| Literature DB >> 35812472 |
Beata Gavurova1, Viera Ivankova2, Martin Rigelsky3, Tawfik Mudarri2.
Abstract
Internet addiction is a serious problem among young adults that requires increased attention, especially at a time of distance learning during the coronavirus disease 2019 (COVID-19) pandemic. The aim of the study was to assess the relationships between internet addiction and selected socio-demographic, study-related, and psychological characteristics of college students. Internet addiction was measured using the Internet Addiction Test both overall and in its individual subscales (Salience, Excessive Use, Neglect Work, Anticipation, Lack of Control, and Neglect Social Life). The selected characteristics represented (1) socio-demographic profile (gender, age, residence, family), (2) academic profile (housing during the semester, form of study), and (3) psychological profile (depressive symptoms-the Patient Health Questionnaire, stress-the Perceived Stress Scale, anxiety symptoms-the Generalized Anxiety Disorder). Data collection took place during the first wave of the COVID-19 pandemic in 2020 at Czech and Slovak colleges, with 1,422 students from the Czech Republic and 1,677 students from Slovakia participating in the research. The analytical processes were carried out through descriptive analysis, non-parametric difference analysis, and multiple negative binomial regression. Mild internet addiction was found in 387 (27.2%) Czech and 452 (27.0%) Slovak students. Moderate internet addiction was identified in 49 (3.4%) students from the Czech Republic and in 100 (6.0%) students from Slovakia. Two (0.1%) Czech and three (0.2%) Slovak students reported severe internet addiction. Increased likelihood of internet addiction overall, as well as in most individual subscales, was found particularly among male students and students who lived away from home during the semester. Depressive symptoms and stress could also be considered significant predictors in both countries. These results are important for the development of effective strategies and prevention programs, as Internet addiction may be a serious problem in the future, given the current times. When assessing internet addiction among college students, it would also be appropriate to evaluate the individual internet addiction subscales and their specifics.Entities:
Keywords: anxiety symptoms; depressive symptoms; mental health; problematic internet use; relationships; socio-demographic characteristics; stress; study-related characteristics
Mesh:
Year: 2022 PMID: 35812472 PMCID: PMC9260220 DOI: 10.3389/fpubh.2022.944085
Source DB: PubMed Journal: Front Public Health ISSN: 2296-2565
IAT scale items.
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| 1 | How often do you find that you stay online longer than you intended? | 3.00 | 2.53 | 1.221 | 3.00 | 2.71 | 1.223 |
| 2 | How often do you neglect household chores to spend more time online? | 2.00 | 1.69 | 1.092 | 2.00 | 1.71 | 1.153 |
| 3 | How often do you prefer the excitement of the internet to intimacy with your partner? | 0.00 | 0.56 | 0.906 | 0.00 | 0.49 | 0.894 |
| 4 | How often do you form new relationships with fellow online users? | 1.00 | 1.10 | 1.000 | 1.00 | 1.10 | 0.988 |
| 5 | How often do others in your life complain to you about the amount of time you spend online? | 1.00 | 1.16 | 1.049 | 1.00 | 1.19 | 1.080 |
| 6 | How often do your grades or school work suffer because of the amount of time you spend online? | 2.00 | 1.97 | 1.225 | 2.00 | 1.89 | 1.256 |
| 7 | How often do you check your email before something else that you need to do? | 3.00 | 2.51 | 1.395 | 2.00 | 2.48 | 1.366 |
| 8 | How often does your job performance or productivity suffer because of the internet? | 2.00 | 2.16 | 1.210 | 2.00 | 2.03 | 1.210 |
| 9 | How often do you become defensive or secretive when anyone asks you what you do online? | 1.00 | 1.02 | 1.095 | 1.00 | 1.05 | 1.194 |
| 10 | How often do you block out disturbing thoughts about your life with soothing thoughts of the internet? | 1.00 | 1.19 | 1.244 | 1.00 | 1.20 | 1.282 |
| 11 | How often do you find yourself anticipating when you will go online again? | 1.00 | 0.78 | 0.912 | 1.00 | 0.86 | 1.053 |
| 12 | How often do you fear that life without the internet would be boring, empty, and joyless? | 1.00 | 0.95 | 1.081 | 1.00 | 0.96 | 1.147 |
| 13 | How often do you snap, yell, or act annoyed if someone bothers you while you are online? | 1.00 | 0.83 | 0.978 | 1.00 | 1.00 | 1.067 |
| 14 | How often do you lose sleep as a result of late-night log-ins? | 1.00 | 1.19 | 1.209 | 1.00 | 1.31 | 1.317 |
| 15 | How often do you feel preoccupied about the internet when offline, or fantasize about being online? | 0.00 | 0.68 | 0.886 | 0.00 | 0.67 | 0.928 |
| 16 | How often do you find yourself saying “just a few more minutes” when online? | 1.00 | 1.51 | 1.351 | 1.00 | 1.70 | 1.415 |
| 17 | How often do you try to cut down the amount of time you spend online and fail? | 1.00 | 1.35 | 1.190 | 1.00 | 1.60 | 1.270 |
| 18 | How often do you try to hide how long you've been online? | 0.00 | 0.65 | 0.957 | 0.00 | 0.74 | 1.003 |
| 19 | How often do you choose to spend more time online over going out with others? | 1.00 | 0.86 | 1.043 | 1.00 | 0.86 | 1.104 |
| 20 | How often do you feel depressed, moody, or nervous when you are offline, a feeling which goes away once you are back online? | 0.00 | 0.42 | 0.789 | 0.00 | 0.45 | 0.782 |
SD, standard deviation; CZ, Czech Republic; SK, Slovakia.
