| Literature DB >> 35664191 |
Valentina N Burkova1,2, Marina L Butovskaya1,2, Ashley K Randall3, Julija N Fedenok1, Khodabakhsh Ahmadi4, Ahmad M Alghraibeh5, Fathil Bakir Mutsher Allami6, Fadime Suata Alpaslan7, Mohammad Ahmad Abdelaziz Al-Zu'bi8, Kholoud Imhammad Meqbel Al-Mseidin9, Derya Fatma Biçer10, Hakan Cetinkaya11, Oana Alexandra David12, Silvia Donato13, Seda Dural14, Paige Erickson15, Alexey M Ermakov16, Berna Ertuğrul7, Emmanuel Abiodun Fayankinnu17, Maryanne L Fisher18, Fakir Al Gharaibeh19, Lauren Hocker3, Ivana Hromatko20, Elena Kasparova21, Alexander Kavina22, Yahya M Khatatbeh23, Hareesol Khun-Inkeeree24, Kai M Kline3, Fırat Koç25, Vladimir Kolodkin26, Melanie MacEacheron27, Irma Rachmawati Maruf28, Norbert Meskó29, Ruzan Mkrtchyan30, Poppy Setiawati Nurisnaeny31, Oluyinka Ojedokun32, Damilola Adebayo32, Mohd S B Omar-Fauzee33, Barıs Özener7, Edna Lúcia Tinoco Ponciano34,35, Muhammad Rizwan36, Agnieszka Sabiniewicz37, Victoriya I Spodina38, Stanislava Stoyanova39, Nachiketa Tripathi40, Satwik Upadhyay40, Carol Weisfeld15, Mohd Faiz Mohd Yaakob33, Mat Rahimi Yusof33, Raushaniia I Zinurova41.
Abstract
The COVID-19 restrictions have impacted people's lifestyles in all spheres (social, psychological, political, economic, and others). This study explored which factors affected the level of anxiety during the time of the first wave of COVID-19 and subsequent quarantine in a substantial proportion of 23 countries, included in this study. The data was collected from May to August 2020 (5 June 2020). The sample included 15,375 participants from 23 countries: (seven from Europe: Belarus, Bulgaria, Croatia, Hungary, Italy, Romania, Russia; 11 from West, South and Southeast Asia: Armenia, India, Indonesia, Iran, Iraq, Jordan, Malaysia, Pakistan, Saudi Arabia, Thailand, Turkey; two African: Nigeria and Tanzania; and three from North, South, and Central America: Brazil, Canada, United States). Level of anxiety was measured by means of the 7-item Generalized Anxiety Disorder Scale (GAD-7) and the 20-item first part of The State-Trait Anxiety Inventory (STAI)-State Anxiety Inventory (SAI). Respondents were also asked about their personal experiences with COVID-19, attitudes toward measures introduced by governments, changes in attitudes toward migrants during a pandemic, family income, isolation conditions, etc. The factor analysis revealed that four factors explained 45.08% of variance in increase of anxiety, and these components were interpreted as follows: (1) personal awareness of the threat of COVID-19, (2) personal reaction toward officially undertaken measures and attitudes to foreigners, (3) personal trust in official sources, (4) personal experience with COVID-19. Three out of four factors demonstrated strong associations with both scales of anxiety: high level of anxiety was significantly correlated with high level of personal awareness of the threat of COVID-19, low level of personal reaction toward officially undertaken measures and attitudes to foreigners, and high level of presence of personal experience with COVID-19. Our study revealed significant main effects of sex, country, and all four factors on the level of anxiety. It was demonstrated that countries with higher levels of anxiety assessed the real danger of a pandemic as higher, and had more personal experience with COVID-19. Respondents who trusted the government demonstrated lower levels of anxiety. Finally, foreigners were perceived as the cause of epidemic spread.Entities:
Keywords: COVID-19; anxiety; cross-cultural; personal awareness; personal experience; personal trust in official sources
Year: 2022 PMID: 35664191 PMCID: PMC9162123 DOI: 10.3389/fpsyg.2022.805586
Source DB: PubMed Journal: Front Psychol ISSN: 1664-1078
Sample characteristics and distribution by country, sex, and age.
