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Investigating the Psychological Impact of COVID-19 among Healthcare Workers: A Meta-Analysis
Open accessAbstract
Previous meta-analyses were conducted during the initial phases of the COVID-19 pandemic, which utilized a smaller pool of data. The current meta-analysis aims to provide additional (and updated) evidence related to the psychological impact among healthcare workers. The search strategy was developed by a medical librarian and bibliographical databases, including Medline, Embase, CINAHL, PsycINFO, and Scopus were searched for studies examining the impact of the COVID-19 pandemic on the psychological health of healthcare workers. Articles were screened by three reviewers. Heterogeneity among studies was assessed by I2 statistic. The random-effects model was utilized to obtain the pooled prevalence. A subgroup analysis by region, gender, quality of study, assessment methods, healthcare profession, and exposure was performed. Publication bias was assessed by Funnel plot and Egger linear regression test. Sixty-five studies met the inclusion criteria and the total sample constituted 79,437 participants. The pooled prevalence of anxiety, depression, stress, post-traumatic stress syndrome, insomnia, psychological distress, and burnout was 34.4%, 31.8%, 40.3%, 11.4%, 27.8%, 46.1%, and 37.4% respectively. The subgroup analysis indicated higher anxiety and depression prevalence among females, nurses, and frontline responders than males, doctors, and second-line healthcare workers. This study highlights the need for designing a targeted intervention to improve resilience and foster post-traumatic growth among frontline responders.
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“A systematic review showed that the pooled prevalence rate of psychological distress among nurses during the COVID-19 outbreak was 46.1% (7).”
From Translation, adaptation, and initial evaluation of a guided self-help intervention to reduce psychological distress among nurses during COVID-19 in China (2023) · cites this paper as [7]
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BackgroundInfluentialMental Health Status of Doctors and Nurses During COVID-19 Epidemic in ChinaPreprint
Liu, Z., Han, B., Jiang, R., Huang, Y., Ma, C., Wen, J., Zhang, T., Wang, Y., Chen, H., & Ma, Y. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3551329 · Cited by 226 · cited 7×
“Rating—Good, Medium or Poor), Good = (7–9 yes); Medium = (4–6 yes).)”
BackgroundInfluentialThe examination of sleep quality for frontline healthcare workers during the outbreak of COVID-19
Jahrami, H., BaHammam, A. S., Algahtani, H. M., Ebrahim, A. H., Faris, M. E., AlEid, K., Saif, Z., Haji, E. A., Dhahi, A., Marzooq, H., et al. (2020) · Sleep And Breathing · doi:10.1007/s11325-020-02135-9 · Cited by 218 · cited 11×
“, 2020 [58] Y Y Y N N Y N N Y NA Y NA NA N 6 Medium Kang et al.”
BackgroundInfluentialCao, J., Wei, J., Zhu, H., Duan, Y., Geng, W., Hong, X., Jiang, J., Zhao, X., & Zhu, B. (2020) · Psychotherapy and Psychosomatics · doi:10.1159/000507453 · Cited by 215 · cited 10×
“, 2020 [33] Y Y Y N N Y N N Y NA Y NA NA N 6 Medium Chatterjee et al.”