Figure 1Selection process to obtain the final sample.
Profile of the sample.
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| Male | 349 | 24.5 | 24.5 | 606 | 36.1 | 36.1 |
| Female | 1,073 | 75.5 | 75.5 | 1,071 | 63.9 | 63.9 |
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| ≤ 20 | 193 | 13.6 | 13.6 | 206 | 12.3 | 12.3 |
| 21–25 | 891 | 62.7 | 62.7 | 1,239 | 73.9 | 74.1 |
| 26–30 | 171 | 12 | 12 | 143 | 8.5 | 8.5 |
| ≥31 | 166 | 11.7 | 11.7 | 85 | 5.1 | 5.1 |
| Missing | 1 | 0.1 | - | 4 | 0.2 | - |
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| Rural | 457 | 32.1 | 32.1 | 823 | 49.1 | 49.1 |
| Urban | 965 | 67.9 | 67.9 | 854 | 50.9 | 50.9 |
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| Complete | 1,020 | 71.7 | 71.7 | 1,359 | 81 | 81 |
| Incomplete | 402 | 28.3 | 28.3 | 318 | 19 | 19 |
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| Away from home | 772 | 54.3 | 54.3 | 939 | 56 | 56 |
| Home | 650 | 45.7 | 45.7 | 738 | 44 | 44 |
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| Full-time | 1,041 | 73.2 | 73.2 | 1,550 | 92.4 | 92.4 |
| Part-time | 381 | 26.8 | 26.8 | 127 | 7.6 | 7.6 |
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| No | 683 | 48 | 48 | 877 | 52.3 | 52.3 |
| Mild | 406 | 28.6 | 28.6 | 479 | 28.6 | 28.6 |
| Moderate | 193 | 13.6 | 13.6 | 185 | 11 | 11 |
| Moderately severe | 91 | 6.4 | 6.4 | 90 | 5.4 | 5.4 |
| Severe | 49 | 3.4 | 3.4 | 46 | 2.7 | 2.7 |
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| Low | 186 | 13.1 | 13.1 | 193 | 11.5 | 11.5 |
| Moderate | 1,053 | 74.1 | 74.1 | 1,331 | 79.4 | 79.4 |
| High | 183 | 12.9 | 12.9 | 153 | 9.1 | 9.1 |
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| No | 849 | 59.7 | 59.7 | 1,097 | 65.4 | 65.4 |
| Mild | 372 | 26.2 | 26.2 | 385 | 23 | 23 |
| Moderate | 131 | 9.2 | 9.2 | 136 | 8.1 | 8.1 |
| Severe | 70 | 4.9 | 4.9 | 59 | 3.5 | 3.5 |
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| Education | 277 | 19.5 | 19.5 | 80 | 4.8 | 4.8 |
| Humanities and Arts | 101 | 7.1 | 7.1 | 78 | 4.7 | 4.7 |
| Social, Economic and Legal Sciences | 665 | 46.8 | 46.8 | 671 | 40 | 40 |
| Natural Science | 50 | 3.5 | 3.5 | 73 | 4.4 | 4.4 |
| Design, Technology, Production and Communications | 93 | 6.5 | 6.5 | 164 | 9.8 | 9.8 |
| Agricultural and Veterinary Sciences | 67 | 4.7 | 4.7 | 53 | 3.2 | 3.2 |
| Health Service | 54 | 3.8 | 3.8 | 180 | 10.7 | 10.7 |
| Services (tourism, sports, security, transport, logistics) | 69 | 4.9 | 4.9 | 240 | 14.3 | 14.3 |
| Informatics, Mathematics & ICT | 46 | 3.2 | 3.2 | 138 | 8.2 | 8.2 |
CZ, Czech Republic; SK, Slovakia; n, frequency; ICT, Information and Communication Technologies.