| Country | Language | Total | Sex | Mean age | ||
| of survey | Male | Female | (±SD) | Total confirmed cases/death on 5 June 2020* | ||
| Armenia | Armenian | 33 | 27 | 6 | 20.45 (±2.37) | 11,817/183 |
| Belarus | Russian | 338 | 143 | 195 | 19.20 (±2.85) | 45,981/253 |
| Brazil | Portuguese | 515 | 82 | 430 | 38.80 (±13.78) | 584,016/32,548 |
| Bulgaria | Bulgarian | 322 | 129 | 193 | 28.34 (±8.75) | 2,585/147 |
| Canada | English | 692 | 446 | 246 | 30.33 (±8.74) | 93,441/7,543 |
| Croatia | English | 275 | 71 | 204 | 24.10 (±8.40) | 2,247/103 |
| Hungary | Hungarian | 235 | 35 | 198 | 31.95 (±11.84) | 3,954/539 |
| India | English | 383 | 213 | 170 | 29.95 (±9.85) | 226,770/6,348 |
| Indonesia | Indonesian | 930 | 504 | 424 | 32.05 (±12.09) | 28,818/1,721 |
| Iran | Persian | 306 | 88 | 217 | 33.68 (±7.34) | 164,270/8,071 |
| Iraq | Arabic | 173 | 88 | 85 | 35.03 (±10.63) | 8,840/271 |
| Italy | Italian | 253 | 44 | 208 | 23.50 (±4.15) | 234,013/33,689 |
| Jordan | Arabic | 449 | 121 | 328 | 33.68 (±10.52) | 765/9 |
| Malaysia | Malay | 1087 | 478 | 609 | 33.19 (±11.12) | 8,247/115 |
| Nigeria | English | 316 | 214 | 102 | 34.09 (±11.24) | 11 516/323 |
| Pakistan | English | 484 | 212 | 272 | 27.06 (±11.11) | 89,249/1,838 |
| Romania | Romanian | 269 | 42 | 226 | 36.22 (±10.94) | 19,907/1,299 |
| Russia | Russian | 1903 | 486 | 1417 | 20.99 (±4.72) | 449,834/5,528 |
| Saudi Arabia | Arabic | 414 | 98 | 316 | 26.76 (±9.72) | 93,157/611 |
| Tanzania | English | 341 | 185 | 156 | 23.95 (±4.25) | 509/21 |
| Turkey | Turkish | 4717 | 1609 | 3093 | 27.57 (±10.84) | 167,410/4,630 |
| Thailand | Thai | 300 | 49 | 250 | 32.82 (±13.00) | 3,102/58 |
| United States | English | 666 | 189 | 477 | 45.16 (±17.15) | 1,837 803/106,876 |
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Factor loadings for the 12 questions about personal experiences with COVID-19 and conditions in total sample.
| Questions | Factor loadings | |||
| PC2: personal reaction toward officially undertaken measures and attitudes to foreigners | PC3: personal trust to official sources | PC4: personal experience with COVID-19 | ||
| Do you think the coronavirus pandemic poses a real threat for you personally? 0 = NO, 1 = YES | 0.749 | |||
| Do you think the coronavirus pandemic poses a real threat for your relatives? 0 = NO, 1 = YES | 0.692 | |||
| Do you have COVID-19 infected people in your close environment? 0 = NO, 1 = YES | 0.633 | |||
| Have you been diagnosed with COVID-19? 0 = NO, 1 = I have had symptoms, but have not been tested, 2 = YES | 0.594 | |||
| Do you include in risk group of COVID-19 (returned from countries unfavorable for epidemic situations, had close contact with patients?) 0 = NO, 1 = YES | 0.725 | |||
| Has your family income changed after restrictions during COVID-19? 1 = DECREASED, 2 = NOT CHANGE, 3 = INCREASED | 0.329 | |||
| Have you become more hostile and suspicious toward foreigners (total)? 0 = NO, 1 = YES | 0.549 | |||
| Are the actions of the authorities on the regime of self-isolation legitimate? 0 = NO, 1 = YES | 0.736 | |||
| Are these measures, undertaken by authorities on the lock down, self-isolation sufficient? 0 = NO, 1 = YES | 0.713 | |||
| Are these measures introduced: too early? in time? too late? | –0.673 | |||
| Do you trust information coming from official sources (i.e., the government)? 0 = NO, 1 = YES | 0.719 | |||
Descriptive statistics of GAD-7 and SAI scales by country.
