70. 10.1016/S2215-0366(23)00139-6. 10.1016/S2215-0366(23)00139-6 PubMed DOI PMC

Dong E, Du H, Gardner L. An interactive web-based dashboard to track COVID-19 in real time [published correction appears in Lancet Infect Dis. 2020 Sep;20(9):e215]. Lancet Infect Dis. 2020;20(5):533–4. 10.1016/S1473-3099(20)30120-1. 10.1016/S1473-3099(20)30120-1 PubMed DOI PMC

The Organisation for Economic Co-operation and Development, the DAC List of ODA Recipients for reporting on aid in 2022 and 2023, 2023. https://www.oecd.org/dac/financing-sustainable-development/development-finance-standards/DAC-List-of-ODA-Recipients-for-reporting-2022-23-flows.pdf. Accessed 17 Apr 2024.

Laird NM, Ware JH. Random-effects models for longitudinal data. Biometrics. 1982;38(4):963–74. 10.2307/2529876 PubMed DOI

Ryoo JH. Model selection with the linear mixed model for longitudinal data. Multivariate Behav Res. 2011;46(4):598–624. 10.1080/00273171.2011.589264. 10.1080/00273171.2011.589264 PubMed DOI

Tak S, Ye JC. Statistical analysis of fNIRS data: a comprehensive review. Neuroimage. 2014;85(Pt 1):72–91. 10.1016/j.neuroimage.2013.06.016. 10.1016/j.neuroimage.2013.06.016 PubMed DOI

Akaike H. Information theory and an extension of the maximum likelihood principle. In: Petrov BN and Csaki F, eds. International Symposium on Information Theory, 1973;267–281.

Vaida F, Blanchard S. Conditional Akaike information for mixed-effects models. Biometrika. 2005;92:351–70.10.1093/biomet/92.2.351 DOI

Wenren C, Shang J, Pan J. Marginal conceptual predictive statistic for mixed model selection. Open J Stat. 2016;6:239–53. 10.4236/ojs.2016.62021.10.4236/ojs.2016.62021 DOI

Portillo-Van Diest A, Vilagut G, Alayo I, et al. Traumatic stress symptoms among Spanish healthcare workers during the COVID-19 pandemic: a prospective study. Epidemiol Psychiatr Sci. 2023;32:e50. 10.1017/S2045796023000628. 10.1017/S2045796023000628 PubMed DOI PMC

Kissler SM, Tedijanto C, Goldstein E, Grad YH, Lipsitch M. Projecting the transmission dynamics of SARS-CoV-2 through the postpandemic period. Science. 2020;368(6493):860–8. 10.1126/science.abb5793. 10.1126/science.abb5793 PubMed DOI PMC

Singh DE, Marinescu MC, Guzmán-Merino M, et al. Simulation of COVID-19 propagation scenarios in the Madrid metropolitan area [published correction appears in Front Public Health. 2023 Mar 16;11:1180932]. Front Public Health. 2021;9:636023. 10.3389/fpubh.2021.636023. Published 2021 Mar 16. 10.3389/fpubh.2021.636023 PubMed DOI PMC

Yajada M, Karimi Moridani M, Rasouli S. Mathematical model to predict COVID-19 mortality rate. Infect Dis Model. 2022;7(4):761–76. 10.1016/j.idm.2022.11.005. 10.1016/j.idm.2022.11.005 PubMed DOI PMC

Asaoka H, Koido Y, Kawashima Y, Ikeda M, Miyamoto Y, Nishi D. Longitudinal change of psychological distress among healthcare professionals with and without psychological first aid training experience during the COVID-19 pandemic. Int J Environ Res Public Health. 2021;18(23):12474. 10.3390/ijerph182312474. Published 2021 Nov 26. 10.3390/ijerph182312474 PubMed DOI PMC

De Kock JH, Latham HA, Leslie SJ, Grindle M, Munoz SA, Ellis L, Polson R, O’Malley CM. A rapid review of the impact of COVID-19 on the mental health of healthcare workers: implications for supporting psychological well-being. BMC Public Health. 2021;21(1):104. 10.1186/s12889-020-10070-3. Published 2021 Jan 9. 10.1186/s12889-020-10070-3 PubMed DOI PMC

Boucher VG, Haight BL, Hives BA, Zumbo BD, Merali-Dewji A, Hutton S, Liu Y, Nguyen S, Beauchamp MR, Black AT, Puterman E. Effects of 12 weeks of at-home, application-based exercise on health care workers' depressive symptoms, burnout, and absenteeism: a randomized clinical trial [published online ahead of print, 2023 Aug 9]. JAMA Psychiatry. 2023;e232706. 10.1001/jamapsychiatry.2023.2706 PubMed PMC

Buselli R, Corsi M, Veltri A, Baldanzi S, Chiumiento M, Lupo ED, Marino R, Necciari G, Caldi F, Foddis R, Guglielmi G, Cristaudo A. Mental health of Health Care Workers (HCWs): a review of organizational interventions put in place by local institutions to cope with new psychosocial challenges resulting from COVID-19. Psychiatry Res. 2021;299:113847. 10.1016/j.psychres.2021.113847. 10.1016/j.psychres.2021.113847 PubMed DOI PMC

Otte C, Gold SM, Penninx BW, Pariante CM, Etkin A, Fava M, Mohr DC, Schatzberg AF. Major depressive disorder. Nat Rev Dis Primers. 2016;2:16065. 10.1038/nrdp.2016.65. Published 2016 Sep 15. 10.1038/nrdp.2016.65 PubMed DOI

World Health Organization. WHO guidelines on mental health at work. September 28, 2022. https://www.who.int/publications/i/item/9789240053052. Accessed 9 Jul 2024.

Asaoka H, Koido Y, Kawashima Y, Ikeda M, Miyamoto Y, Nishi D. Longitudinal change in depressive symptoms among healthcare professionals with and without COVID-19 vaccine hesitancy from October 2020 to June 2021 in Japan. Ind Health. 2022;60(4):387–94. 10.2486/indhealth.2021-016. 10.2486/indhealth.2021-016 PubMed DOI PMC

See more in PubMed

ClinicalTrials.gov
NCT04352634

Find record

Citation metrics

Loading data ...

Archiving options

Loading data ...