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1Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Korea
2Department of Public Health, Yonsei University Graduate School, Seoul, Korea
3Department of Epidemiology, Harvard University T. H. Chan School of Public Health, Boston, MA, USA
4College of Communication, Yonsei University, Seoul, Korea
©2021, Korean Society of Epidemiology
This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONFLICT OF INTEREST
The authors have no conflicts of interest to declare for this study.
Funding
This work was supported by the Basic Science Research Program through the National Research Foundation of Korea funded by the Ministry of Science, ICT & Future Planning (grant No. 2020 R1C1C1003502).
AUTHOR CONTRIBUTIONS
Conceptualization: KK, SJJ. Data curation: KK, JY, YJJ, YJL, YL, SJJ. Formal analysis: KK, SJJ. Funding acquisition: SJJ. Methodology: KK, YJJ, SJJ. Project administration: KK, JY, YJJ, YJL, YL. Visualization: KK, SJJ. Writing-original draft: KK, SJJ. Writing-review & editing: KK, JY, YJJ, YJL, YL, HCK, KK, YCK, SJJ.
Values are presented as odds ratio (95% confidence interval).
COVID-19, coronavirus disease 2019; KRW, Korean won; BDI-II, Beck Depression Inventory-II; PHQ-9, Patient Health Questionnaire; GAD-7, Generalized Anxiety Disorder-7; PCL-5, Post-traumatic Stress Disorder Checklist-5.
1 All models were adjusted for age, household income, education level, drinking status, smoking status, comorbidities, baseline depressive symptoms, size of social network, and mean network closeness.
Time spent seeking information |
Implementing prevention behaviours1 |
|||||||
---|---|---|---|---|---|---|---|---|
Recommended by government officials |
Not recommended by government officials |
|||||||
Wearing face masks | Refraining from going out | Purchasing sanitary supplies | Avoiding public transportation | Hoarding food and daily necessities | Trying alternative remedies | |||
Men (n=673) | ||||||||
Direct effect | 0.103 (-0.147, 0.353) | 0.102 (-0.017, 0.220) | 0.231 (0.018, 0.444) | 0.048 (-0.031, 0.128) | 0.100 (0.015, 0.185) | 0.079 (0.001, 0.156) | ||
Indirect effect | ||||||||
Depressive symptoms | 0.011 (-0.024, 0.062) | -0.001 (-0.021, 0.020) | -0.017 (-0.045, 0.003) | -0.007 (-0.026, 0.008) | 0.012 (-0.005, 0.034) | -0.013 (-0.035, 0.002) | ||
Anxiety | -0.019 (-0.085, 0.056) | -0.006 (-0.038, 0.028) | 0.038 (0.002, 0.095) | 0.001 (-0.023, 0.028) | 0.029 (0.002, 0.068) | 0.009 (-0.016, 0.036) | ||
Post-traumatic stress symptoms | -0.028 (-0.098, 0.023) | -0.002 (-0.034, 0.028) | -0.013 (-0.052, 0.021) | 0.000 (-0.024, 0.023) | -0.019 (-0.056, 0.005) | 0.011 (-0.011, 0.040) | ||
Fear of COVID-19 | 0.085 (0.031, 0.184) | 0.034 (0.009, 0.068) | 0.033 (0.003, 0.074) | 0.020 (0.000, 0.044) | 0.016 (-0.008, 0.047) | 0.024 (0.004, 0.053) | ||
Women (n=1,228) | ||||||||
Direct effect | -0.099 (-0.212, 0.014) | 0.113 (0.013, 0.213) | 0.063 (-0.044, 0.171) | 0.062 (0.002, 0.122) | 0.059 (-0.002, 0.120) | 0.094 (0.036, 0.152) | ||
Indirect effect | ||||||||
Depressive symptoms | -0.022 (-0.079, 0.028) | -0.002 (-0.030, 0.027) | -0.004 (-0.031, 0.023) | -0.003 (-0.021, 0.014) | 0.011 (-0.009, 0.032) | -0.012 (-0.034, 0.004) | ||
Anxiety | 0.055 (-0.032, 0.186) | 0.001 (-0.030, 0.037) | -0.036 (-0.074, -0.002) | 0.003 (-0.018, 0.025) | -0.002 (-0.027, 0.020) | 0.010 (-0.012, 0.033) | ||
Post-traumatic stress symptoms | 0.005 (-0.076, 0.101) | 0.024 (-0.004, 0.059) | 0.006 (-0.022, 0.041) | -0.009 (-0.032, 0.010) | 0.008 (-0.014, 0.032) | 0.018 (-0.011, 0.042) | ||
Fear of COVID-19 | 0.043 (-0.008, 0.103) | 0.052 (0.030, 0.080) | 0.056 (0.030, 0.091) | 0.031 (0.015, 0.051) | 0.051 (0.029, 0.792) | 0.009 (-0.008, 0.027) |
Values are presented as effect size (95% confidence interval).
