Psychiatry Investig > Volume 21(3); 2024 > Article |
|
Availability of Data and Material
The data from this study cannot be made publicly available to protect participants’ privacy. Inquiries about the data can be referred to the corresponding author.
Conflicts of Interest
The authors have no potential conflicts of interest to disclose.
Author Contributions
Conceptualization: Soo-Young Bhang, JongSerl Chun. Formal analysis: Jiyoung Yoon. Methodology: Soo-Young Bhang, JongSerl Chun. Validation: Soo-Young Bhang, JongSerl Chun. Writing—original draft: Jiyoung Yoon. Writing—review & editing: all authors.
Funding Statement
None
Latent profile models |
||||||
---|---|---|---|---|---|---|
2 | 3 | 4 | 5 | 6 | ||
AIC | 91720.004 | 89091.903 | 88208.577 | 87726.014 | 87173.933 | |
BIC | 91942.739 | 89392.595 | 88587.227 | 88182.621 | 87708.497 | |
SABIC | 91815.658 | 89221.036 | 88371.189 | 87922.105 | 87403.503 | |
LMRLRT* | 0.000 | 0.000 | 0.000 | 0.001 | 0.008 | |
BLRT* | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | |
Entropy | 0.873 | 0.907 | 0.870 | 0.890 | 0.895 | |
Model |
Percentage (%) by class |
|||||
Class 1 | Class 2 | Class 3 | Class 4 | Class 5 | Class 6 | |
2 Profiles | 40.3 | 59.7 | ||||
3 Profiles | 12.4 | 49.3 | 38.3 | |||
4 Profiles | 9.3 | 27.5 | 28.5 | 34.7 | ||
5 Profiles | 9.5 | 28.3 | 5.0 | 29.8 | 27.5 | |
6 Profiles | 8.5 | 24.1 | 29.6 | 5.3 | 4.8 | 27.7 |
Low perception-informal resources (N=241) | Moderate perception-resources unclear (N=954) | High perception-professional resources (N=741) | F/χ2 | |
---|---|---|---|---|
Demographics | ||||
Sex | 21.510*** | |||
Male | 159 (66.0) | 476 (49.9) | 372 (50.2) | |
Female | 82 (34.0) | 478 (50.1) | 369 (49.8) | |
Age | 16.83±1.46‡ | 16.74±1.44‡ | 16.46±1.50§ | 9.856*** |
Socioeconomic (FAS, N=1,903) | 16.509** | |||
High | 140 (58.8) | 547 (58.2) | 447 (61.6) | |
Moderate | 96 (40.3) | 338 (36.0) | 255 (35.2) | |
Low | 2 (0.9) | 55 (5.8) | 23 (3.2) | |
Internet usage time | ||||
Enter-tainment time | ||||
Week (N=1,925) | 263.50±217.78 | 250.90±183.06 | 246.65±192.46 | 0.577 |
Weekend (N=1,922) | 355.96±253.45 | 328.55±217.00 | 333.14±127.00 | 1.163 |
E-learning (N=1,917) | ||||
Week† (Mean Rank) | 31.07±62.39 (876.61)‡ | 40.25±66.56 (982.34)§ | 40.51±75.43 (955.20)ǁ | 8.257*† |
Weekend | 38.38±80.21 | 41.15±68.33 | 42.46±70.35 | 0.302 |
Prevention education (N=1,907) | 8.428* | |||
No | 56 (23.6) | 158 (16.8) | 154 (21.2) | |
Yes | 181 (76.4) | 785 (83.2) | 573 (78.8) | |
MHP (N=1,932) | ||||
YPSC-17 score | 6.70±6.02‡ | 5.70±5.04§ | 5.36±5.31§ | 4.794** |
MHP risk | 32 (13.3) | 75 (7.9) | 56 (7.6) | 8.402* |
