1. Background
2. Objectives
3. Materials and Methods
3.1. Study Design and Settings
3.2. Participants
3.3. Questionnaires
3.4. Psychosocial Factors
3.5. Comorbid Symptoms
3.6. Ethical Considerations
3.7. Data Analyses
3.8. Study Procedure
4. Results
| Variable | Sample | Internet Use | ||
|---|---|---|---|---|
| Adaptive Users | Maladaptive Users | Pathological Users | ||
| N (%) or M (SD) | N (%) or M (SD) | N (%) or M (SD) | N (%) or M (SD) | |
| Sociodemographics | ||||
| All | 3240 | 947 (29.9) | 1127 (34.8) | 161 (35.9) |
| Country | 0 | |||
| Indonesia | 231 (7.1) | 58 (25.1) | 84 (36.4) | 89 (38.5) |
| Malaysia | 1023 (31.6) | 372 (36.4) | 355 (3.7) | 296 (28.9) |
| Myanmar | 386 (11.9) | 177 (45.9) | 147 (38.1) | 62 (16.1) |
| Thailand | 783 (24.2) | 138 (17.7) | 232 (29.8) | 408 (52.4) |
| Vietnam | 817 (25.2) | 202 (24.7) | 309 (37.8) | 306 (37.5) |
| Sex | ||||
| Female | 2031 (62.8) | 554 (27.3) | 732 (36.1) | 740 (36.5) |
| Male | 1204 (37.2) | 390 (32.4) | 394 (32.7) | 420 (34.9) |
| Age in years | ||||
| 18 - 19 | 896 (27.7) | 218 (24.5) | 314 (35.2) | 359 (40.3) |
| 20 - 21 | 1482 (45.8) | 474 (32.0) | 527 (35.6) | 481 (32.5) |
| 22 - 28 | 856 (26.5) | 254 (29.7) | 283 (33.1) | 319 (37.3) |
| Subjective economic status | ||||
| Poorer | 2160 (67.1) | 595 (27.6) | 755 (35.0) | 807 (37.4) |
| Wealthier | 1061 (32.9) | 346 (32.7) | 367 (34.7) | 346 (32.7) |
| Internet use variables | ||||
| Overall internet use (≥ 5 hours/day) | 1719 (53.9) | 419 (24.4) | 562 (32.7) | 737 (42.9) |
| Internet use (study purposes) (≥ 3 hours/day) | 1091 (34.7) | 342 (31.4) | 329 (30.2) | 419 (38.4) |
| Internet use (recreational purposes) ( ≥3 hours/day | 1748 (55.2) | 417 (23.9) | 593 (34.0) | 733 (42.1) |
| Internet pornography (past week) | 692 (23.3) | 160 (23.2) | 249 (36.0) | 282 (40.8) |
| Smart phone use (≥ 4 hours/day) | 1841 (57.6) | 497 (27.0) | 621 (33.7) | 723 (39.3) |
| Psychosocial factors | ||||
| Childhood emotional abuse | 1957 (60.4) | 512 (26.2) | 693 (35.5) | 749 (38.3) |
| Childhood physical abuse | 1258 (38.8) | 314 (25.0) | 432 (34.3) | 512 (40.7) |
| Childhood sexual abuse | 724 (22.4) | 124 (17.1) | 272 (37.6) | 328 (45.3) |
| Social support (range 3 - 12) M (SD) | 8.7 (1.5) | 8.8 (1.4) | 8.7 (1.6) | 8.4 (1.4) |
| Life satisfaction | ||||
| Low | 663 (20.5) | 154(23.2) | 229 (34.5) | 280 (42.2) |
| Moderate | 1883 (58.2) | 560 (29.8) | 689 (36.6) | 631 (33.6) |
| High | 692 (21.4) | 232 (33.6) | 209 (30.3) | 249 (36.1) |
| Academic performance | ||||
| Poor | 633 (19.6) | 145 (22.9) | 224 (35.4) | 264 (41.7) |
| Satisfactory | 1084 (33.5) | 315 (29.1) | 380 (35.1) | 388 (35.8) |
| Good/excellent | 1514 (46.9) | 484 (32.1) | 521 (34.5) | 505 (33.4) |
| Skipping breakfast | 1795 (55.5) | 447 (24.9) | 610 (34.0) | 735 (41.0) |
| Comorbid symptoms | ||||
| Having a gambling problem | 310 (10.0) | 55 (18.0) | 77 (25.2) | 173 (56.7) |
| Current tobacco use | 107 (3.3) | 30 (28.0) | 29 (27.1) | 48 (44.9) |
| Hazardous or harmful alcohol use | 513 (15.9) | 95 (18.6) | 156 (30.5) | 261 (51.0) |
| Drug use (past 12 months) | 255 (8.2) | 65 (25.5) | 84 (32.9) | 106 (41.6) |
| Depression (severe) | 348 (10.5) | 50 (5.1) | 103 (8.9) | 195 (16.6) |
| Sleeping problem (moderate/severe) | 924 (28.6) | 206 (22.3) | 336 (36.4) | 381 (41.3) |
| Suicide attempt (ever) | 87 (2.7) | 21 (2.2) | 19 (1.7) | 47 (4.0) |
| PTSD symptoms (4 or more) | 792 (24.4) | 138 (17.4) | 258 (32.6) | 395 (49.9) |
aValues are expressed as No. (%) or M (SD).