BackgroundInfluentialSleep disturbances among medical workers during the outbreak of COVID-2019
Wang, S., Xie, L., Xu, Y. Q., Yu, S., Yao, B.-Q., & Xiang, D. (2020) · Occupational Medicine · doi:10.1093/occmed/kqaa074 · Cited by 213 · cited 19×
“Depression Anxiety Insomnia Stress PTSD a Distress Que et al., 2020 [63] 2285 China 37.6 9.1 30.9 GAD b -7 PHQ c ISI d ≥10 ≥10 ≥15 44.4 (1014) 46.0 (1052) 28.8 (657) NA NA NA Rossi et al., 2020 [64] 1379 Italy 37.64 34.23 22.8 GPS PHQ c -9 GAD b -7 ISI d -7 PSS j -10 ≥3 ≥15 ≥15 ≥22 NA 24.73 (341) 19.8 (273) 8.3 (114)…”
BackgroundMethodInfluentialQi, J., Xu, J., Li, B.-Z., Huang, J.-S., Yang, Y., Zhang, Z.-T., Yao, D.-A., Liu, Q.-H., Jia, M., Gong, D.-K., et al. (2020) · Sleep Medicine · doi:10.1016/j.sleep.2020.05.023 · Cited by 196
Attitude, practice, behavior, and mental health impact of COVID-19 on doctors
Bhattacharyya, R., Chatterjee, S., Bhattacharyya, S., Gupta, S., Das, S., & Banerjee, B. (2020) · Indian Journal of Psychiatry · doi:10.4103/psychiatry.indianjpsychiatry_333_20 · Cited by 190 · cited 6×
“001 [18,20,21,31,32,34,41,44,48,54,58,60,62,64,66,73,76] Subgroup Analysis Categories Subgroups Number of Studies Proportion (%) 95% CI I2 p Value References”
BackgroundInfluentialAlshekaili, M., Hassan, W., Said, N. A., Al‐Sulaimani, F., Jayapal, S. K., Al‐Mawali, A., Chan, M. F., Mahadevan, S. K., & Al‐Adawi, S. (2020) · BMJ Open · doi:10.1136/bmjopen-2020-042030 · Cited by 180
Post-traumatic growth and influencing factors among frontline nurses fighting against COVID-19
Cui, P. P., Wang, P. P., Wang, K., Ping, Z., Wang, P., & Chen, C. (2020) · Occupational and Environmental Medicine · doi:10.1136/oemed-2020-106540 · Cited by 177 · cited 1×
“Positive traumatic growth (a positive approach to the management of complex traumas) among health care workers has gained special attention, and interventions to build this have been suggested [96,99,100].”
BackgroundPsychological effects of nurses and midwives due to COVID-19 outbreak: The case of Turkey
Aksoy, Y. E., & Koçak, V. (2020) · Archives of Psychiatric Nursing · doi:10.1016/j.apnu.2020.07.011 · Cited by 170 · cited 1×
“, 2020 [81] Y Y NR N N Y N N Y NA Y NA NA N 5 Medium Alshekaili et al.”
BackgroundLi, G., Miao, J., Wang, H., Xu, S., Sun, W., Fan, Y., Zhang, C., Zhu, S., Zhu, Z., & Wang, W. (2020) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp-2020-323134 · Cited by 169 · cited 9×
“001 [18,20,21,31,32,34,41,44,48,54,58,60,62,64,66,73,76] Subgroup Analysis Categories Subgroups Number of Studies Proportion (%) 95% CI I2 p Value References”
BackgroundInfluentialCivantos, A. M., Byrnes, Y. M., Chang, C., Prasad, A., Chorath, K. T., Poonia, S. K., Jenks, C. M., Bur, A. M., Thakkar, P., Graboyes, E. M., et al. (2020) · Head & Neck · doi:10.1002/hed.26292 · Cited by 162 · cited 4×
“Burnout was assessed in three studies [33,49,57] and the overall prevalence in a sample size of 2487 was 37.”
BackgroundInfluentialTu, Z., He, J.-W., & Zhou, N. (2020) · Medicine · doi:10.1097/md.0000000000020769 · Cited by 159 · cited 3×
“The quality of sleep was assessed in five studies [26,32,58,66,70].”
BackgroundHakami, Z. W., Khanagar, S. B., Vishwanathaiah, S., Hakami, A., Bokhari, A. M., Jabali, A. H., Alasmari, D. S., & Aldrees, A. M. (2020) · Journal of Dental Education · doi:10.1002/jdd.12470 · Cited by 157
The psychology of coronavirus fear: Are healthcare professionals suffering from corona-phobia?
Amin, S. (2020) · International Journal of Healthcare Management · doi:10.1080/20479700.2020.1765119 · Cited by 152 · cited 2×
“, 2020 [37] Y Y Y N N Y N N Y NA Y NA NA N 5 Medium An et al.”