Attention | 22 (9.1) | 50 (5.3) | 45 (6.1) | 5.082 |
Internalizing | 61 (25.3) | 162 (17.0) | 123 (16.6) | 10.302** |
Externalizing | 5 (2.1) | 7 (0.9) | 15 (1.6) | 2.109 |
IGD vignette recognition | 5.749 | |||
Correct | 77 (32.0) | 334 (35.0) | 292 (39.4) | |
Incorrect | 164 (68.0) | 620 (65.0) | 449 (60.6) | |
PSU (N=1,934) | ||||
S-scale score | 17.49±6.04‡ | 17.44±5.36‡ | 16.51±5.41§ | 6.761** |
PSU Level | 12.161* | |||
Low risk | 41 (17.0) | 162 (17.0) | 110 (14.9) | |
High risk | 6 (2.5) | 9 (0.5) | 2 (0.3) | |
IGD (N=1,924) | ||||
IGUESS score | 3.44±4.09‡ | 2.70±3.26§ | 2.41±3.25§ | 6.626** |
IGD Level | 3.353 | |||
High risk | 18 (7.5) | 43 (4.5) | 39 (5.3) |
Values are presented as mean±SD or N (%) unless otherwise indicated. All continuous variables except for “e-learning time on weekdays” satisfy normality with skewness of 3 or less and kurtosis of 10 or less.
† Kruskal-Wallis Test, a non-parametric test method. The mean rank values are presented in parentheses. Post-hoc analysis was performed with the Mann-Whitney U Test;
High perception - prefer professional resources |
Low perception - prefer informal resources |
||||||||
---|---|---|---|---|---|---|---|---|---|
Low perception - prefer informal resources |
Moderate perception - preferred resources unclear |
Moderate perception - preferred resources unclear |
|||||||
B | OR | 95% CI | B | OR | 95% CI | B | OR | 95% CI | |
Age | 0.181 | 1.198** | 1.08-1.33 | 0.144 | 1.154*** | 1.08-1.24 | -0.037 | 0.964 | 0.87-1.07 |
Sex (male)† | 0.649 | 1.913*** | 1.39-2.63 | 0.013 | 1.013 | 0.83-1.24 | -0.636 | 0.530*** | 0.39-0.72 |
Socioeconomic (FAS)‡ | |||||||||
Low | -1.310 | 0.270 | 0.06-1.17 | 0.639 | 1.895* | 1.14-3.15 | 1.950 | 7.026** | 1.69-29.30 |
Moderate | 0.032 | 1.033 | 0.75-1.42 | 0.052 | 1.054 | 0.85-1.30 | 0.020 | 1.021 | 0.75-1.39 |
E-learning time§ | |||||||||
Weekdays | -0.270 | 0.763 | 0.58-1.01 | 0.026 | 1.027 | 0.88-1.20 | 0.296 | 1.345* | 1.02-1.78 |
Weekend days | 0.082 | 1.086 | 0.85-1.39 | -0.071 | 0.931 | 0.80-1.09 | -0.153 | 0.858 | 0.68-1.09 |
Mental health risk (YPSC-17 score) | 0.046 | 1.047** | 1.02-1.08 | 0.007 | 1.007 | 0.99-1.03 | -0.039 | 0.962** | 0.93-0.99 |
Prevention education (No)ǁ | 0.041 | 1.042 | 0.72-1.50 | -0.341 | 0.711** | 0.55-0.92 | -0.382 | 0.682* | 0.48-0.98 |
IGD (Normal)¶ | 0.207 | 1.230 | 0.61-2.49 | 0.225 | 1.252 | 0.76-2.06 | 0.017 | 1.017 | 0.51-2.02 |
PSU†† | |||||||||
Normal | -2.081 | 0.125* | 0.02-0.66 | -1.279 | 0.278 | 0.06-1.34 | 0.803 | 2.232 | 0.72-6.94 |
Low risk | -2.127 | 0.119* | 0.02-0.63 | -1.142 | 0.319 | 0.07-1.54 | 0.984 | 2.676 | 0.85-8.44 |