COVID-19, coronavirus disease 2019.
1 All effect sizes and their confidence intervals were estimated using the PROCESS macro in SAS by Andrew F. Hayes, conducting 5,000 simulations each for bootstrapping. All models were adjusted for age, household income, education level, drinking status, smoking status, comorbidities, baseline depressive symptoms, size of social network, and mean network closeness.
Characteristics | Men (n=673) |
Women (n=1,228) |
|||||
---|---|---|---|---|---|---|---|
≤80 min/wk (n=354) | >80 min/wk (n=339) | p-value | ≤80 min/wk (n=613) | >80 min/wk (n=615) | p-value | ||
Age (yr) | 50.46±10.22 | 50.85±9.76 | 0.620 | 50.65±9.19 | 51.23±8.69 | 0.253 | |
Household income, percentile (106 KRW/yr) | 0.524 | 0.985 | |||||
<25 (<45.0) | 74 (22.2) | 66 (19.5) | 168 (27.2) | 171 (28.0) | |||
25-50 (45.1-60.0) | 126 (37.7) | 124 (36.6) | 214 (34.7) | 206 (33.7) | |||
50-75 (60.1-92.4) | 61 (18.3) | 59 (17.4) | 108 (17.2) | 107 (17.5) | |||
≥75 (≥92.5) | 73 (21.9) | 90 (26.5) | 127 (20.6) | 127 (20.8) | |||
Education level (yr) | 0.752 | 0.522 | |||||
Primary or lower (≤6) | 5 (1.5) | 3 (0.9) | 20 (3.2) | 23 (3.8) | |||
Secondary (7-12) | 105 (31.4) | 105 (31.0) | 298 (48.3) | 276 (45.2) | |||
Tertiary or higher (≥13) | 224 (67.1) | 231 (68.1) | 299 (48.5) | 312 (51.1) | |||
Charlson comorbidity index | 0.692 | 0.204 | |||||
0 | 126 (37.7) | 115 (33.9) | 246 (39.9) | 224 (36.7) | |||
1 | 94 (28.1) | 110 (32.4) | 234 (37.9) | 251 (41.1) | |||
2 | 85 (25.4) | 86 (25.4) | 103 (16.7) | 101 (16.5) | |||
3 | 26 (7.8) | 23 (6.8) | 21 (3.4) | 29 (4.7) | |||
4 | 3 (0.9) | 4 (1.2) | 12 (1.9) | 4 (0.6) | |||
5 | 0 (0.0) | 1 (0.3) | 1 (0.2) | 2 (0.3) | |||
Smoking status | 0.915 | 0.334 | |||||
Non-smokers | 94 (28.1) | 91 (26.8) | 575 (93.2) | 574 (93.9) | |||
Ex-smokers | 151 (45.2) | 154 (45.4) | 28 (4.5) | 19 (3.1) | |||
Current smokers | 89 (26.6) | 94 (27.7) | 14 (2.3) | 18 (2.9) | |||
Drinking status | 0.962 | 0.351 | |||||
Non-drinkers | 30 (8.5) | 30 (8.8) | 174 (28.2) | 161 (26.3) | |||
Ex-drinkers | 23 (6.5) | 22 (6.5) | 18 (2.9) | 28 (4.6) | |||
Light drinkers (men: ≤14 servings/wk; women: ≤7 servings/wk) | 111 (31.4) | 111 (32.7) | 160 (25.9) | 170 (27.8) | |||
Heavy drinkers (men: >14 servings/wk; women: >7 servings/wk) | 190 (53.7) | 176 (51.9) | 265 (42.9) | 252 (41.2) | |||
Psychological health status | |||||||
Baseline depression measured by BDI-II | 8.17±6.2 | 8.15±6.14 | 0.970 | 9.71±6.32 | 9.69±6.4 | 0.944 | |
Depressive symptoms during the pandemic measured by PHQ-9 | 11.16±3.1 | 12.51±4.22 | <0.001 | 10.99±3.08 | 12.36±4.2 | <0.001 | |
Anxiety measured by GAD-7 | 3.29±4.1 | 5.32±4.71 | <0.001 | 3.23±3.83 | 5.11±4.7 | <0.001 | |
Posttraumatic stress symptoms measured by PCL-5 | 7.94±7.0 | 12.67±11.52 | <0.001 | 8.22±9.21 | 12.45±11.1 | <0.001 | |
Source of information | |||||||
Mass media (including Internet-based newspapers) | 310 (92.8) | 329 (97.0) | 0.020 | 571 (92.5) | 591 (96.7) | 0.002 | |