BackgroundDong, Z., Ma, J., Hao, Y., Shen, X., Liu, F., Gao, Y., & Zhang, L. (2020) · European Psychiatry · doi:10.1192/j.eurpsy.2020.59 · Cited by 151 · cited 9×
“Rating—Good, Medium or Poor), Good = (7–9 yes); Medium = (4–6 yes).)”
BackgroundInfluentialSriharan, A., Ratnapalan, S., Tricco, A. C., Lupea, D., Ayala, A. P., Pang, H. Y. M., & Lee, D. D. (2020) · Frontiers in Global Women s Health · doi:10.3389/fgwh.2020.596690 · Cited by 149
Amerio, A., Bianchi, D., Santi, F., Costantini, L., Odone, A., Signorelli, C., Costanza, A., Serafini, G., Amore, M., & Aguglia, A. (2020) · Acta bio-medica dell'Ateneo parmense/Acta biomedica · doi:10.23750/abm.v91i2.9619 · Cited by 146 · cited 1×
“, 2020 [45] Y Y N N N Y Y Y Y NA N NA NA N 6 Medium Amin et al.”
BackgroundStojanov, J., Malobabić, M., Stanojević, G., Stević, M., Milošević, V., & Stojanov, A. (2020) · International Journal of Social Psychiatry · doi:10.1177/0020764020942800 · Cited by 139 · cited 8×
“…ag ≥19 NA NA NA NA NA 11.5(39) Shechter et al., 2020 [66] 657 USA 28.8 47.6 21.8 PC-PTSD u PHQ c -2 GAD b -2 ≥3 ≥3 ≥3 48.0 (313) 33.0 (215) NA 57.0 (371) NA NA Stojanov et al., 2020 [67] 201 Serbia NA 100.0 34.3 GAD b -7 ZSDS v ≥5 ≥50 30.8(62) 48.2 (97) NA NA NA NA Sun et al.,2020 [77] 320 China…”
BackgroundInfluentialHassannia, L., Taghizadeh, F., Moosazadeh, M., Zarghami, M., Taghizadeh, H., Dooki, A. F., Fathi, M., Alizadeh‐Navaei, R., Hedayatizadeh‐Omran, A., & Dehghan, N. (2020) · Neuropsychopharmacology Reports · doi:10.1002/npr2.12153 · Cited by 137
Zhan, Y., Liu, Y., Liu, H., Li, M., Shen, Y., Gui, L., Zhang, J., Luo, Z., Tao, X., & Yu, J. (2020) · Journal of Nursing Management · doi:10.1111/jonm.13094 · Cited by 132 · cited 9×
“001 [18,20,21,31,32,34,41,44,48,54,58,60,62,64,66,73,76] Subgroup Analysis Categories Subgroups Number of Studies Proportion (%) 95% CI I2 p Value References”
BackgroundInfluentialKhanna, R., Honavar, S., Metla, A., Bhattacharya, A., & Maulik, P. (2020) · Indian Journal of Ophthalmology · doi:10.4103/ijo.ijo_1458_20 · Cited by 128 · cited 10×
“…NA Y NA NA N 6 Medium Kang et al., 2020 [39] Y Y NR Y Y Y Y Y Y NA Y NA NA N 9 Good Kaveh et al., 2020 [43] Y Y NR N N Y Y N Y NA Y NA NA N 6 Medium Khanna et al., 2020 [59] Y Y NR Y Y Y Y N Y NA Y NA NA N 8 Good Koksal et al., 2020 [80] Y Y NR Y Y Y Y N Y NA Y NA NA N 8 Good Lai et al., 2020…”
BackgroundInfluentialSubjective Overload and Psychological Distress among Dentists during COVID-19
Mijiritsky, E., Hamama‐Raz, Y., Liu, F., Datarkar, A. N., Mangani, L., Caplan, J., Shacham, A., Kolerman, R., Mijiritsky, O., Ben‐Ezra, M., et al. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17145074 · Cited by 117
Guo, J., Liao, L., Wang, B., Li, X., Guo, L., Tong, Z., Guan, Q., Zhou, M., Wu, Y., Zhang, J., et al. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3550050 · Cited by 108 · cited 13×
“001 [16,23,33,41,42,55,63,66,73] Healthcare Workers Frontline 6 23.”