| Country |
| GAD-7 scale | SAI scale | |
| Mean (±SD) | Mean (±SD) | |||
| 6.01 | Armenia | 33 | 5.48 (±4.95) | 30.06 (±12.39) |
| Belarus | 338 | 5.89 (±4.60) | 30.99 (±10.28) | |
| Brazil | 515 | 8.43 (±5,73) | 39.33 (±12.18) | |
| Bulgaria | 322 | 6.74 (±4.76) | 28.75 (±12.14) | |
| Canada | 692 | 8.10 (±5.38) | 31.83 (±10.70) | |
| Croatia | 275 | 7.43 (±4.73) | 28.32 (±12.10) | |
| Hungary | 235 | 4.91 (±4.51) | 28.19 (±12.18) | |
| India | 383 | 6.00 (±4.94) | 31.70 (±9.21) | |
| Indonesia | 930 | 4.34 (±4.61) | 28.33 (±10.95) | |
| Iran | 306 | 5.71 (±4.36) | 34.94 (±3.07) | |
| Iraq | 173 | 9.16 (±4.95) | 32.43 (±9.89) | |
| Italy | 253 | 7.69 (±4.28) | 38.44 (±10.88) | |
| Jordan | 449 | 6.54 (±4.84) | 28.35 (±10.78) | |
| Malaysia | 1087 | 3.16 (±4.10) | 28.19 (±10.31) | |
| Nigeria | 316 | 4.40 (±4.85) | 25.01 (±10.72) | |
| Pakistan | 484 | 6.16 (±5.20) | 30.73 (±11.72) | |
| Romania | 269 | 5.52 (±4.67) | 23.71 (±11.73) | |
| Russia | 1903 | 5.22 (±4.91) | 28.41 (±11.77) | |
| Saudi Arabia | 414 | 5.52 (±4.64) | 27.06 (±12.16) | |
| Tanzania | 341 | 4.96 (±5.06) | 32.80 (±6.01) | |
| Turkey | 4717 | 6.86 (±4.90) | 33.21 (±8.03) | |
| Thailand | 300 | 4.09 (±4.12) | 30.69 (±8.42) | |
| United States | 666 | 6.33 (±5.42) | 27.18 (±13.61) | |
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FIGURE 1Country differences in levels of Generalized Anxiety Disorder Scale (GAD-7).
FIGURE 2Country differences in levels of State Anxiety Inventory (SAI).
FIGURE 3Country differences of levels of Generalized Anxiety Disorder Scale (GAD-7).
FIGURE 4Country differences of levels of State Anxiety Inventory (SAI).
Correlation analysis of the anxiety scales with control for country and sex and four factors in total sample.
| Variables | PC1: personal awareness of the threat of COVID-19 r (p) | PC2: personal reaction towards officially undertaken measures and attitudes to foreigners r (p) | PC3: personal trust in official sources r (p) | PC4: personal experience with COVID-19 r (p) |
| GAD-7 | 0.054 (<0.001) | –0.004 (NS) | –0.119 (<0.001) | 0.125 (<0.001) |
| SAI | 0.168 (<0.001) | –0.039 (<0.001) | –0.118 (<0.001) | 0.099 (<0.001) |
r, coefficient of correlation; p, significance; NS, not significant.
Regression analysis for the factors predicting anxiety (GAD-7 as dependent variable, R2 = 0.032) in total sample.
| Predictor |
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| Beta |
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| 0.275 | 0.041 | 0.055 | 6.795 | <0.001 |
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| –0.058 | 0.041 | –0.012 | –1.435 | NS |
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| –0.586 | 0.041 | –0.116 | –14.460 | <0.001 |
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| 0.614 | 0.041 | 0.112 | 15.146 | <0.001 |
NS, not significant.
