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Li M, Wang Y, Liu B, Ni X, Ma Z, Li F, Yuan T, Chen H, Wu Z, Jia Q, Song L, Jin Y, Yang Q. Cross-cultural insights into internet addiction and mental health: a network analysis from China and Malawi. BMC Public Health 2025; 25:320. [PMID: 39856636 PMCID: PMC11762860 DOI: 10.1186/s12889-025-21496-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Accepted: 01/16/2025] [Indexed: 01/27/2025] Open
Abstract
BACKGROUND Internet addiction has emerged as a significant mental health issue among university students. The study aimed to compare the network structures of Internet addiction and mental health symptoms among university students in China and Malawi, which provide insights into culturally sensitive prevention and intervention strategies. METHODS Network analysis was used on two datasets: Malawi (n = 688) and China (n = 975) using the Internet Addiction Test and the Self-Reporting Questionnaire. Network estimation, centrality, bridge estimation and network comparison, were conducted using R software. RESULTS The prevalence of internet addiction and mental health was significantly higher in China than Malawi. In Malawi, the strongest edges were "school work" - "job performance" and "worthless" - "unable to play a useful part". The central nodes were "daily work suffering", "fantasize" and "lost interest". In China, the strongest edges were "neglect household" - "neglect partner" and "difficult to enjoy" - "daily work suffering". The central nodes were "trouble thinking", "unhappiness", and "unable to play a useful part". Bridge symptoms varied between the countries, with functional impairments (school work, daily work suffering and difficult to make decision) being more prominent in Malawi and emotional disturbances (daily work suffering, act annoyed and difficult to enjoy) in China. CONCLUSIONS The study highlights significant differences in the network structures of internet addiction and mental health between China and Malawi, which underscore the importance of culturally sensitive mental health interventions. In Malawi, addressing functional impairments related to academic and work performance is crucial, while in China, interventions should focus on emotional and relational aspects.
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Affiliation(s)
- Mengze Li
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China
| | - Yidi Wang
- School of Humanities and Social Science, Xi'an Jiaotong University, Xi'an, China
| | - Bin Liu
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China
| | - Xiaoli Ni
- School of Humanities and Social Science, Xi'an Jiaotong University, Xi'an, China
| | - Zhujing Ma
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China
| | - Fengzhan Li
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China
| | - Tifei Yuan
- Shanghai Mental Health Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Hongyi Chen
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China
| | - Zhongying Wu
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China
| | - Qiannan Jia
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China
| | - Lei Song
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China
| | - Yinchuan Jin
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China.
| | - Qun Yang
- Department of Military Medical Psychology, Air Force Medical University, Chinese People's Liberation Army (PLA), 169 West Changle Road, Xi'an, 710032, Shaanxi, China.
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Venugopal L, R P, Murugaiyan S, I H. Internet Addiction and Sleep Quality Among School Children in South India. Cureus 2024; 16:e68953. [PMID: 39385901 PMCID: PMC11461186 DOI: 10.7759/cureus.68953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/08/2024] [Indexed: 10/12/2024] Open
Abstract
BACKGROUND AND AIM Today's internet is an unavoidable component of educational sources, the entertainment field, and telecommunication processes. Internet usage is more likely among adolescents and young adults in the form of surfing, chatting, playing games, and fulfilling their social needs. The present study has been planned to assess the effect of internet addiction (IA) on sleep quality in school children. METHODS This cross-sectional school-based study was conducted among school students in Pondicherry. A total of 350 school students of both genders studying in grades six to 10 and having access to at least one device with internet for more than one year were recruited from government and private schools located in five randomly selected communes in Pondicherry by convenient sampling method. Assessment of IA was done using Young's Internet Addiction Test (YIAT). The Pittsburgh Sleep Quality Index (PQSI) questionnaire assessed the participants' sleep quality. All the data was tested for normality using the Kolmogorov-Smirnov test. Chi-square and unpaired t-tests were used for analysis. RESULTS The average age of the participants is 13 years. 49 (26.1%) are children and 139 (73.9%) are adolescents. The majority of them are females belonging to the adolescent age group (169, 89.4%). Around 17 (19.5%) children and 70 (80.5%) adolescents reported mild IA. Thirteen (59.1%) children and nine (40.9%) adolescents reported moderate IA. There is no significant difference in sleep quality between children and adolescents (4±2.33 vs. 3.62±2.61, p=0.37) but there is a considerable difference in their levels of IA (32.98±21.06 vs. 25.6±15.08, p=0.01). Conclusion: This study found a significant relationship between IA and poor sleep quality among adolescents. Thus, adolescents, parents, school authorities, and researchers should understand the importance of regulating internet usage and encouraging sleep hygiene. Thus, appropriate measures should be taken to address the effects of IA on sleep quality.