BackgroundInfluentialTeng, Z., Wei, Z.-R., Qiu, Y., Tan, Y., Chen, J., Tang, H., Wu, H., Wu, R., & Huang, J. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.06.032 · Cited by 103 · cited 10×
“0001 [6,16,23,24,27,28,30,34,35,43,48,49,54,55,57,61,65,68] CI = Confidence Interval; GAD = Generalized Anxiety Disorder; SAS = Self-rating Anxiety Scale; Good quality score = 7–9; Medium Quality score = 4–6; I2 statistic indicates the heterogeneity.”
BackgroundInfluentialThe Mental Health Burden of the COVID-19 Pandemic on Physical Therapists
Yang, S., Kwak, S. G., Ko, E. J., & Chang, M. C. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17103723 · Cited by 101 · cited 9×
“…NA N 6 Medium Weilenmann et al., 2020 [72] Y Y NR N N Y Y N Y NA Y NA NA N 6 Medium Xiao et al., 2020 [73] Y Y NR N N Y N Y Y NA Y NA NA N 6 Medium Yang et al., 2020 [74] Y Y Y N N Y N N Y NA Y NA NA N 6 Medium Yin et al., 2020 [75] Y Y Y Y Y Y Y N Y NA Y NA NA N 9 Good Zhan et al., 2020 [76] Y Y…”
BackgroundInfluentialWang, H., Huang, D., Huang, H., Zhang, J., Guo, L., Liu, Y., Ma, H., & Geng, Q. (2020) · Psychological Medicine · doi:10.1017/s0033291720002561 · Cited by 93 · cited 17×
“, 2020 [71] Y Y Y N N Y Y N N NA Y NA NA N 6 Medium Weilenmann et al.”
BackgroundMethodInfluentialStaff Mental Health Self-Assessment During the COVID-19 Outbreak
Chung, J. P.-Y., & Yeung, W. S. (2020) · East Asian Archives of Psychiatry · doi:10.12809/eaap2014 · Cited by 88 · cited 2×
“, 2020 [78] Y Y NR N N Y N N Y NA Y NA NA N 5 Medium Civantos et al.”
BackgroundWeilenmann, S., Ernst, J., Petry, H., Pfaltz, M. C., Sazpinar, O., Gehrke, S., Paolercio, F., von Känel, R., & Spiller, T. R. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.594340 · Cited by 85 · cited 8×
“Rating—Good, Medium or Poor), Good = (7–9 yes); Medium = (4–6 yes).)”
InfluentialKanekar, A. S., & Sharma, M. (2020) · Healthcare · doi:10.3390/healthcare8030336 · Cited by 78
Salman, M., Mustafa, Z. U., Raza, M. H., Khan, T. M., Asif, N., Tahir, H., Shehzadi, N., Mallhi, T. H., Khan, Y. H., Sultana, K., et al. (2022) · Disaster Medicine and Public Health Preparedness · doi:10.1017/dmp.2022.4 · Cited by 75
Köksal, E., Dost, B., Terzi, Ö., Üstün, Y. B., Özdin, S., & Bilgin, S. (2020) · Journal of PeriAnesthesia Nursing · doi:10.1016/j.jopan.2020.06.017 · Cited by 67 · cited 7×
“…NA Y NA NA N 9 Good Kaveh et al., 2020 [43] Y Y NR N N Y Y N Y NA Y NA NA N 6 Medium Khanna et al., 2020 [59] Y Y NR Y Y Y Y N Y NA Y NA NA N 8 Good Koksal et al., 2020 [80] Y Y NR Y Y Y Y N Y NA Y NA NA N 8 Good Lai et al., 2020 [16] Y Y Y Y Y Y Y N Y NA Y NA NA N 9 Good Li et al., 2020 [31] Y Y…”
BackgroundInfluentialHawari, F. I., Obeidat, N. A., Dodin, Y., Albtoosh, A. S., Manasrah, R. M., Alaqeel, I. O., & Mansour, A. H. (2021) · PLoS ONE · doi:10.1371/journal.pone.0248741 · Cited by 61 · cited 9×
“Rating—Good, Medium or Poor), Good = (7–9 yes); Medium = (4–6 yes).)”
