, Inmyung Song2
1Department of Building a Digital Health, Korea Health Industry Development Institute, Cheongju, Korea
2Department of Health Administration, Kongju National University College of Nursing and Health, Gongju, Korea
Copyright © 2025 The Korean Society for Preventive Medicine
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Conflict of Interest
The authors have no conflicts of interest associated with the material presented in this paper.
Funding
None.
Acknowledgements
None.
Author Contributions
Both authors contributed equally to conceiving the study, analyzing the data, and writing this paper.
| Variables | Category | Total, n (%) | % (weighted)1 | Addicted, n (%) | Rao-Scott χ2 |
|---|---|---|---|---|---|
| Digital addiction | No | 212 239 (91.0) | 88.0 | ||
| Yes | 19 488 (8.4) | 12.0 | |||
| Sex | Male | 105 753 (45.6) | 49.5 | 9721 (9.2) | 49.6*** |
| Female | 125 976 (54.4) | 50.5 | 9767 (7.8) | ||
| Age (y) | 19-29 | 21 540 (9.3) | 15.6 | 5901 (27.4) | 3432.6*** |
| 30-39 | 24 339 (10.5) | 15.1 | 4738 (19.5) | ||
| 40-49 | 33 815 (14.6) | 18.3 | 4253 (12.6) | ||
| 50-59 | 42 752 (18.4) | 19.6 | 2579 (6.0) | ||
| 60-69 | 51 852 (22.4) | 16.5 | 1522 (2.9) | ||
| ≥70 | 57 429 (24.8) | 14.8 | 495 (0.9) | ||
| Education level | No or primary school | 50 036 (21.6) | 11.2 | 428 (0.9) | 286.2*** |
| Middle school | 24 720 (10.7) | 7.5 | 656 (2.7) | ||
| High school | 76 754 (33.1) | 35.4 | 7207 (9.4) | ||
| College or higher | 80 115 (34.6) | 45.9 | 11 196 (14.0) | ||
| Marital status | Married | 146 135 (63.1) | 60.7 | 9254 (6.3) | 6906.4*** |
| Divorced/separated/widowed | 47 261 (20.4) | 14.8 | 1510 (3.2) | ||
| Single | 38 289 (16.5) | 24.5 | 8720 (22.8) | ||
| Employment status | Self-employed | 41 781 (18.0) | 14.7 | 2578 (6.2) | 286.2*** |
| Salaried | 97 671 (42.2) | 49.1 | 10 442 (10.7) | ||
| Economically inactive | 92 251 (39.8) | 36.2 | 6467 (7.0) | ||
| Perceived stress | Stressed | 52 094 (22.5) | 24.6 | 6399 (12.3) | 668.1*** |
| Not stressed | 179 592 (77.5) | 75.4 | 13 089 (7.3) | ||
| Depression | No | 222 324 (96.2) | 96.0 | 18 114 (8.1) | 522.2*** |
| Yes | 8801 (3.8) | 4.0 | 1346 (15.3) | ||
| Exercise | No | 179 582 (77.5) | 76.8 | 14 393 (8.0) | 80.2*** |
| Yes | 52 121 (22.5) | 23.2 | 5093 (9.8) | ||
| Regular walking | No | 122 056 (52.7) | 48.3 | 9913 (8.1) | 0.5*** |
| Yes | 109 653 (47.3) | 51.7 | 9574 (8.7) |
| Variables | Category | Total, n (%) | % (weighted) |
Addicted, n (%) | Rao-Scott χ2 |
|---|---|---|---|---|---|
| Digital addiction | No | 212 239 (91.0) | 88.0 | ||
| Yes | 19 488 (8.4) | 12.0 | |||
| Sex | Male | 105 753 (45.6) | 49.5 | 9721 (9.2) | 49.6 |
| Female | 125 976 (54.4) | 50.5 | 9767 (7.8) | ||
| Age (y) | 19-29 | 21 540 (9.3) | 15.6 | 5901 (27.4) | 3432.6 |
| 30-39 | 24 339 (10.5) | 15.1 | 4738 (19.5) | ||
| 40-49 | 33 815 (14.6) | 18.3 | 4253 (12.6) | ||
| 50-59 | 42 752 (18.4) | 19.6 | 2579 (6.0) | ||
| 60-69 | 51 852 (22.4) | 16.5 | 1522 (2.9) | ||
| ≥70 | 57 429 (24.8) | 14.8 | 495 (0.9) | ||
| Education level | No or primary school | 50 036 (21.6) | 11.2 | 428 (0.9) | 286.2 |
