The COVID-19 Pandemic and Adolescents’ Psychological Distress: A Multinational Cross-Sectional Study
Abstract
:1. Introduction
1.1. Somatization
1.2. Obsessive–Compulsive Symptoms
1.3. Interpersonal Sensitivity
1.4. Depression
1.5. Anxiety Symptoms
1.6. Hostility
1.7. Phobic Anxiety Symptoms
1.8. Psychoticism and Paranoid Ideation
2. Materials and Methods
2.1. Measures
2.2. Participants
2.3. Data Analyses
3. Results
3.1. Measurement Invariance of the Brief Symptoms Inventory Domains
3.2. Psychological Distress across the Five Countries
3.3. Psychological Distress and Gender Differences
3.4. Psychological Distress and COVID-19 Impact
3.5. COVID-19 Impact as a Predictor of Psychological Distress
4. Discussion
Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Gender | Age in Years | |||
---|---|---|---|---|
Sample (n) | Male, n (%) | Female, n (%) | Non-Binary, n (%) | M (SD) |
Total (4670) | 1685 (36.1) | 2927 (62.7) | 58 (1.2) | 16.70 (1.02) |
Sweden (1525) | 579 (38.0) | 932 (61.1) | 14 (0.9) | 17.16 (0.88) |
Morocco (484) | 172 (35.5) | 308 (63.6) | 4 (0.9) | 16.83 (1.21) |
Serbia (1065) | 351 (33.0) | 707 (66.3) | 7 (0.7) | 16.31 (1.05) |
Vietnam (1305) | 521 (39.9) | 768 (58.9) | 16 (1.2) | 16.45 (0.86) |
USA (291) | 62 (21.3) | 212 (72.9) | 17 (5.8) | 16.60 (0.99) |
Subscale | Model | α/ω | χ2 (df) | CFI | TLI | RMSEA | SRMR | ΔCFI/ΔRMSEA |
---|---|---|---|---|---|---|---|---|
SO | Overall | 0.86/0.86 | 137.14 (14) | 0.98 | 0.98 | 0.06 | 0.01 | - |
Configural | 244.70 (70) | 0.97 | 0.96 | 0.07 | 0.03 | 0.01/−0.01 | ||
Metric | 348.15 (94) | 0.96 | 0.96 | 0.07 | 0.05 | 0.01/0 | ||
OC | Overall | 0.85/0.85 | 304.15 (9) | 0.96 | 0.94 | 0.10 | 0.03 | - |
Configural | 372.40 (45) | 0.95 | 0.92 | 0.10 | 0.04 | 0.01/0 | ||
Metric | 484.12 (65) | 0.95 | 0.94 | 0.09 | 0.05 | 0/0.01 | ||
IS | Overall | 0.83/0.83 | 86.50 (2) | 0.98 | 0.95 | 0.12 | 0.02 | - |
Configural | 94.67 (10) | 0.98 | 0.95 | 0.12 | 0.02 | 0/0 | ||
Metric | 250.65 (22) | 0.96 | 0.95 | 0.12 | 0.06 | 0.02/0 | ||
DE | Overall | 0.89/0.90 | 440.40 (9) | 0.96 | 0.93 | 0.12 | 0.03 | - |
Configural | 602.80 (45) | 0.94 | 0.91 | 0.14 | 0.04 | 0.02/−0.02 | ||
Metric | 767.52 65) | 0.94 | 0.93 | 0.12 | 0.06 | 0/0.02 | ||
AN | Overall | 0.88/0.88 | 283.10 (9) | 0.97 | 0.95 | 0.10 | 0.03 | - |
Configural | 417.88 (45) | 0.95 | 0.93 | 0.12 | 0.03 | 0.02/−0.02 | ||
Metric | 632.26 (65) | 0.94 | 0.93 | 0.12 | 0.07 | 0.01/0 | ||
HO | Overall | 0.82/0.83 | 489.87 (5) | 0.90 | 0.80 | 0.19 | 0.05 | - |
Configural | 619.76 (25) | 0.88 | 0.76 | 0.21 | 0.06 | 0.02/−0.02 | ||
Metric | 776.32 (41) | 0.86 | 0.83 | 0.18 | 0.08 | 0.02/0.03 | ||
PA | Overall | 0.79/0.80 | 41.55 (5) | 0.99 | 0.98 | 0.05 | 0.02 | - |
Configural | 104.03 (25) | 0.98 | 0.95 | 0.08 | 0.02 | 0.01/−0.03 | ||
Metric | 181.92 (41) | 0.96 | 0.95 | 0.08 | 0.05 | 0.02/0 | ||
PI | Overall | 0.81/0.82 | 69.07 (5) | 0.99 | 0.97 | 0.06 | 0.02 | - |