Regression analysis for the factors predicting anxiety (SAI as dependent variable, R2 = 0.053) in total sample.
| Predictor |
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| Beta |
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| 1.800 | 0.086 | 0.167 | 20.960 | <0.001 |
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| –0.464 | 0.086 | –0.043 | –5.410 | <0.001 |
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| –1.236 | 0.086 | –0.115 | –14.406 | <0.001 |
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| 1.058 | 0.086 | 0.098 | 12.306 | <0.001 |
Regression analysis for the factors predicting anxiety (GAD-7) in each country.
| Country |
| Predictor |
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| Beta |
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| Armenia | 0.329 | PC1 | 1.454 | 0.809 | 0.283 | 1.798 | 0.083 |
| PC2 | –0.532 | 0.897 | –0.096 | –0.593 | 0.558 | ||
| PC3 | 0.561 | 0.831 | 0.110 | 0.674 | 0.506 | ||
| PC4 | 3.414 | 1.060 | 0.511 | 3.221 |
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| Belarus | 0.046 | PC1 | 0.223 | 0.328 | 0.038 | 0.682 | 0.496 |
| PC2 | 0.227 | 0.387 | 0.032 | 0.588 | 0.557 | ||
| PC3 | –0.994 | 0.297 | –0.185 | –3.353 |
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| PC4 | 0.356 | 0.246 | 0.078 | 1.448 | 0.149 | ||
| Brazil | 0.058 | PC1 | 0.540 | 0.394 | 0.062 | 1.372 | 0.171 |
| PC2 | –0.312 | 0.363 | –0.038 | –0.862 | 0.389 | ||
| PC3 | –1.027 | 0.249 | –0.186 | –4.119 |
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| PC4 | 0.290 | 0.156 | 0.080 | 1.854 | 0.064 | ||
| Bulgaria | 0.018 | PC1 | 0.237 | 0.242 | 0.056 | 0.981 | 0.327 |
| PC2 | –0.139 | 0.335 | –0.024 | –0.416 | 0.678 | ||
| PC3 | 0.050 | 0.261 | 0.011 | 0.190 | 0.849 | ||
| PC4 | 0.608 | 0.314 | 0.110 | 1.939 | 0.053 | ||
| Canada | 0.050 | PC1 | –0.138 | 0.232 | –0.027 | –0.593 | 0.553 |
| PC2 | 0.387 | 0.247 | 0.065 | 1.568 | 0.117 | ||
| PC3 | –0.300 | 0.284 | –0.050 | –1.057 | 0.291 | ||
| PC4 | 0.711 | 0.151 | 0.195 | 4.694 |
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| Croatia | 0.072 | PC1 | 1.158 | 0.316 | 0.216 | 3.669 |
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| PC2 | –0.237 | 0.406 | –0.035 | –0.582 | 0.561 | ||
| PC3 | –0.608 | 0.299 | –0.121 | –2.030 |
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| PC4 | –0.391 | 0.376 | –0.062 | –1.038 | 0.300 | ||
| Hungary | 0.080 | PC1 | 0.875 | 0.299 | 0.188 | 2.928 |
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| PC2 | –1.181 | 0.377 | –0.199 | –3.135 |
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| PC3 | –0.268 | 0.320 | –0.054 | –0.838 | 0.403 | ||
| PC4 | –0.185 | 0.298 | –0.039 | –0.620 | 0.536 | ||
| India | 0.056 | PC1 | 0.539 | 0.262 | 0.105 | 2.061 |
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| PC2 | 0.052 | 0.294 | 0.009 | 0.176 | 0.860 | ||
| PC3 | –0.683 | 0.305 | –0.120 | –2.236 |
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| PC4 | 0.819 | 0.270 | 0.152 | 3.039 |
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| Indonesia | 0.060 | PC1 | 0.544 | 0.168 | 0.104 | 3.235 |
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| PC2 | –0.238 | 0.187 | –0.042 | –1.269 | 0.205 | ||
| PC3 | –1.123 | 0.200 | –0.185 | –5.622 |
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| PC4 | 0.345 | 0.164 | 0.067 | 2.098 |
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| Iran | 0.069 | PC1 | 0.376 | 0.262 | 0.082 | 1.432 | 0.153 |
| PC2 | 0.641 | 0.335 | 0.109 | 1.911 | 0.057 | ||
| PC3 | –1.186 | 0.306 | –0.220 | –3.874 |
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| PC4 | 0.192 | 0.154 | 0.070 | 1.245 | 0.214 | ||