| Middle school | 24 720 (10.7) | 7.5 | 656 (2.7) | ||
| High school | 76 754 (33.1) | 35.4 | 7207 (9.4) | ||
| College or higher | 80 115 (34.6) | 45.9 | 11 196 (14.0) | ||
| Marital status | Married | 146 135 (63.1) | 60.7 | 9254 (6.3) | 6906.4 |
| Divorced/separated/widowed | 47 261 (20.4) | 14.8 | 1510 (3.2) | ||
| Single | 38 289 (16.5) | 24.5 | 8720 (22.8) | ||
| Employment status | Self-employed | 41 781 (18.0) | 14.7 | 2578 (6.2) | 286.2 |
| Salaried | 97 671 (42.2) | 49.1 | 10 442 (10.7) | ||
| Economically inactive | 92 251 (39.8) | 36.2 | 6467 (7.0) | ||
| Perceived stress | Stressed | 52 094 (22.5) | 24.6 | 6399 (12.3) | 668.1 |
| Not stressed | 179 592 (77.5) | 75.4 | 13 089 (7.3) | ||
| Depression | No | 222 324 (96.2) | 96.0 | 18 114 (8.1) | 522.2 |
| Yes | 8801 (3.8) | 4.0 | 1346 (15.3) | ||
| Exercise | No | 179 582 (77.5) | 76.8 | 14 393 (8.0) | 80.2 |
| Yes | 52 121 (22.5) | 23.2 | 5093 (9.8) | ||
| Regular walking | No | 122 056 (52.7) | 48.3 | 9913 (8.1) | 0.5 |
| Yes | 109 653 (47.3) | 51.7 | 9574 (8.7) |
| Variables | Category | Model 1 | p-value | Model 2 | p-value | Model 3 | p-value |
|---|---|---|---|---|---|---|---|
| Sex | Male | 1.09 (1.04, 1.13) | <0.001 | 1.08 (1.04, 1.12) | <0.001 | 1.09 (1.04, 1.13) | <0.001 |
| Female | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | ||||
| Age (y) | 19-29 | 16.97 (14.65, 19.67) | <0.001 | 16.87 (14.56, 19.55) | <0.001 | 16.94 (14.62, 19.64) | <0.001 |
| 30-39 | 12.82 (11.11, 14.79) | <0.001 | 12.73 (11.03, 14.68) | <0.001 | 12.77 (11.07, 14.74) | <0.001 | |
| 40-49 | 8.72 (7.57, 10.04) | <0.001 | 8.66 (7.52, 9.97) | <0.001 | 8.68 (7.53, 10.00) | <0.001 | |
| 50-59 | 4.55 (3.95, 5.25) | <0.001 | 4.53 (3.93, 5.22) | <0.001 | 4.54 (3.94, 5.23) | <0.001 | |
| 60-69 | 2.50 (2.18, 2.87) | <0.001 | 2.50 (2.17, 2.87) | <0.001 | 2.50 (2.18, 2.87) | <0.001 | |
| ≥70 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | ||||
| Education level | No or primary school | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | |||
| Middle school | 1.66 (1.40, 1.98) | <0.001 | 1.67 (1.40, 1.99) | <0.001 | 1.67 (1.40, 1.99) | <0.001 | |
| High school | 2.27 (1.95, 2.65) | <0.001 | 2.28 (1.95, 2.66) | <0.001 | 2.28 (1.96, 2.67) | <0.001 | |
| College or higher | 2.76 (2.36, 3.22) | <0.001 | 2.77 (2.37, 3.24) | <0.001 | 2.77 (2.37, 3.24) | <0.001 | |
| Marital status | Married | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | |||
| Divorced/separated/widowed | 0.97 (0.90, 1.05) | 0.438 | 0.97 (0.90, 1.05) | 0.438 | 0.97 (0.90, 1.05) | 0.441 | |
| Single | 1.42 (1.35, 1.50) | <0.001 | 1.42 (1.35, 1.50) | <0.001 | 1.42 (1.35, 1.50) | <0.001 | |
| Employment status | Self-employed | 1.06 (1.00, 1.12) | 0.050 | 1.05 (0.99, 1.12) | 0.078 | 1.05 (1.00, 1.12) | 0.074 |
| Salaried | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | ||||
| Economically inactive | 1.34 (1.28, 1.40) | <0.001 | 1.34 (1.28, 1.40) | <0.001 | 1.34 (1.28, 1.40) | <0.001 | |