Government organisations (including webpages, posters, and leaflets) | 169 (47.7) | 201 (59.3) | 0.002 | 313 (47.0) | 362 (59.2) | <0.001 | |
Medical personnel or institutions (including webpages) | 61 (18.3) | 95 (28.0) | 0.004 | 105 (17.0) | 144 (23.6) | 0.005 | |
Portal sites and Internet media (including YouTube) | 218 (65.3) | 222 (65.5) | >0.999 | 392 (63.5) | 438 (71.7) | 0.003 | |
Other non-expert acquaintances | 81 (24.2) | 106 (31.3) | 0.052 | 166 (26.9) | 216 (35.3) | 0.002 | |
Prevention behaviours recommended by government officials | |||||||
Wearing face masks | 313 (93.7) | 328 (96.8) | 0.094 | 590 (95.6) | 593 (97.0) | 0.237 | |
Purchasing sanitary supplies | 288 (86.2) | 315 (92.9) | 0.007 | 534 (86.5) | 558 (91.3) | 0.010 | |
Refraining from going out | 246 (73.6) | 285 (84.1) | 0.001 | 450 (72.9) | 534 (87.4) | <0.001 | |
Avoiding public transportation | 174 (52.1) | 208 (54.4) | 0.019 | 300 (48.6) | 357 (58.4) | <0.001 | |
Prevention behaviours not recommended by government officials | |||||||
Trying unvalidated alternative remedies | 109 (32.6) | 142 (56.6) | 0.016 | 175 (28.4) | 257 (42.1) | <0.001 | |
Hoarding foods and daily necessities | 43 (12.9) | 80 (23.6) | 0.001 | 97 (15.7) | 155 (25.4) | <0.001 |
Variables | Recommended by government officials |
Not recommended by government officials |
||||||
---|---|---|---|---|---|---|---|---|
Wearing face masks | Purchasing sanitary supplies | Refraining from going out | Avoiding public transportation | Trying unvalidated alternative remedies | Hoarding food and daily necessities | |||
Men (n=673) | ||||||||
Participants who adopted the behaviour, n (%) | 641 (95.2) | 603 (89.6) | 531 (78.9) | 382 (56.8) | 251 (37.3) | 123 (18.3) | ||
Time spent seeking COVID-19-related information | 1.05 (0.85, 1.31) | 1.21 (0.99, 1.49) | 1.09 (0.97, 1.22) | 1.05 (0.97, 1.13) | 1.08 (1.00, 1.17) | 1.12 (1.03, 1.22) | ||
Source of information | ||||||||
Mass media (including Internet-based newspapers) | 3.19 (0.87, 11.76) | 1.65 (0.61, 4.45) | 1.41 (0.62, 3.21) | 2.13 (1.00, 4.54) | 1.21 (0.54, 2.73) | 1.13 (0.42, 3.05) | ||
Government organisations (including webpages, posters, and leaflets) | 2.32 (0.91, 5.92) | 1.35 (0.76, 2.40) | 1.25 (0.82, 1.92) | 1.99 (1.39, 2.85) | 1.10 (0.76, 1.61) | 1.10 (0.68, 1.78) | ||
Medical personnel or medical institutions (including webpages) | 3.70 (0.74, 18.46) | 1.25 (0.60, 2.63) | 1.72 (0.98, 3.01) | 1.03 (0.68, 1.57) | 0.95 (0.62, 1.45) | 2.18 (1.33, 3.58) | ||
Other Internet-based media (including search engines and YouTube) | 1.74 (0.78, 3.91) | 1.46 (0.85, 2.52) | 1.45 (0.97, 2.17) | 0.98 (0.69, 1.39) | 1.32 (0.92, 1.91) | 1.20 (0.74, 1.92) | ||
Other non-expert acquaintances | 4.45 (0.96, 20.64) | 1.92 (0.95, 3.91) | 1.12 (0.70, 1.80) | 0.78 (0.54, 1.13) | 1.85 (1.27, 2.70) | 1.08 (0.67, 1.73) | ||