Mean values of the IAT and its subscales in the classification by gender.
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| CZ | Male | 4.97 | 6.24 | 5.40 | 3.09 | 4.42 | 2.23 | 25.69 |
| Female | 4.37 | 6.57 | 5.07 | 3.36 | 4.50 | 1.48 | 24.95 | |
| Diff | Yes | No | No | Yes | No | Yes | No | |
| SK | Male | 5.50 | 7.39 | 5.34 | 3.37 | 4.88 | 1.92 | 28.08 |
| Female | 4.24 | 6.66 | 4.76 | 3.32 | 4.56 | 1.40 | 24.84 | |
| Diff | Yes | Yes | Yes | No | Yes | Yes | Yes |
Diff.
Mean values of the IAT and its subscales in the classification by age.
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| CZ | ≤ 20 | 4.78 | 6.78 | 5.63 | 3.46 | 4.65 | 1.56 | 26.83 |
| 21–25 | 4.74 | 6.82 | 5.44 | 3.34 | 4.88 | 1.71 | 26.35 | |
| 26–30 | 4.36 | 5.85 | 4.78 | 3.10 | 3.82 | 1.78 | 23.13 | |
| ≥31 | 3.13 | 5.04 | 3.44 | 3.03 | 2.86 | 1.43 | 18.67 | |
| Diff | Yes | Yes | Yes | Yes | Yes | Yes | Yes | |
| SK | ≤ 20 | 5.08 | 7.24 | 5.34 | 3.41 | 4.95 | 1.65 | 27.71 |
| 21–25 | 4.72 | 6.94 | 5.01 | 3.30 | 4.72 | 1.57 | 26.01 | |
| 26–30 | 4.79 | 7.30 | 5.06 | 3.87 | 4.56 | 1.72 | 27.21 | |
| ≥31 | 3.41 | 5.24 | 3.28 | 2.94 | 3.47 | 1.54 | 19.66 | |
| Diff | Yes | Yes | Yes | Yes | Yes | No | Yes |
Diff.
Mean values of the IAT and its subscales in the classification by residence.
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| CZ | Rural | 4.55 | 6.43 | 5.28 | 3.33 | 4.71 | 1.54 | 25.38 |
| Urban | 4.50 | 6.52 | 5.09 | 3.27 | 4.37 | 1.72 | 25.02 | |
| Diff | No | No | No | No | Yes | No | No | |
| SK | Rural | 4.49 | 6.71 | 4.96 | 3.37 | 4.72 | 1.54 | 25.59 |
| Urban | 4.90 | 7.13 | 4.98 | 3.31 | 4.64 | 1.64 | 26.41 | |
| Diff | No | No | No | No | No | No | No |
Diff.
Mean values of the IAT and its subscales in the classification by family.
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| CZ | Complete | 4.49 | 6.54 | 5.21 | 3.32 | 4.51 | 1.64 | 25.27 |
| Incomplete | 4.58 | 6.35 | 5.00 | 3.23 | 4.41 | 1.71 | 24.79 | |
| Diff | No | No | No | No | No | No | No | |
| SK | Complete | 4.70 | 6.85 | 4.96 | 3.36 | 4.65 | 1.58 | 25.93 |
| Incomplete | 4.69 | 7.24 | 5.01 | 3.26 | 4.80 | 1.62 | 26.35 | |
| Diff | No | No | No | No | No | No | No |
Diff.
Mean values of the IAT and its subscales in the classification by housing during the semester.