| Items | All, % | Men, % | Women, % | Chi-Square P Value |
|---|---|---|---|---|
| 1) Do you feel preoccupied with the internet and/or smartphone (think about a previous online activity or anticipate the next online session)? | 70.0 | 67.0 | 71.8 | 00.004 |
| 2) Do you feel the need to use the internet and/or smartphone with increasing amounts of time in order to achieve satisfaction? | 59.0 | 54.6 | 61.7 | < 0.001 |
| 3) Have you repeatedly made unsuccessful efforts to control, cut back, or stop internet and/or smartphone use? | 45.0 | 42.9 | 46.3 | 00.062 |
| 4) Do you feel restless, moody, depressed, or irritable when attempting to cut down or stop internet and/or smartphone use? | 29.4 | 29.2 | 29.5 | 00.837 |
| 5) Do you stay online longer than originally intended? | 69.0 | 68.4 | 69.4 | 00.525 |
| 6) Have you jeopardized or risked the loss of a significant relationship, job, educational or career opportunity because of the internet and/or smartphone? | 26.4 | 24.1 | 27.8 | 00.020 |
| 7) Have you lied to family members, therapist, or others to conceal the extent of involvement with the internet and/or smartphone? | 20.5 | 24.8 | 17.9 | <0.001 |
| 8) Do you use the internet and/or smartphone as a way of escaping from problems or of relieving a dysphoric mood (e.g., feelings of helplessness, guilt, anxiety, depression)? | 54.0 | 50.7 | 55.9 | 00.005 |
4.1. Associations with Pathological Internet Use
| Variable | UOR (95% CI) | P Value | AOR (95% CI)a | P Value |
|---|---|---|---|---|
| Sociodemographics | ||||
| Sex | ||||
| Female | 1 (Reference) | - | ||
| Male | 0.94 (0.81 - 1.09) | 00.098 | ||
| Age in years | ||||
| 18 - 19 | 1 (Reference) | 1 (Reference) | ||
| 20 - 21 | 0.70 (0.59-0.84) | < 0.001 | 0.86 (0.71-1.06) | 00.256 |
| 22 - 28 | 0.88 (0.73 - 1.07) | 00.277 | 0.93 (0.74 - 1.16) | 00.298 |
| Subjective economic status | ||||
| Poorer | 1 (Reference) | - | ||
| Wealthier | 0.96 (0.83 - 1.12) | 00.098 | ||
| Internet use variables | ||||
| Overall internet use (≥ 5 hours/day) | 1.92 (1.66 - 2.23) | < 0.001 | 1.43 (1.17 - 1.74) | < 0.001 |
| Internet use (study purposes) (≥ 3 hours/day) | 1.16 (0.99 - 1.35) | 0.051 | - | |
| Internet use (recreational purposes) (≥ 3 hours/day | 1.73 (1.49 - 2.01) | < 0.001 | 1.35 (1.11 - 1.64) | 00.005 |
| Internet pornography (past week) | 1.18 (0.99 - 1.41) | 0.052 | - | |
| Smart phone use (≥ 4 hours/day) | 1.39 (1.20 - 1.61) | < 0.001 | 1.39 (1.16 - 1.66) | < 0.001 |
| Psychosocial factors | ||||
| Childhood emotional abuse | 1.09 (0.94 - 1.26) | 00.087 | - | |
| Childhood physical abuse | 1.68 (1.46 - 1.95) | < 0.001 | 1.48 (1.24 - 1.77) | < 0.001 |
| Childhood sexual abuse | 1.93 (1.63 - 2.28) | < 0.001 | 1.28 (1.06 - 1.56) | 00.099 |
| Social support | 0.85 (0.81 - 0.89) | < 0.001 | 0.91 (0.86 - 0.96) | < 0.001 |
| Life satisfaction | ||||
| Low | (1 (Reference) | 1 (Reference) | 00.133 | |
| Moderate | 0.69 (0.58 - 0.83) | <0.001 | 0.88 (0.71 - 1.09) | 00.112 |
| High | 0.77 (0.62 - 0.96)* | 0.044 | 0.92 (0.70 - 1.21) | |
| Academic performance | ||||
| Poor | 1 (Reference) | 1 (Reference) | ||
| Satisfactory | 0.78 (0.64 - 0.96)* | 00.034 | 0.77 (0.61 - 0.97)* | 00.038 |
| Good/excellent | 0.71 (0.59 - 0.86) | < 0.001 | 0.68 (0.53 - 0.86)** | 00.008 |
| Skipping breakfast | 2.07 (1.79 - 2.39) | < 0.001 | 1.14 (0.96 - 1.35) | 00.098 |
| Comorbid symptoms | ||||
| Having gambling problem | 2.51 (1.99 - 3.18) | < 0.001 | 1.73 (1.31 - 2.26) | < 0.001 |
| Current tobacco use | 1.62 (1.10 - 2.38)* | 00.046 | 1.13 (0.73 - 1.77) | 00.211 |
| Hazardous or harmful alcohol use | 2.03 (1.68 - 2.46) | < 0.001 | 1.35 (1.07 - 1.71)* | 00.036 |
| Drug use (past 12 months) | 1.45 (1.12 - 1.88)** | 00.004 | 1.66 (1.23 - 2.25)** | 00.006 |
| Depression (severe) | 2.57 (2.05 - 3.22) | < 0.001 | 1.82 (1.53 - 2.17) | < 0.001 |
| Sleeping problem (moderate/severe) | 1.39 (1.19 - 1.63) | < 0.001 | 1.27 (1.06 - 1.52)** | 00.005 |
| Suicide attempt (ever) | 2.17 (1.42 - 3.33) | < 0.001 | 1.66 (1.12 - 2.05)** | 00.004 |
| PTSD symptoms (4 or more) | 2.53 (2.15 - 2.98) | < 0.001 | 1.70 (1.41 - 2.06) | < 0.001 |
Abbreviations: AOR, adjusted odds ratio; CI, Confidence Interval; UOR, unadjusted odds ratio.
aHosmer and Lemeshow Chi-square = 28.17; P ≤ 0.000.