Configural | 102.84 (25) | 0.98 | 0.96 | 0.07 | 0.02 | 0.01/−0.01 | ||
Metric | 143.54 (41) | 0.97 | 0.97 | 0.06 | 0.03 | 0.01/0.01 | ||
PS | Overall | 0.78/0.80 | 129.98 (5) | 0.97 | 0.94 | 0.09 | 0.03 | - |
Configural | 141.84 (25) | 0.97 | 0.94 | 0.09 | 0.03 | 0/0 | ||
Metric | 228.97 (41) | 0.96 | 0.95 | 0.08 | 0.05 | 0.01/−0.01 |
Sweden (1) | Morocco (2) | Serbia (3) | Vietnam (4) | USA (5) | Difference | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
M | SD | M | SD | M | SD | M | SD | M | SD | p-Value | Post-Hoc | |
SO | 1.00 | 0.82 | 1.26 | 0.88 | 0.74 | 0.80 | 0.59 | 0.68 | 1.22 | 0.97 | <0.001 | 4 < 3 < 1 < 2; 4 < 3 < 1 < 5 |
OC | 1.71 | 0.94 | 1.77 | 0.90 | 1.10 | 0.96 | 1.16 | 0.87 | 2.24 | 0.97 | <0.001 |
4 < 1 < 5; 3 < 1 < 5; 4 < 2 < 5; 3 < 2 < 5 |
IS | 1.46 | 1.08 | 1.55 | 0.96 | 1.07 | 1.10 | 1.25 | 1.07 | 2.13 | 1.11 | <0.001 | 3 < 4 < 1 < 5; 3 < 4 < 2 < 5 |
DE | 1.74 | 1.06 | 1.52 | 0.98 | 1.03 | 1.02 | 1.06 | 0.96 | 2.19 | 1.04 | <0.001 | 3 < 2 < 1 < 5; 4 < 2 < 1 < 5 |
AN | 1.38 | 0.95 | 1.40 | 0.97 | 0.93 | 0.95 | 0.74 | 0.77 | 1.60 | 1.07 | <0.001 | 4 < 3 < 1; 4 < 3 < 2; 4 < 3 < 5 |
PA | 0.94 | 0.91 | 1.24 | 0.91 | 0.69 | 0.81 | 0.69 | 0.71 | 1.40 | 1.05 | <0.001 |
4 < 1 < 5; 3 < 1 < 5; 4 < 1 < 2; 3 < 1 < 2 |
PI | 1.26 | 0.98 | 1.80 | 0.96 | 1.15 | 0.94 | 0.73 | 0.76 | 1.62 | 0.99 | <0.001 | 4 < 3 < 1 < 2; 4 < 3 < 1 < 5 |
PS | 1.03 | 0.87 | 1.30 | 0.94 | 0.84 | 0.92 | 0.82 | 0.84 | 1.66 | 0.94 | <0.001 | 3 < 1 < 2 < 5; 4 < 1 < 2 < 5 |
GSI | 1.28 | 0.76 | 1.43 | 0.80 | 0.94 | 0.80 | 0.83 | 0.71 | 1.71 | 0.81 | <0.001 | 4 < 3 < 1 < 2 < 5 |
COV | 3.48 | 2.42 | 5.32 | 2.97 | 4.83 | 3.06 | 4.37 | 2.89 | 7.32 | 2.36 | <0.001 | 1 < 4 < 3 < 2 < 5 |
Effect | Estimator | Std Error | Statistic | p-Value | |
---|---|---|---|---|---|
SO | p(1,2) | 0.648 | 0.009 | 16.810 | <0.001 |
OC | p(1,2) | 0.622 | 0.009 | 13.835 | <0.001 |
IS | p(1,2) | 0.645 | 0.009 | 16.512 | <0.001 |
DE | p(1,2) | 0.606 | 0.009 | 12.079 | <0.001 |
AN | p(1,2) | 0.661 | 0.009 | 18.266 | <0.001 |
PA | p(1,2) | 0.654 | 0.009 | 17.565 | <0.001 |
PI | p(1,2) | 0.605 | 0.009 | 11.954 | <0.001 |
PS | p(1,2) | 0.585 | 0.009 | 9.632 | <0.001 |
GSI | p(1,2) | 0.639 | 0.009 | 15.806 | <0.001 |
COV | p(1,2) | 0.538 | 0.009 | 4.303 | <0.001 |
BSI | Country | |||||
---|---|---|---|---|---|---|
Gender | Subscale | Sweden | Morocco | Serbia | Vietnam | USA |
Male | SO | −0.17 * | 0.17 * | 0.21 * | 0.12 * | −0.07 |
OC | −0.21 * | 0.29 * | 0.15 * | 0.12 * | 0.24 | |
IS | −0.16 * | 0.35 * | 0.21 * | 0.12 * | 0.23 | |
DE | −0.29 * | 0.33 * | 0.23 * | 0.11 * | 0.20 | |
AN | −0.27 * | 0.21 * | 0.20 * | 0.11 * | 0.19 | |
PA | −0.20 * | 0.30 * | 0.24 * | 0.14 * | 0.00 | |
PI | −0.17 * | 0.29 * | 0.16 * | 0.09 * | 0.24 | |
PS | −0.17 * | 0.29 * | 0.15 * | 0.15 * | 0.19 | |
GSI | −0.25 * | 0.31 * | 0.20 * | 0.13 * | 0.19 | |