| Iraq | 0.033 | PC1 | –0.034 | 0.485 | –0.006 | –0.070 | 0.944 |
| PC2 | –0.498 | 0.573 | –0.074 | –0.870 | 0.386 | ||
| PC3 | –0.716 | 0.416 | –0.148 | –1.723 | 0.087 | ||
| PC4 | 0.020 | 0.384 | 0.004 | 0.052 | 0.958 | ||
| Italy | 0.026 | PC1 | 0.460 | 0.297 | 0.099 | 1.548 | 0.123 |
| PC2 | –0.514 | 0.357 | –0.092 | –1.438 | 0.152 | ||
| PC3 | –0.132 | 0.357 | –0.024 | –0.371 | 0.711 | ||
| PC4 | 0.213 | 0.230 | 0.059 | 0.927 | 0.355 | ||
| Jordan | 0.036 | PC1 | 0.689 | 0.188 | 0.176 | 3.668 |
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| PC2 | 0.244 | 0.386 | 0.031 | 0.631 | 0.528 | ||
| PC3 | –0.574 | 0.286 | –0.100 | –2.011 |
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| PC4 | 0.253 | 0.431 | 0.028 | 0.586 | 0.558 | ||
| Malaysia | 0.053 | PC1 | –0.516 | 0.179 | –0.092 | –2.880 |
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| PC2 | –0.325 | 0.231 | –0.043 | –1.410 | 0.159 | ||
| PC3 | 0.019 | 0.340 | 0.002 | 0.056 | 0.955 | ||
| PC4 | 1.678 | 0.257 | 0.196 | 6.538 |
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| Nigeria | 0.028 | PC1 | 0.296 | 0.230 | 0.072 | 1.289 | 0.198 |
| PC2 | 0.192 | 0.383 | 0.028 | 0.502 | 0.616 | ||
| PC3 | –0.610 | 0.270 | –0.128 | –2.264 |
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| PC4 | 0.421 | 0.325 | 0.073 | 1.295 | 0.196 | ||
| Pakistan | 0.063 | PC1 | 0.892 | 0.229 | 0.174 | 3.905 |
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| PC2 | –0.238 | 0.302 | –0.036 | –0.788 | 0.431 | ||
| PC3 | –0.787 | 0.246 | –0.145 | –3.202 |
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| PC4 | 0.182 | 0.196 | 0.041 | 0.931 | 0.353 | ||
| Romania | 0.019 | PC1 | 0.604 | 0.289 | 0.128 | 2.094 |
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| PC2 | –0.060 | 0.383 | –0.010 | –0.156 | 0.876 | ||
| PC3 | –0.268 | 0.387 | –0.043 | –0.692 | 0.490 | ||
| PC4 | 0.156 | 0.264 | 0.036 | 0.590 | 0.556 | ||
| Russia | 0.036 | PC1 | 0.256 | 0.109 | 0.056 | 2.363 |
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| PC2 | –0.414 | 0.143 | –0.069 | –2.895 |
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| PC3 | –0.502 | 0.105 | –0.111 | –4.787 |
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| PC4 | 0.646 | 0.141 | 0.104 | 4.570 |
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| Saudi Arabia | 0.122 | PC1 | 1.156 | 0.204 | 0.268 | 5.670 |
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| PC2 | –0.477 | 0.375 | –0.059 | –1.274 | 0.203 | ||
| PC3 | –0.917 | 0.342 | –0.127 | –2.682 |
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| PC4 | 0.730 | 0.304 | 0.112 | 2.399 |
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| Turkey | 0.016 | PC1 | 0.291 | 0.087 | 0.048 | 3.343 |
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| PC2 | –0.115 | 0.074 | –0.024 | –1.554 | 0.120 | ||
| PC3 | –0.507 | 0.070 | –0.113 | –7.283 |
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| PC4 | 0.205 | 0.083 | 0.036 | 2.468 |
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| Thailand | 0.016 | PC1 | –0.035 | 0.249 | –0.008 | –0.142 | 0.887 |
| PC2 | –0.238 | 0.332 | –0.044 | –0.718 | 0.473 | ||
| PC3 | –0.740 | 0.466 | –0.099 | –1.588 | 0.113 | ||
| PC4 | 0.273 | 0.302 | 0.053 | 0.905 | 0.366 | ||
| United States | 0.068 | PC1 | 0.687 | 0.239 | 0.118 | 2.880 |
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| PC2 | –0.312 | 0.282 | –0.045 | –1.107 | 0.269 | ||
| PC3 | –1.200 | 0.247 | –0.186 | –4.863 |
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| PC4 | 0.380 | 0.154 | 0.095 | 2.471 |
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The bold values show significant association.