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Affiliation(s)
- Lalitha Venugopal
- Physiology, Indira Gandhi Medical College and Research Institute, Puducherry, IND
| | - Priyadharsini R
- Pharmacology, Jawaharlal Institute of Postgraduate Medical Education and Research, Puducherry, IND
| | - Sathishbabu Murugaiyan
- Biochemistry, Jawaharlal Institute of Postgraduate Medical Education and Research, Karaikal, IND
| | - Harini I
- Physiology, Indira Gandhi Medical College and Research Institute, Puducherry, IND
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Bacaksız S, Özsoy İ, Teğin T, Bıçaksız P, Tekeş B. Anonymity as a Moderator of the Relationship Between FoMO (Fear of Missing Out) and Psychological Well-Being. Psychol Rep 2023; 126:2303-2321. [PMID: 37269333 DOI: 10.1177/00332941231180115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
With the increasing use of technology, different psychological effects of social media emerge. These psychological effects can be negative as well as positive, and in general psychological well-being and different psychological variables related to social media can affect the daily life of individuals. Also, new constructs associated with social media, such as anonymity, have begun to show up as people seek protection of their identities online. This study aims to determine the moderating role of anonymity in the relationship between FoMO and psychological well-being. The sample of this study consisted of 232 participants (69.8% female) between the ages of 18-59. Two different scales were used in this study: Fear of Missing Out (FoMO) and Psychological Well-being. In addition, to measure anonymity, participants were asked a single question about whether they use anonymous accounts on social media. The analysis of the study found a positive and significant relationship between FoMO and anonymity as well as a negative and significant relationship between psychological well-being and anonymity. Moreover, the results indicated that anonymity moderated the relationship between FoMO and psychological well-being. That is, FoMO was negatively associated with psychological well-being for individuals with anonymous accounts, while there was no significant relationship between FoMO and psychological well-being for those without anonymous accounts. The limitations and contributions of the study were discussed in line with the relevant literature and suggestions for future research were presented.
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Affiliation(s)
| | - İrem Özsoy
- Department of Psychology, Başkent University, Etimesgut, Turkey
| | - Tuğba Teğin
- Department of Psychology, Başkent University, Etimesgut, Turkey
| | - Pınar Bıçaksız
- Department of Psychology, Hacettepe University, Ankara, Turkey
| | - Burcu Tekeş
- Department of Psychology, Başkent University, Ankara, Turkey
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Huang Y, Wongpakaran T, Wongpakaran N, Bhatarasakoon P, Pichayapan P, Worland S. Depression and Its Associated Factors among Undergraduate Engineering Students: A Cross-Sectional Survey in Thailand. Healthcare (Basel) 2023; 11:2334. [PMID: 37628531 PMCID: PMC10454827 DOI: 10.3390/healthcare11162334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 08/08/2023] [Accepted: 08/16/2023] [Indexed: 08/27/2023] Open
Abstract
BACKGROUND Depression is a common mental health problem that can affect everyone at different stages of development. Though the prevalence rate of depression among university students is rising, exploration among engineering students is limited. The aim of the study was to examine the prevalence of depression and its associated factors of among engineering students in Thailand. METHODS A total of 346 students participated in this study. All completed the outcome inventory depression subscale (OI-D) to evaluate the level and prevalence of depression. Other variables assessed included social skills, learning styles, relationship satisfaction, interpersonal difficulty, alcohol use, internet addiction, and neuroticism. Correlation and regression analyses were applied to test the association between sociodemographic and psychosocial factors and depression. RESULTS Of the 346 students with the mean age of 20.25 (SD, 1.33), 52.31% were male. Based on the OI-D, 35.3% of participants exhibited symptoms indicative of major depression. Multiple regression showed that only neuroticism, interpersonal difficulties, social skills, and self-esteem appeared to be the significant predictors of depression. CONCLUSION The prevalence of depression among engineering students in Thailand was unexpectedly high compared with the prevalence of depression among engineering students in some other countries. Intra- and interpersonal factors were found to be associated with depression. Further study on identifying these risk factors should be encouraged.