Female | SO | −0.12 * | 0.42 * | 0.31 * | 0.12 * | 0.15 * |
OC | −0.19 * | 0.34 * | 0.35 * | 0.14 * | 0.16 * | |
IS | −0.13 * | 0.33 * | 0.31 * | 0.11 * | 0.04 | |
DE | −0.26 * | 0.37 * | 0.39 * | 0.12 * | 0.24 * | |
AN | −0.21 * | 0.38 * | 0.36 * | 0.16 * | 0.18 * | |
PA | −0.17 * | 0.22 * | 0.26 * | 0.10 * | 0.19 * | |
PI | −0.15 * | 0.37 * | 0.32 * | 0.10 * | 0.19 * | |
PS | −0.20 * | 0.32 * | 0.33 * | 0.12 * | 0.23 * | |
GSI | −0.22 * | 0.40 * | 0.39 * | 0.14 * | 0.22 * |
β | se | T | β p-Value | R2 | F | p-Value | ||
---|---|---|---|---|---|---|---|---|
Sweden | Intercept | 1.71 | 0.04 | 39.93 | <0.001 | 0.05 | 26.31 | <0.001 |
COVID-19 impact | −0.08 | 0.01 | −7.17 | <0.001 | ||||
Gender (female) | 0.27 | 0.2 | 1.32 | <0.187 | ||||
Morocco | Intercept | 0.91 | 0.10 | 9.49 | <0.001 | 0.17 | 31.82 | <0.001 |
COVID-19 impact | 0.12 | 0.02 | 7.72 | <0.001 | ||||
Gender (female) | 0.79 | 0.38 | 2.07 | 0.039 | ||||
Serbia | Intercept | 0.57 | 0.06 | 9.64 | <0.001 | 0.13 | 54 | <0.001 |
COVID-19 impact | 0.10 | 0.01 | 10.32 | <0.001 | ||||
Gender (female) | 0.26 | 0.29 | 0.89 | 0.373 | ||||
Vietnam | Intercept | 0.80 | 0.05 | 16.1 | <0.001 | 0.03 | 10.23 | <0.001 |
COVID-19 impact | 0.03 | 0.01 | 3.52 | <0.001 | ||||
Gender (female) | 0.53 | 0.18 | 2.86 | 0.004 | ||||
USA | Intercept | 1.28 | 0.18 | 7.22 | <0.001 | 0.06 | 7.01 | <0.01 |
COVID-19 impact | 0.07 | 0.02 | 3.25 | <0.001 | ||||
Gender (female) | 0.35 | 0.20 | 1.75 | 0.081 |
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Nguyen, H.T.M.; Nguyen, H.V.; Zouini, B.; Senhaji, M.; Bador, K.; Meszaros, Z.S.; Stevanovic, D.; Kerekes, N. The COVID-19 Pandemic and Adolescents’ Psychological Distress: A Multinational Cross-Sectional Study. Int. J. Environ. Res. Public Health 2022, 19, 8261. https://doi.org/10.3390/ijerph19148261
Nguyen HTM, Nguyen HV, Zouini B, Senhaji M, Bador K, Meszaros ZS, Stevanovic D, Kerekes N. The COVID-19 Pandemic and Adolescents’ Psychological Distress: A Multinational Cross-Sectional Study. International Journal of Environmental Research and Public Health. 2022; 19(14):8261. https://doi.org/10.3390/ijerph19148261
Chicago/Turabian StyleNguyen, Hang T. M., Hoang V. Nguyen, Btissame Zouini, Meftaha Senhaji, Kourosh Bador, Zsuzsa Szombathyne Meszaros, Dejan Stevanovic, and Nóra Kerekes. 2022. "The COVID-19 Pandemic and Adolescents’ Psychological Distress: A Multinational Cross-Sectional Study" International Journal of Environmental Research and Public Health 19, no. 14: 8261. https://doi.org/10.3390/ijerph19148261
APA StyleNguyen, H. T. M., Nguyen, H. V., Zouini, B., Senhaji, M., Bador, K., Meszaros, Z. S., Stevanovic, D., & Kerekes, N. (2022). The COVID-19 Pandemic and Adolescents’ Psychological Distress: A Multinational Cross-Sectional Study. International Journal of Environmental Research and Public Health, 19(14), 8261. https://doi.org/10.3390/ijerph19148261