Regression analysis for the factors predicting anxiety (SAI) in each country.
| Country |
| Predictor |
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| Beta |
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| Armenia | 0.301 | PC1 | 5.776 | 2.067 | 0.448 | 2.795 |
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| PC2 | 2.635 | 2.292 | 0.190 | 1.150 | 0.260 | ||
| PC3 | 0.556 | 2.123 | 0.044 | 0.262 | 0.795 | ||
| PC4 | 5.780 | 2.707 | 0.346 | 2.135 |
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| Belarus | 0.070 | PC1 | 1.047 | 0.722 | 0.080 | 1.450 | 0.148 |
| PC2 | –0.055 | 0.852 | –0.003 | –0.064 | 0.949 | ||
| PC3 | –2.614 | 0.654 | –0.218 | –3.997 |
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| PC4 | 0.796 | 0.542 | 0.078 | 1.468 | 0.143 | ||
| Brazil | 0.065 | PC1 | 3.225 | 0.833 | 0.175 | 3.871 |
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| PC2 | –0.159 | 0.767 | –0.009 | –0.207 | 0.836 | ||
| PC3 | –1.279 | 0.528 | –0.109 | –2.425 |
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| PC4 | 0.734 | 0.331 | 0.095 | 2.219 |
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| Bulgaria | 0.036 | PC1 | 1.521 | 0.611 | 0.140 | 2.490 |
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| PC2 | –0.723 | 0.845 | –0.048 | –0.856 | 0.393 | ||
| PC3 | –0.731 | 0.659 | –0.062 | –1.110 | 0.268 | ||
| PC4 | 1.062 | 0.792 | 0.075 | 1.342 | 0.181 | ||
| Canada | 0.026 | PC1 | –0.659 | 0.481 | –0.066 | –1.370 | 0.171 |
| PC2 | 0.007 | 0.509 | 0.001 | 0.015 | 0.988 | ||
| PC3 | –1.785 | 0.583 | –0.149 | –3.064 |
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| PC4 | 0.866 | 0.313 | 0.119 | 2.764 |
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| Croatia | 0.064 | PC1 | 2.772 | 0.810 | 0.203 | 3.421 |
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| PC2 | –1.449 | 1.043 | –0.084 | –1.389 | 0.166 | ||
| PC3 | –1.343 | 0.768 | –0.105 | –1.748 | 0.082 | ||
| PC4 | 0.563 | 0.966 | 0.035 | 0.583 | 0.561 | ||
| Hungary | 0.097 | PC1 | 2.502 | 0.800 | 0.199 | 3.130 |
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| PC2 | –2.567 | 1.008 | –0.161 | –2.547 |
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| PC3 | –2.038 | 0.856 | –0.152 | –2.382 |
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| PC4 | –1.374 | 0.797 | –0.108 | –1.723 | 0.086 | ||
| India | 0.128 | PC1 | 1.916 | 0.468 | 0.200 | 4.091 |
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| PC2 | –0.667 | 0.527 | –0.064 | –1.264 | 0.207 | ||
| PC3 | –1.833 | 0.547 | –0.173 | –3.351 |
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| PC4 | 1.642 | 0.483 | 0.164 | 3.401 |
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| Indonesia | 0.106 | PC1 | 2.594 | 0.390 | 0.209 | 6.656 |
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| PC2 | –0.564 | 0.435 | –0.042 | –1.296 | 0.195 | ||
| PC3 | –2.503 | 0.463 | –0.174 | –5.402 |
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| PC4 | 1.687 | 0.382 | 0.138 | 4.423 |
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| Iran | 0.011 | PC1 | –0.125 | 0.190 | –0.039 | –0.654 | 0.513 |
| PC2 | –0.146 | 0.243 | –0.035 | –0.599 | 0.549 | ||
| PC3 | –0.006 | 0.222 | –0.002 | –0.026 | 0.979 | ||