Depression measured by PHQ-9 | 1.04 (0.89, 1.20) | 0.94 (0.86, 1.03) | 1.00 (0.94, 1.07) | 0.98 (0.93, 1.04) | 0.85 (0.90, 1.01) | 1.06 (0.99, 1.13) | ||
Anxiety measured by GAD-7 | 0.99 (0.86, 1.14) | 1.11 (1.00, 1.24) | 0.99 (0.92, 1.06) | 1.00 (0.95, 1.06) | 1.03 (0.97, 1.09) | 1.07 (1.00, 1.15) | ||
Post-traumatic stress symptoms measured by PCL-5 | 0.96 (0.90, 1.02) | 0.97 (0.93, 1.02) | 1.00 (0.97, 1.03) | 1.00 (0.97, 1.03) | 1.01 (0.99, 1.04) | 0.97 (0.94, 1.00) | ||
Fear of COVID-19 | 1.86 (1.32, 2.63) | 1.24 (1.00, 1.53) | 1.27 (1.08, 1.50) | 1.14 (1.00, 1.30) | 1.18 (1.03, 1.35) | 1.08 (0.91, 1.29) | ||
Women (n=1,228) | ||||||||
Participants who adopted the behaviour, n (%) | 1,183 (96.3) | 1,092 (88.9) | 984 (80.1) | 657 (53.5) | 432 (35.2) | 252 (20.5) | ||
Time spent seeking COVID-19-related information | 0.90 (0.80, 1.00) | 1.05 (0.95, 1.16) | 1.12 (1.01, 1.24) | 1.07 (1.00, 1.13) | 1.09 (1.03, 1.16) | 1.06 (1.00, 1.13) | ||
Source of information | ||||||||
Mass media (including Internet-based newspapers) | 2.01 (0.63, 6.41) | 1.79 (0.87, 3.69) | 0.72 (0.36, 1.45) | 1.61 (0.95, 2.72) | 1.29 (0.72, 2.30) | 1.08 (0.55, 2.10) | ||
Government organisations (including webpages, posters, and leaflets) | 2.10 (1.02, 4.30) | 2.04 (1.35, 3.07) | 1.46 (1.06, 2.01) | 1.34 (1.04, 1.73) | 1.32 (1.01, 1.73) | 0.81 (0.58, 1.12) | ||
Medical personnel or institutions (including webpages) | 1.14 (0.41, 3.21) | 1.36 (0.75, 2.48) | 1.58 (1.01, 2.45) | 0.92 (0.68, 1.26) | 1.14 (0.83, 1.56) | 1.63 (1.14, 2.34) | ||
Portal sites and Internet media (including YouTube) | 3.09 (1.59, 6.03) | 2.26 (1.54, 3.33) | 1.49 (1.09, 2.04) | 1.60 (1.23, 2.07) | 1.11 (0.85, 1.46) | 2.37 (1.65, 3.43) | ||
Other non-expert acquaintances | 2.35 (0.95, 5.83) | 1.07 (0.69, 1.65) | 0.96 (0.68, 1.35) | 0.94 (0.72, 1.22) | 1.73 (1.32, 2.25) | 0.99 (0.71, 1.37) | ||
Depression measured by PHQ-9 | 0.94 (0.83, 1.07) | 0.98 (0.92, 1.06) | 1.00 (0.94, 1.06) | 0.99 (0.94, 1.03) | 0.98 (0.93, 1.02) | 1.02 (0.97, 1.07) | ||
Anxiety measured by GAD-7 | 1.12 (0.97, 1.30) | 0.93 (0.87, 1.00) | 1.01 (0.95, 1.07) | 1.02 (0.97, 1.06) | 1.02 (0.98, 1.07) | 1.00 (0.95, 1.06) | ||
Posttraumatic stress symptoms measured by PCL-5 | 1.00 (0.95, 1.07) | 1.01 (0.98, 1.04) | 1.03 (1.00, 1.05) | 0.99 (0.97, 1.01) | 1.02 (1.00, 1.04) | 1.01 (0.99, 1.03) | ||
Fear of COVID-19 | 1.24 (0.96, 1.60) | 1.36 (1.17, 1.58) | 1.35 (1.20, 1.52) | 1.19 (1.08, 1.31) | 1.03 (0.93, 1.14) | 1.34 (1.19, 1.52) |
Time spent seeking information | Implementing prevention behaviours |
|||||||
---|---|---|---|---|---|---|---|---|
Recommended by government officials |
Not recommended by government officials |
|||||||
Wearing face masks | Refraining from going out | Purchasing sanitary supplies | Avoiding public transportation | Hoarding food and daily necessities | Trying alternative remedies | |||
Men (n=673) | ||||||||