| Perceived stress | Stressed | 1.34 (1.29, 1.40) | <0.001 | 1.34 (1.29, 1.40) | <0.001 | 1.34 (1.29, 1.40) | <0.001 |
| Not stressed | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | ||||
| Depression | No | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | |||
| Yes | 2.04 (1.88, 2.21) | <0.001 | 2.03 (1.87, 2.21) | <0.001 | 2.03 (1.87, 2.20) | <0.001 | |
| Exercise | No | 1.00 (reference) | - | 1.00 (reference) | |||
| Yes | 0.96 (0.92, 1.00) | 0.045 | - | 0.97 (0.93, 1.01) | 0.135 | ||
| Regular walking | No | - | 1.00 (reference) | 1.00 (reference) | |||
| Yes | - | 0.93 (0.90, 0.97) | <0.001 | 0.94 (0.90, 0.97) | 0.001 | ||
| -2 Log L | 27 357 385 | 27 354 445 | 27 352 257 |
| Variables | Category | Age (y) |
|||||
|---|---|---|---|---|---|---|---|
| 19-39 | p-value | 40-59 | p-value | ≥60 | p-value | ||
| Sex | Male | 1.02 (0.97, 1.07) | 0.534 | 1.07 (1.00, 1.13) | 0.048 | 0.90 (0.80, 1.01) | 0.065 |
| Female | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | ||||
| Education level | No or primary school | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | |||
| Middle school | 1.38 (0.75, 2.54) | 0.306 | 1.03 (0.71, 1.50) | 0.890 | 2.20 (1.81, 2.66) | <0.001 | |
| High school | 1.45 (0.82, 2.56) | 0.203 | 1.72 (1.25, 2.37) | 0.001 | 3.04 (2.56, 3.61) | <0.001 | |
| College or higher | 1.40 (0.79, 2.48) | 0.246 | 3.01 (2.19, 4.15) | <0.001 | 5.16 (4.28, 6.22) | <0.001 | |
| Marital status | Married | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | |||
| Divorced/separated/widowed | 0.82 (0.64, 1.03) | 0.089 | 0.95 (0.87, 1.05) | 0.320 | 0.91 (0.80, 1.04) | 0.185 | |
| Single | 1.62 (1.53, 1.72) | <0.001 | 1.56 (1.43, 1.70) | <0.001 | 1.33 (0.92, 1.92) | 0.125 | |
| Employment status | Self-employed | 1.11 (1.01, 1.22) | 0.033 | 0.95 (0.88, 1.03) | 0.205 | 0.77 (0.65, 0.92) | 0.003 |
| Salaried | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | ||||
| Economically inactive | 1.43 (1.35, 1.51) | <0.001 | 1.16 (1.07, 1.25) | 0.000 | 0.79 (0.69, 0.90) | 0.000 | |
| Perceived stress | Stressed | 1.27 (1.20, 1.35) | <0.001 | 1.45 (1.36, 1.55) | <0.001 | 1.56 (1.36, 1.78) | <0.001 |
| Not stressed | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | ||||
| Depression | No | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | |||
| Yes | 2.08 (1.87, 2.32) | <0.001 | 2.16 (1.88, 2.48) | <0.001 | 1.50 (1.18, 1.92) | 0.001 | |
| Exercise | No | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | |||
| Yes | 0.97 (0.92, 1.03) | 0.366 | 0.98 (0.92, 1.06) | 0.629 | 1.03 (0.90, 1.19) | 0.664 | |
| Regular walking | No | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | |||
| Yes | 0.96 (0.91, 1.01) | 0.099 | 0.89 (0.84, 0.95) | <0.001 | 0.98 (0.88, 1.10) | 0.741 | |
| No. of observations | 45 161 | 75 312 | 107 343 | ||||
| -2 Log L | 14 303 552 | 10 289 865 | 2 850 746 | ||||
The % (weighted) represents the population estimate that was adjusted by applying sampling weights from the Community Health Survey data.
Values are presented as odds ratio (95% confidence interval).
Values are presented as odds ratio (95% confidence interval).