BackgroundInfluentialSalman, M., Raza, M. H., Mustafa, Z. U., et al. (2020) · medRxiv · doi:10.1101/2020.06.03.20119867 · Cited by 53 · cited 9×
“, 2020 [65] Y Y NR N N Y Y N Y NA Y NA NA N 6 Medium Shacham et al.”
BackgroundInfluentialDePierro, J. M., Katz, C. L., Marin, D. B., Feder, A., Bevilacqua, L. M., Sharma, V., Hurtado, A., Ripp, J., Lim, S., & Charney, D. S. (2020) · Psychiatry Research · doi:10.1016/j.psychres.2020.113426 · Cited by 53
Podder, I., Agarwal, K., & Datta, S. (2020) · Dermatologic Therapy · doi:10.1111/dth.13788 · Cited by 52 · cited 7×
“…N Y NA Y NA NA N 9 Good Nair et al., 2020 [60] Y Y NR Y N Y Y N Y NA Y NA NA N 7 Good Naser et al., 2020 [61] Y Y NR Y N Y Y Y Y NA Y NA NA N 8 Good Podder et al., 2020 [62] Y Y NR N N Y Y N Y NA Y NA NA N 6 Medium Qi et al., 2020 [26] Y Y Y Y Y Y N N Y NA Y NA NA N 8 Good Que et al., 2020 [63] Y…”
BackgroundInfluentialHassannia, L., Taghizadeh, F., Moosazadeh, M., Zarghami, M., Taghizadeh, H., Dooki, A. F., Fathi, M., Navaei, R., & Hedayatizadeh-Omran, A. (2020) · medRxiv · doi:10.1101/2020.05.05.20089292 · Cited by 46 · cited 7×
“…(224) NA 41.2 (182) NA NA Guiroy et al., 2020 [36] 204 LatinAmerica ad 100.0 NA 96.6 PHQ c -9 ≥10 100(204) NA NA NA NA NA Guo et al., 2020 [23] 11,118 China 30.28 53.07 25.2 SAS r SDS z ≥50 ≥50 31.5 (3497) 17.5 (1940) NA NA NA 40.7 (4530) Hassannia et al., 2020 [55] 487 Iran 26.08 21.56 NA HADS k -”
BackgroundInfluentialCOVID-19 Impact Among Spine Surgeons in Latin America
Guiroy, A. J., Gagliardi, M. J., Coombes, N., Landriel, F., Zanardi, C., Camino-Willhuber, G. O., Guyot, J. P., & Valacco, M. (2020) · Global Spine Journal · doi:10.1177/2192568220928032 · Cited by 39 · cited 9×
“…N Y NA Y NA NA N 8 Good Du et al., 2020 [20] Y Y NR N N Y Y N Y NA Y NA NA N 6 Medium Elbay et al., 2020 [54] Y Y NR Y Y Y Y N Y NA Y NA NA N 8 Good Guiroy et al., 2020 [36] Y Y N N N Y Y N Y NA Y NA NA N 6 Medium Guo et al., 2020 [23] Y Y NR N N Y Y N Y NA Y NA NA N 6 Medium Hassannia et al.,…”
BackgroundInfluentialQi, J., Xu, J., Li, B., et al. (2020) · medRxiv · doi:10.1101/2020.03.06.20031278 · Cited by 37 · cited 10×
“, 2020 [26] Y Y Y Y Y Y N N Y NA Y NA NA N 8 Good Que et al.”