Direct effect | 0.103 (-0.147, 0.353) | 0.102 (-0.017, 0.220) | 0.231 (0.018, 0.444) | 0.048 (-0.031, 0.128) | 0.100 (0.015, 0.185) | 0.079 (0.001, 0.156) | ||
Indirect effect | ||||||||
Depressive symptoms | 0.011 (-0.024, 0.062) | -0.001 (-0.021, 0.020) | -0.017 (-0.045, 0.003) | -0.007 (-0.026, 0.008) | 0.012 (-0.005, 0.034) | -0.013 (-0.035, 0.002) | ||
Anxiety | -0.019 (-0.085, 0.056) | -0.006 (-0.038, 0.028) | 0.038 (0.002, 0.095) | 0.001 (-0.023, 0.028) | 0.029 (0.002, 0.068) | 0.009 (-0.016, 0.036) | ||
Post-traumatic stress symptoms | -0.028 (-0.098, 0.023) | -0.002 (-0.034, 0.028) | -0.013 (-0.052, 0.021) | 0.000 (-0.024, 0.023) | -0.019 (-0.056, 0.005) | 0.011 (-0.011, 0.040) | ||
Fear of COVID-19 | 0.085 (0.031, 0.184) | 0.034 (0.009, 0.068) | 0.033 (0.003, 0.074) | 0.020 (0.000, 0.044) | 0.016 (-0.008, 0.047) | 0.024 (0.004, 0.053) | ||
Women (n=1,228) | ||||||||
Direct effect | -0.099 (-0.212, 0.014) | 0.113 (0.013, 0.213) | 0.063 (-0.044, 0.171) | 0.062 (0.002, 0.122) | 0.059 (-0.002, 0.120) | 0.094 (0.036, 0.152) | ||
Indirect effect | ||||||||
Depressive symptoms | -0.022 (-0.079, 0.028) | -0.002 (-0.030, 0.027) | -0.004 (-0.031, 0.023) | -0.003 (-0.021, 0.014) | 0.011 (-0.009, 0.032) | -0.012 (-0.034, 0.004) | ||
Anxiety | 0.055 (-0.032, 0.186) | 0.001 (-0.030, 0.037) | -0.036 (-0.074, -0.002) | 0.003 (-0.018, 0.025) | -0.002 (-0.027, 0.020) | 0.010 (-0.012, 0.033) | ||
Post-traumatic stress symptoms | 0.005 (-0.076, 0.101) | 0.024 (-0.004, 0.059) | 0.006 (-0.022, 0.041) | -0.009 (-0.032, 0.010) | 0.008 (-0.014, 0.032) | 0.018 (-0.011, 0.042) | ||
Fear of COVID-19 | 0.043 (-0.008, 0.103) | 0.052 (0.030, 0.080) | 0.056 (0.030, 0.091) | 0.031 (0.015, 0.051) | 0.051 (0.029, 0.792) | 0.009 (-0.008, 0.027) |
Values are presented as mean±standard deviation or number (%). KRW, Korean won; BDI-II, Beck Depression Inventory-II; PHQ-9, Patient Health Questionnaire-9; GAD-7, Generalized Anxiety Disorder-7; PCL-5, Post-traumatic Stress Disorder Checklist-5.
Values are presented as odds ratio (95% confidence interval). COVID-19, coronavirus disease 2019; KRW, Korean won; BDI-II, Beck Depression Inventory-II; PHQ-9, Patient Health Questionnaire; GAD-7, Generalized Anxiety Disorder-7; PCL-5, Post-traumatic Stress Disorder Checklist-5. All models were adjusted for age, household income, education level, drinking status, smoking status, comorbidities, baseline depressive symptoms, size of social network, and mean network closeness.
Values are presented as effect size (95% confidence interval). COVID-19, coronavirus disease 2019. All effect sizes and their confidence intervals were estimated using the PROCESS macro in SAS by Andrew F. Hayes, conducting 5,000 simulations each for bootstrapping. All models were adjusted for age, household income, education level, drinking status, smoking status, comorbidities, baseline depressive symptoms, size of social network, and mean network closeness.