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| CZ | Away from home | 4.96 | 7.01 | 5.49 | 3.34 | 4.69 | 1.75 | 26.84 |
| Home | 4.00 | 5.87 | 4.74 | 3.24 | 4.23 | 1.56 | 23.11 | |
| Diff | Yes | Yes | Yes | No | Yes | Yes | Yes | |
| SK | Away from home | 5.02 | 7.35 | 5.37 | 3.41 | 4.99 | 1.64 | 27.58 |
| Home | 4.28 | 6.38 | 4.46 | 3.25 | 4.28 | 1.53 | 24.01 | |
| Diff | Yes | Yes | Yes | No | Yes | No | Yes |
Diff[.
Mean values of the IAT and its subscales in the classification by form of study.
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| CZ | Full-time | 4.75 | 6.77 | 5.46 | 3.34 | 4.76 | 1.68 | 26.28 |
| Part-time | 3.87 | 5.72 | 4.30 | 3.17 | 3.72 | 1.62 | 22.00 | |
| Diff | Yes | Yes | Yes | No | Yes | No | Yes | |
| SK | Full-time | 4.77 | 7.01 | 5.06 | 3.35 | 4.77 | 1.59 | 26.36 |
| Part-time | 3.84 | 5.93 | 3.90 | 3.25 | 3.59 | 1.54 | 21.74 | |
| Diff | Yes | Yes | Yes | No | Yes | No | Yes |
Diff.
Mean values of the IAT and its subscales in the classification by severity of depressive symptoms.
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| CZ | No | 3.45 | 5.25 | 4.37 | 2.97 | 3.72 | 1.53 | 20.80 |
| Mild | 4.88 | 6.99 | 5.47 | 3.36 | 4.79 | 1.57 | 26.58 | |
| Moderate | 5.96 | 7.69 | 6.02 | 3.69 | 5.38 | 1.99 | 30.31 | |
| Moderately severe | 6.33 | 9.35 | 6.57 | 4.01 | 5.91 | 2.14 | 33.88 | |
| Severe | 7.31 | 9.59 | 7.39 | 4.31 | 6.33 | 2.12 | 36.92 | |
| Diff | Yes | Yes | Yes | Yes | Yes | Yes | Yes | |
| SK | No | 3.61 | 5.74 | 4.07 | 3.00 | 3.88 | 1.42 | 21.48 |
| Mild | 5.14 | 7.42 | 5.53 | 3.57 | 5.09 | 1.67 | 28.28 | |
| Moderate | 6.77 | 8.76 | 6.41 | 4.07 | 6.04 | 1.88 | 33.66 | |
| Moderately severe | 6.93 | 9.44 | 6.57 | 3.56 | 6.17 | 1.81 | 34.68 | |
| Severe | 8.11 | 11.91 | 7.54 | 4.22 | 7.24 | 2.35 | 41.07 | |
| Diff | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Diff.
Mean values of the IAT and its subscales in the classification by stress level.
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| CZ | Low | 2.99 | 4.79 | 4.01 | 2.76 | 3.31 | 1.68 | 18.92 |
| Moderate | 4.46 | 6.42 | 5.12 | 3.26 | 4.45 | 1.64 | 24.89 | |
| High | 6.39 | 8.59 | 6.51 | 4.01 | 5.87 | 1.78 | 32.82 | |
| Diff | Yes | Yes | Yes | Yes | Yes | No | Yes | |
| SK | Low | 2.75 | 5.00 | 3.51 | 2.76 | 3.35 | 1.28 | 18.40 |
| Moderate | 4.73 | 6.89 | 4.98 | 3.39 | 4.68 | 1.61 | 26.09 | |
| High | 6.90 | 9.65 | 6.78 | 3.68 | 6.31 | 1.82 | 34.93 | |
| Diff | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Diff.
Mean values of the IAT and its subscales in the classification by severity of anxiety symptoms.
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| CZ | No | 3.85 | 5.75 | 4.75 | 3.06 | 4.05 | 1.57 | 22.54 |
| Mild | 5.09 | 7.19 | 5.44 | 3.45 | 4.93 | 1.73 | 27.35 | |
| Moderate | 6.19 | 8.01 | 6.08 | 3.93 | 5.31 | 1.80 | 30.91 | |
| Severe | 6.39 | 8.90 | 6.76 | 4.06 | 5.73 | 2.14 | 33.93 | |
| Diff | Yes | Yes | Yes | Yes | Yes | Yes | Yes | |
| SK | No | 4.10 | 6.26 | 4.57 | 3.15 | 4.29 | 1.51 | 23.66 |
| Mild | 5.44 | 7.65 | 5.50 | 3.63 | 5.14 | 1.66 | 28.83 | |
| Moderate | 6.55 | 8.72 | 6.14 | 3.83 | 5.80 | 1.82 | 32.87 | |
| Severe | 6.68 | 10.34 | 6.39 | 3.88 | 6.34 | 2.00 | 35.46 | |
| Diff | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Diff.
