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. 2021 Nov 10;12:758849. doi: 10.3389/fpsyt.2021.758849

Table 1.

Characteristics of 30 studies included in systematic review.

References Month of data collectionI Country income levelII Study type Frontline yes/no/mixed exposureIII Study participantsIV AgeV Sample size Diagnostic tool (item used for meta-analysis)
Abdelghani et al. (38) Later months Egypt, LMIC Cross-sectional Yes Nurses and/or physicians 34.6 (6.04) 320 Maslach Burnout Inventory-Human Services Survey for Medical Personnel [MBI-HSS (MP)] high level for emotional exhaustion and depersonalization and low levels for personal accomplishment)a
Abdelhafiz et al. (39) Later months Egypt, LMIC Cross-sectional Mixed exposure Nurses and/or physicians 33.42 (5.28) 220 Maslach Burnout Inventory-Human Services Survey (MBI-HSS) (moderate and high for emotional exhaustion and depersonalization were combined and low of personal accomplishment)a
Azoulay et al. (40) Later months 85 countries, mixed Cross-sectional Yes Nurses and/or physicians 45 (39–53) 848 Maslach Burnout Inventory (for overall burnout severe level, for emotional exhaustion and depersonalization moderate and severe were combined and for personal accomplishment low levels)a
Barello et al. (41) Was not stated Italy, HIC Cross-sectional Yes Mixed healthcare workers 40 (11) 376 Maslach Burnout Inventory (high and moderate scores were combined for emotional exhaustion and depersonalization and low for personal gratification)a
Barello et al. (42) Later months Italy, HIC Cross-sectional Yes Mixed healthcare workers 41 (11) 532 Maslach Burnout Inventory (only high level of Emotional exhaustion and depersonalization and low for personal accomplishment)a
Chen et al. (17) First 3 months China, UMIC Cross-sectional Mixed exposure Mixed healthcare workers 902 15 Items Chinese version of Maslach Burnout Inventoryb
Chen et al. (32) Later months China and Taiwan, UMIC Cross-sectional Mixed exposure Nurses and/or physicians 33.1 (7.5) 12,596 Maslach Burnout Inventory-General Survey (moderate and high for emotional exhaustion and depersonalization were combined and high for lack of personal accomplishment)a
Di Monte et al. (43) Later months Italy, HIC Cross-sectional No Nurses and/or physicians 55.13 (11.40) 102 Maslach Burnout Inventory, high and moderate combined for emotional exhaustion and depersonalization and low for personal accomplishmenta
Dobson et al. (44) Later months Australia, HIC Cross-sectional Mixed exposure Mixed healthcare workers 19–29: 75 (23.7%), 30–39: 100 (31.6%), 40–49: 69 (21.8%), 50 or over: 72 (22.8%) 320 Stanford Professional Fulfillment Index (symptoms of burnout)c
Duarte et al. (45) Later months Portugal, HIC Cross-sectional Mixed exposure Mixed healthcare workers 38 (10) 2,008 Copenhagen Burnout Inventory (high levels for each of three different dimensions: personal burnout, work-related, and client-related burnoutc
Elhadi et al. (36) Later months Libya, UMIC Cross-sectional No Mixed healthcare workers 33.08 (7.25) 532 The English version of the Abbreviated Maslach Burnout Inventory (aMBI; for overall burnout presence of both emotional exhaustion and depersonalization, high level of emotional exhaustion and depersonalization, and low level of personal accomplishment)b
Evanoff et al. (46) Later months Washington University in St. Louis, HIC Cross-sectional Mixed exposure Mixed healthcare workers 915 Professional Fulfillment Index (PFI; high overall burnout score >1.33)c
Giusti et al. (47) Later months Italy, HIC Cross-sectional Mixed exposure Mixed healthcare workers 44.6 (13.5) 330 Maslach Burnout Inventory (high and moderate combined for emotional exhaustion and depersonalization and low for personal accomplishment)a
Gómez-Galán et al. (48) Later months USA, HIC Cross-sectional Yesd Nurses and/or physicians The Stanford Professional Fulfillment Index (SPFI; presence of burnout)c
Hu et al. (33) First 3 months China, UMIC Cross-sectional Yes Nurses and/or physicians 30.99 (6.17) 2,014 22 Items Chinese version of the Maslach Burnout Inventory: Human Services Survey (MBI-HSS)for Medical Personnel (MP; moderate and high for emotional exhaustion, depersonalization were combined for n and low of personal accomplishment was reported for n)b
Kholmogorova et al. (49) Later months Russia, UMIC Cross-sectional (not stated) Yes Mixed healthcare workers 36.1 (21–61) 120 Maslach Burnout Inventory (three dimensions were categorized as low, middle, and high level. Middle and high levels for emotional exhaustion, depersonalization, and high reduction of personal achievements were reported for n)a
Lázaro-Pérez et al. (50) Later months Spain, HIC Descriptive study Not clearly stated Mixed healthcare workers <41: 75 (47.8%) 41–60: 66 (42.0%) >60: 16 (10.2%) 157 Maslach and Jackson's scale (for Emotional Exhaustion and Depersonalization medium/high values and for personal accomplishment, low value were used for n)a
Liu et al. (8) First 3 months China, UMIC Cross-sectional Mixed exposure Nurses and/or physicians 20–29: 198
30–39: 40
40–49: 191
>50: 85