| PC4 | 0.175 | 0.112 | 0.091 | 1.564 | 0.119 | ||
| Iraq | 0.044 | PC1 | 1.120 | 0.939 | 0.097 | 1.193 | 0.235 |
| PC2 | –0.644 | 1.107 | –0.049 | –0.581 | 0.562 | ||
| PC3 | –1.410 | 0.804 | –0.149 | –1.753 | 0.082 | ||
| PC4 | 0.630 | 0.743 | 0.069 | 0.847 | 0.398 | ||
| Italy | 0.063 | PC1 | 2.219 | 0.739 | 0.187 | 3.001 |
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| PC2 | –1.172 | 0.890 | –0.083 | –1.317 | 0.189 | ||
| PC3 | –0.886 | 0.889 | –0.063 | –0.997 | 0.320 | ||
| PC4 | 0.944 | 0.574 | 0.102 | 1.646 | 0.101 | ||
| Jordan | 0.027 | PC1 | 1.116 | 0.421 | 0.128 | 2.652 |
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| PC2 | –1.153 | 0.864 | –0.066 | –1.335 | 0.183 | ||
| PC3 | –0.767 | 0.640 | –0.060 | –1.200 | 0.231 | ||
| PC4 | 1.420 | 0.965 | 0.069 | 1.471 | 0.142 | ||
| Malaysia | 0.027 | PC1 | 2.142 | 0.456 | 0.153 | 4.703 |
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| PC2 | –0.788 | 0.586 | –0.042 | –1.344 | 0.179 | ||
| PC3 | –1.040 | 0.865 | –0.039 | –1.202 | 0.229 | ||
| PC4 | 0.458 | 0.652 | 0.021 | 0.702 | 0.483 | ||
| Nigeria | 0.200 | PC1 | 2.501 | 0.459 | 0.277 | 5.443 |
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| PC2 | 3.607 | 0.766 | 0.242 | 4.709 |
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| PC3 | –2.663 | 0.540 | –0.253 | –4.934 |
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| PC4 | 1.097 | 0.650 | 0.086 | 1.687 | 0.093 | ||
| Pakistan | 0.079 | PC1 | 2.662 | 0.510 | 0.230 | 5.215 |
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| PC2 | –0.155 | 0.673 | –0.010 | –0.231 | 0.818 | ||
| PC3 | –1.570 | 0.549 | –0.129 | –2.859 |
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| PC4 | 0.430 | 0.437 | 0.043 | 0.982 | 0.326 | ||
| Romania | 0.035 | PC1 | 1.839 | 0.720 | 0.155 | 2.554 |
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| PC2 | –0.452 | 0.955 | –0.029 | –0.473 | 0.636 | ||
| PC3 | –1.555 | 0.966 | –0.100 | –1.611 | 0.108 | ||
| PC4 | 0.263 | 0.658 | 0.024 | 0.399 | 0.690 | ||
| Russia | 0.045 | PC1 | 1.075 | 0.259 | 0.097 | 4.151 |
|
| PC2 | –1.100 | 0.341 | –0.076 | –3.222 |
| ||
| PC3 | –1.378 | 0.250 | –0.127 | –5.512 |
| ||
| PC4 | 1.250 | 0.337 | 0.084 | 3.704 |
| ||
| Saudi Arabia | 0.082 | PC1 | 1.797 | 0.547 | 0.159 | 3.285 |
|
| PC2 | –1.729 | 1.005 | –0.082 | –1.721 | 0.086 | ||
| PC3 | –3.287 | 0.917 | –0.173 | –3.585 |
| ||
| PC4 | 1.309 | 0.816 | 0.077 | 1.604 | 0.109 | ||
| Turkey | 0.033 | PC1 | 0.912 | 0.141 | 0.093 | 6.457 |
|
| PC2 | –1.174 | 0.120 | –0.151 | –9.777 |
| ||
| PC3 | –0.762 | 0.113 | –0.103 | –6.733 |
| ||
| PC4 | 0.170 | 0.135 | 0.018 | 1.261 | 0.208 | ||
| Thailand | 0.028 | PC1 | 0.239 | 0.509 | 0.028 | 0.470 | 0.639 |
| PC2 | –1.855 | 0.678 | –0.166 | –2.736 |
| ||
| PC3 | 0.170 | 0.953 | 0.011 | 0.179 | 0.858 | ||
| PC4 | 0.147 | 0.617 | 0.014 | 0.238 | 0.812 | ||
| United States | 0.072 | PC1 | 1.819 | 0.610 | 0.125 | 2.984 |
|
| PC2 | –0.624 | 0.726 | –0.036 | –0.860 | 0.390 | ||
| PC3 | –3.245 | 0.626 | –0.200 | –5.181 |
| ||
| PC4 | 0.859 | 0.388 | 0.086 | 2.213 |
|
The bold values show significant association.
FIGURE 5Total confirmed cases of COVID-19 across 23 countries (WHO data).