Relationships of the IAT and its subscales with selected socio-demographic, academic, and psychological characteristics.
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| α | −0.042 (0.168) 0.96 | ||||||
| Gender: Male (ref.: Female) | 0.028 (0.028) 1.03 | ||||||
| Age | −0.003 (0.006) 1 | −0.006 (0.004) 0.99 |
| 0.002 (0.004) 1 | −0.005 (0.004) 0.99 | <0.001 (0.006) 1 | −0.005 (0.003) 1 |
| Residence: Urban (ref.: Rural) | 0.064 (0.04) 1.07 |
| <0.001 (0.026) 1 | −0.018 (0.027) 0.98 | −0.021 (0.028) 0.98 | 0.032 (0.043) 1.03 | 0.021 (0.024) 1.02 |
| Family: Incomplete (ref.: Complete) | −0.07 (0.051) 0.93 | 0.017 (0.032) 1.02 | −0.012 (0.033) 0.99 | −0.036 (0.035) 0.96 | 0.013 (0.036) 1.01 | 0.002 (0.053) 1 | −0.022 (0.031) 0.98 |
| Housing during the semester: Home (ref.: Away from home) |
| −0.032 (0.028) 0.97 | −0.053 (0.043) 0.95 | ||||
| Form of study: Part-time (ref.: Full-time) | −0.101 (0.095) 0.9 | −0.04 (0.061) 0.96 | −0.073 (0.064) 0.93 | −0.013 (0.064) 0.99 |
| −0.002 (0.099) 1 | −0.078 (0.056) 0.93 |
| PHQ-9 | |||||||
| PSS-10 | 0.043 (0.035) 1.04 |
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| GAD-7 | −0.04 (0.035) 0.96 | −0.014 (0.022) 0.99 |
| 0.001 (0.024) 1 |
| −0.031 (0.037) 0.97 | −0.036 |
| Pseudo | 0.15 | 0.181 | 0.183 | 0.036 | 0.139 | 0.062 | 0.194 |
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| α | 0.259 | ||||||
| Gender: Male (ref.: Female) | 0.012 (0.033) 1.01 | −0.033 (0.036) 0.97 | 0.039 (0.035) 1.04 |
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| Age |
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| −0.005 (0.005) 1 | ||||
| Residence: Urban (ref.: Rural) | −0.017 (0.044) 0.98 | 0.018 (0.029) 1.02 | −0.028 (0.028) 0.97 | −0.016 (0.031) 0.98 |
| 0.089 | −0.012 (0.027) 0.99 |
| Family: Incomplete (ref.: Complete) | −0.007 (0.046) 0.99 | −0.059 |
| −0.045 (0.033) 0.96 | −0.048 (0.033) 0.95 | 0.03 (0.049) 1.03 | −0.043 (0.028) 0.96 |
| Housing during the semester: Home (ref.: Away from home) | −0.051 | <0.001 (0.032) 1 | 0.005 (0.032) 1.01 |
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| Form of study: Part-time (ref.: Full-time) | 0.042 (0.062) 1.04 | −0.016 (0.041) 0.98 | −0.012 (0.039) 0.99 | 0.032 (0.044) 1.03 | −0.032 (0.044) 0.97 | 0.119 | 0.01 (0.038) 1.01 |
| PHQ-9 | |||||||
| PSS-10 |
| −0.034 (0.051) 0.97 | |||||
| GAD-7 | −0.005 (0.037) 0.99 | −0.035 (0.024) 0.97 | −0.039 | 0.011 (0.026) 1.01 |
| 0.017 (0.039) 1.02 | −0.021 (0.023) 0.98 |
| Pseudo | 0.139 | 0.175 | 0.183 | 0.056 | 0.165 | 0.092 | 0.192 |
Significance: ,
p-value < 0.05,
p-value < 0.01,
p-value < 0.001.
Significant results are highlighted in bold.
OR, odds ratio; CZ, Czech Republic; SK, Slovakia; PHQ-9, Patient Health Questionnaire for depressive symptoms; PSS-10, Perceived Stress Scale; GAD-7, Generalized Anxiety Disorder instrument; IAT, Internet Addiction Test.