880 15 Items Chinese version of the Maslach Burnout Inventory (CMBI): n were reported as emotional exhaustion, depersonalization, or reduced personal accomplishment. Overall burnout combined of mild burnout (only one of the three dimensions is positive), moderate burnout (arbitrary two of the three dimensions are positive), and severe burnout (all the three dimensions are positive) reported as %b
Luceño-Moreno et al. (34) Later months Spain, HIC Cross-sectional Yes Mixed healthcare workers 43.88 (SD = 10.82, ranging between 19 and 68) 1,422 22 Items Spanish adaptation of the Maslach Burnout Inventory-MBI-HSS (moderate and high for emotional exhaustion and depersonalization were combined for n and low of personal accomplishment was reported for n)b
Martínez-López et al. (51) Later months Spain, HIC Online survey Yes Mixed healthcare workers Average: 41.8 <30: 35 (22.3%)31–40: 40 (25.5%)41–50: 30 (19.1%)51–60: 36 (22.9%)>60: 16 (10.2%) 157 Maslach Burnout inventory (medium and high for emotional exhaustion and depersonalization were combined and low personal accomplishment was reported)a
Matsuo et al. (52) Later months Japan, HIC Cross-sectional Yes Mixed healthcare workers 30.5 (26–40) 312 Maslach Burnout Inventory (high levels of exhaustion (>3.5) plus either high cynicism (>3.5) or low professional efficacy (<2.5) were selected as the primary criteria for burnout)a
Miguel-Puga et al. (37) Was not stated Mexico, UMIC Cross-sectional Yes Mixed healthcare workers 19–58 years old 204 The short version of the Burnout Measure by Malach–Pines and number of healthcare workers who had high score of burnout (score ≥3.5) reported in three separate evaluations but we only report the third (=the last) occasionb
Park et al. (53) Later months The Republic of Korea, HIC Cross-sectional Mixed exposure Nurses and/or physicians Median (IQR): 41 (37–48) 115 The Maslach Burnout Inventory-Human Services Survey (MBI-HSS): standardized thresholds set out in the MBI-HSS manual was applied for emotional exhaustion and depersonalization; lack of personal accomplishment was reported for n. Overall burnout was defined as a high score in either the emotional exhaustion or depersonalization subscalea
Ruiz-Fernández et al. (54) Later months Spain, HIC Cross-sectional Mixed exposure Nurses and/or physicians 46.7 (10.2) 506 The Professional Quality of Life Questionnaire: percent of medium and high burn out were combined for %/number was not reportedc
Sayilan et al. (55) Later months Turkey, UMIC Cross-sectional Yes Nurses and/or physicians 28.03 (5.99) 267 The Maslach Burnout Inventory (three dimentions were categorized as low-moderate and high; moderate and high for emotional exhaustion and depersonalization (stated personalization in tables) were combined and low for personal accomplishment was reported for n)a
Roslan et al. (56) Later months Malaysia, UMIC Cross-sectional (for prevalence of burnout) Mixed exposure Mixed healthcare workers <40 years: 682 and 40 years and more than 40 years 211 893 The Malay-Translated Copenhagen Burnout Inventory (CBI)c
Tan et al. (57) Later months Singapore, HIC Cross-sectional Mixed exposure Mixed healthcare workers 36.84 (9.95) 3,075 The Oldenburg Burnout Inventory (OLBI): burnout was determined with a cutoff of 2.25 for exhaustion and 2.10 for disengagementc
Khasne et al. (58) Was not stated India, LMIC Prospective, cross-sectional Mixed exposure Mixed healthcare workers 21–30: 380, 31–40: 784, 41–50: 478, 51–60: 225, more than 61:129 2,026 The Copenhagen Burnout Inventory: personal burnout, work-related burnout, and client-related burnout namely pandemic-related burnoutc
de Wit et al. (35) Later months Canada, HIC Mixed-methods study(cohort and qualitative) Not clearly stated Nurses and/or physicians Median (IQR): 41 (35–50) 468 The single item measures of emotional exhaustion and depersonalization from the Maslach Burnout Inventory which have been shown to correlate to the emotional exhaustion and depersonalization domains from the Maslach Burnout Inventoryb
Zhang et al. (59) First 3 months China, UMIC Prospective observational survey Yes Nurses and/or physicians 30.28 (5.49) 107 Maslach Burnout Inventory (three dimensions were categorized as mild-moderate and severe: moderate and severe for emotional exhaustion; depersonalization were combined and severe lack of personal accomplishment was reported for n)a
a

MBI.

b

Adapted MBI.

c

Other tools.

d

Medical critical care physicians.

I

Based on the date stated for termination of data collection: period were categorized as first 3 months of pandemic (January, February, and March of 2020), and afterwards, months.

II

HIC: high income, LMIC: lower middle income, UMIC: upper middle income countries. Income level derived from the latest updates of World Bank: https://data.worldbank.org/.

III

Participants in the study were divided into two groups: mixed healthcare workers, nurses and/or physicians.

IV

Based on the exposure of the participant to COVID-19 patients in workplace, there are three categorizations: yes (only participants with exposure to COVID-19 cases were studied), no (participants were not exposed to COVID-19 patients), and mixed exposure (both groups were studies).

V

Age is presented differently: mean (SD), range, mean (range), median (interquartile), range: N, and range: N(%).