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Affiliation(s)
- Yuanyue Huang
- Graduate School, Chiang Mai University, Chiang Mai 50200, Thailand; (Y.H.); (N.W.); (P.B.); (P.P.); (S.W.)
| | - Tinakon Wongpakaran
- Graduate School, Chiang Mai University, Chiang Mai 50200, Thailand; (Y.H.); (N.W.); (P.B.); (P.P.); (S.W.)
- Department of Psychiatry, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Nahathai Wongpakaran
- Graduate School, Chiang Mai University, Chiang Mai 50200, Thailand; (Y.H.); (N.W.); (P.B.); (P.P.); (S.W.)
- Department of Psychiatry, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Patraporn Bhatarasakoon
- Graduate School, Chiang Mai University, Chiang Mai 50200, Thailand; (Y.H.); (N.W.); (P.B.); (P.P.); (S.W.)
- Faculty of Nursing, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Preda Pichayapan
- Graduate School, Chiang Mai University, Chiang Mai 50200, Thailand; (Y.H.); (N.W.); (P.B.); (P.P.); (S.W.)
- Faculty of Engineering, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Shirley Worland
- Graduate School, Chiang Mai University, Chiang Mai 50200, Thailand; (Y.H.); (N.W.); (P.B.); (P.P.); (S.W.)
- Faculty of Social Sciences, Chiang Mai University, Chiang Mai 50200, Thailand
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Rim M, Ahmed M, Amjed Ben H, Wael M, Jawaher M, Badii A, Lotfi G. Internet Addiction and its Relationship with Attachment Styles Among Tunisian Medical Students. JOURNAL OF ADDICTION THERAPY AND RESEARCH 2023; 7:012-018. [DOI: 10.29328/journal.jatr.1001027] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
Abstract
Internet addiction is a growing addictive behavior and a major public health problem worldwide. Several psychological factors can contribute to the problematic use of the Internet. This study aimed to determine the prevalence of Internet Addiction (IA) in a sample of university students and to examine the relationship between IA, self-esteem, and attachment styles. The present study was a cross-sectional study, involving 135 students from the Faculty of Medicine of Monastir. The participants completed a questionnaire, which contained the socio-demographic data, the reasons for Internet use, the Young Cyberaddiction scale to seek IA, the Relationships-style-questionnaire-RSQ to assess attachment style, and the Rosenberg Self-Esteem Scale (RSES). The mean age of the students was 21.5 ± 1.9 years old. They were 112 (83%) females. The prevalence of Internet addiction was 23.7%. The average connection time was 3.5 ± 1.8 hours/day. The most frequent online activities were chat (online discussion, forums ...) in 94.8% of cases followed by download activities (78.5%), scientific research (75.6%), online games (23.7%), and online shopping (13.3%). IA was associated with school failure, alcohol use, online gaming, and low self-esteem. The majority of the participants (84.4%) in this study reported an insecure attachment style. Logistic regression analysis showed a strong association between IA and fearful attachment style. IA was frequent among students. Fearful attachment style was found to be a risk factor for IA. This study highlights the impact of relationships between child and their caregivers on the development of addiction.