BackgroundMethodInfluentialNurses fighting against severe acute respiratory syndrome (SARS) in Hong Kong
Chan, S. (2003) · Journal of Nursing Scholarship · doi:10.1111/j.1547-5069.2003.00209.x · Cited by 35 · cited 1×
“The current meta-analysis found higher levels of anxiety and depression among nurses compared to doctors, which may be because nurses have closer and prolonged contact with patients compared to doctors [3,93].”
BackgroundÇALIŞKAN, F., & Dost, B. (2020) · Signa Vitae · doi:10.22514/sv.2020.16.0022 · Cited by 32 · cited 2×
“001 [16,47,48,59,73,74,80] Healthcare Professions Nurses 9 42.”
BackgroundKaveh, M., Davari-tanha, F., Varaei, S., Shirali, E., Shokouhi, N., Nazemi, P., Ghajarzadeh, M., Feizabad, E., & Ashraf, M. (2021) · Journal of Obstetrics Gynecology and Cancer Research · doi:10.30699/jogcr.7.2.69 · Cited by 32
Spiller, T. R., Méan, M., Ernst, J., Sazpinar, O., Gehrke, S., Paolercio, F., Petry, H., Pfaltz, M. C., Morina, N., Aebischer, O., et al. (2020) · Psychological Medicine · doi:10.1017/s0033291720003128 · Cited by 31
Anxiety levels among Iranian health care workers during the COVID-19 surge: A cross-sectional studyPreprint
Kaveh, M., Tanha, F. D., Varaei, S., et al. (2020) · medRxiv · doi:10.1101/2020.05.02.20089045 · Cited by 30 · cited 9×
“0001 [6,16,23,24,27,28,30,34,35,43,48,49,54,55,57,61,65,68] CI = Confidence Interval; GAD = Generalized Anxiety Disorder; SAS = Self-rating Anxiety Scale; Good quality score = 7–9; Medium Quality score = 4–6; I2 statistic indicates the heterogeneity.”
BackgroundInfluentialPost‐traumatic stress symptoms among medical rescue workers exposed to COVID ‐19 in Japan
Asaoka, H., Koido, Y., Kawashima, Y., Ikeda, M., Miyamoto, Y., & Nishi, D. (2020) · Psychiatry and Clinical Neurosciences · doi:10.1111/pcn.13092 · Cited by 30
Jimi, H., & Hashimoto, G. (2020) · Global Health & Medicine · doi:10.35772/ghm.2020.01038 · Cited by 29 · cited 2×
“The symptoms of PTSD were reported among Disaster Medical Assistance Team (DMAT) members, who were deployed to analyze, manage, and contain the transmission of COVID-19 on a Diamond Princess Cruise ship during the initial phases of the pandemic [11,12].”
BackgroundWeilenmann, S., Ernst, J., Petry, H., et al. (2020) · medRxiv · doi:10.1101/2020.05.04.20088625 · Cited by 27
Anxiety and depression scores in maternity healthcare workers during the Covid‐19 pandemic
Corbett, G. A., Milne, S. J., Mohan, S., Reagu, S. M., Farrell, T. J., Lindow, S. W., Hehir, M. P., & O’Connell, M. P. (2020) · International Journal of Gynecology & Obstetrics · doi:10.1002/ijgo.13279 · Cited by 27 · cited 8×
“, 2020 [50] Y Y N N N Y Y N Y NA Y NA NA N 6 Medium Dai et al.”
BackgroundInfluentialAnil, R. K., Karumaran, S., Kattula, D., Thavarajah, R., & Mohandoss, A. A. (2020) · medRxiv · doi:10.1101/2020.05.06.20092601 · Cited by 16
Liu, P., Hao, D.-J., Hu, W., Wei, J., & Wang, J.-J. (2020) · Bulletin of Entomological Research · doi:10.1017/s0007485320000413 · Cited by 15 · cited 7×
“Rating—Good, Medium or Poor), Good = (7–9 yes); Medium = (4–6 yes).)”
BackgroundInfluentialStress, Burnout and Depression in Women in Healthcare during COVID-19 Pandemic: Rapid Scoping Review
Sriharan, A., Ratnapalan, S., Tricco, A. C., Lupea, D., Ayala, A. P., Pang, H., & Lee, D. D. (2020) · doi:10.1101/2020.07.13.20151183 · Cited by 13
Thapa, L., Ghimire, A., Ghimire, S., Sharma, N., Shrestha, S., Devkota, M., Bhattarai, S., Maharjan, A. M. S., Lohani, S., Phuyal, S., et al. (2020) · medRxiv · doi:10.1101/2020.07.08.20148866 · Cited by 8 · cited 8×
“, 2020 [69] Y Y NR N N Y N N Y NA Y NA NA N 5 Medium Tu et al.”
BackgroundInfluentialGreenberg, N. L., Cooke, J., Sullivan, E., & Tracy, D. K. (2020) · BMJ Military Health · doi:10.1136/bmjmilitary-2020-001624 · Cited by 6 · cited 1×
“Positive traumatic growth (a positive approach to the management of complex traumas) among health care workers has gained special attention, and interventions to build this have been suggested [96,99,100].”
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Alnazly, E. K., Khraisat, O. M. A., Al-Bashaireh, A. M., & Bryant, C. L. (2021) · PLoS ONE · doi:10.1371/journal.pone.0247679 · Cited by 452
“[22] conducted a meta-analysis to provide new evidence related to COVID-19 impact on health-care workers’ psychological well-being.”
MethodSaragih, I. D., Tonapa, S. I., Saragih, I. S., Advani, S., Batubara, S. O., Suarilah, I., & Lin, C. (2021) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2021.104002 · Cited by 427
A Systematic Review and Meta-Analysis of Burnout Among Healthcare Workers During COVID-19
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“Indeed, health promotion and prevention strategies are essential to foster successful adaptation to challenging environmental conditions [4,5,83].”
BackgroundInfluentialAssessing the Psychological Impact of COVID-19 among College Students: An Evidence of 15 Countries
Batra, K., Sharma, M., Batra, R., Singh, T. P., & Schvaneveldt, N. (2021) · Healthcare · doi:10.3390/healthcare9020222 · Cited by 212
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MethodInfluential
Metadata
- Authors
- Batra, K., Singh, T. P., Sharma, M., Batra, R., & Schvaneveldt, N.
- Affiliations
- University of Nevada, Las Vegas (US)
- University of Utah (US)
- Department of Information Technology and Testing Center of Excellence, Coforge, Atlanta, GA 30338, USA
- Corresponding author
- Batra, Kavita
- Venue
- International Journal of Environmental Research and Public Health
- Publisher
- MDPI AG
- Published
- 2020-12-05
- Volume
- 17
- Issue
- 23
- Pages
- 9096
- ISSN
- 1660-4601 (ISSN-L)
- PMC
- PMC7730003
- OpenAlex
- W3111432422
- Cited by
- 342
- References
- 107
- Citations by year
- 2026: 9 · 2025: 30 · 2024: 36 · 2023: 86 · 2022: 108 · 2021: 73
- FWCI
- 5.22
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- International Journal of Environmental Research and Public Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Digital Scholarship - UNLV (University of Nevada Reno) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Topics
- Social Sciences › Psychology › Clinical Psychology › COVID-19 and Mental Health
- Health Sciences › Health Professions › General Health Professions › Healthcare professionals’ stress and burnout
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Occupational Health and Burnout
- Keywords
- COVID-19 pandemic, healthcare workers, psychological impact, anxiety, depression, stress, post-traumatic stress disorder, insomnia, psychological distress, burnout, nurses, gender differences, prevalence
- MeSH terms
- COVID-19, Anxiety, Depression, Female, Health Personnel, Humans, Male, Stress, Psychological, Pandemics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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