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Zhao Y, Qu D, Chen S, Chi X. Network analysis of internet addiction and depression among Chinese college students during the COVID-19 pandemic: A longitudinal study. COMPUTERS IN HUMAN BEHAVIOR 2023; 138:107424. [PMID: 35945974 PMCID: PMC9352366 DOI: 10.1016/j.chb.2022.107424] [Citation(s) in RCA: 51] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 07/21/2022] [Accepted: 07/29/2022] [Indexed: 11/25/2022]
Abstract
Background There has been growing evidence of comorbidity between internet addiction and depression in youth during the COVID-19 period. According to the network theory, this may arise from the interplay of symptoms shared by these two mental disorders. Therefore, we examined this underlying process by measuring the changes in the central and bridge symptoms of the co-occurrence networks across time. Methods A total of 852 Chinese college students were recruited during two waves (T1: August 2020; T2: November 2020), and reported their internet addiction symptoms and depressive symptoms. Network analysis was utilized for the statistical analysis. Results The internet addiction symptoms "escape" and "irritable," and depression symptoms "energy" and "guilty" were the central symptoms for both waves. At the same time, "guilty" and "escape" were identified as bridge symptoms. Notably, the correlation between "anhedonia" and "withdrawal" significantly increased, and that between "guilty" and "escape" significantly decreased over time. Conclusions This study provides novel insights into the central features of internet addiction and depression during the two stages. Interestingly, "guilty" and "escape," two functions of the defense mechanism, are identified as bridge symptoms. These two symptoms are suggested to activate the negative feedback loop and further contribute to the comorbidity between internet addiction and depression. Thus, targeting interventions on these internalized symptoms may contribute to alleviating the level of comorbidity among college students.
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Affiliation(s)
- Yue Zhao
- School of Psychology, Shenzhen University, Shenzhen, Guangdong, 518061, China,Center for Mental Health, Shenzhen University, Shenzhen, Guangdong, 518061, China
| | - Diyang Qu
- Vanke School of Public Health, Tsinghua University, Beijing, 100091, China
| | - Shiyun Chen
- University College London Institute of Education, London, WC1H0AL, United Kingdom
| | - Xinli Chi
- School of Psychology, Shenzhen University, Shenzhen, Guangdong, 518061, China,Center for Mental Health, Shenzhen University, Shenzhen, Guangdong, 518061, China,Corresponding author. Institution: School of Psychology, Shenzhen University, Center for Mental Health, Shenzhen University, Shenzhen, Guangdong, China, Shenzhen, Guangdong, 518061, China
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The Impact of Mental Health Predictors of Internet Addiction among Pre-Service Teachers in Ghana. Behav Sci (Basel) 2022; 13:bs13010020. [PMID: 36661592 PMCID: PMC9854694 DOI: 10.3390/bs13010020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 12/13/2022] [Accepted: 12/21/2022] [Indexed: 12/28/2022] Open
Abstract
This study examined the prevalence of addictive Internet behavior and its links with mental health among pre-service teachers in Ghana. A descriptive, correlational design was employed with 405 pre-service teachers from colleges of education and a public university in Ghana participating in this study. The sample completed a sociodemographic survey about loneliness, life satisfaction, depression, self-esteem, and the Internet addiction scales (abridged form). The results revealed that there was a significant relationship between pre-service teachers' Internet addiction, depression, life satisfaction, and loneliness; however, depression was the least influential factor in addictive Internet use. Additionally, there was a statistically significant nexus between self-esteem, loneliness, depression, and life satisfaction. In addition, all the above-mentioned variables were discovered to explain 56.3% of the absolute variance in addiction to the Internet. Among the variables linked with Internet addiction and its dimensions, loneliness appeared to be the most significant. Institutional coping programs with Internet addiction should be established within the scope of the university administration, supporting pre-service teachers' mental health. Finally, the development of awareness campaigns on the menaces associated with Internet usage and mental health through extracurricular programs is recommended.
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Data from “Internet Addiction and Mental Health among College Students in Malawi”. JOURNAL OF OPEN PSYCHOLOGY DATA 2022. [DOI: 10.5334/jopd.72] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
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Güneş M, Demirer B, Şimşek A. The relationship between internet addiction with eating disorders and musculoskeletal health among university students. J Public Health (Oxf) 2022. [DOI: 10.1007/s10389-022-01761-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/10/2022] Open
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Ghazali SR, Chen YY, Mohamad M, Yein LP, Razali ZA, Pauzi N, Majani AF. Lifetime trauma, symptoms of psychological disturbance, and suicidal ideation among university students in Malaysia. CURRENT PSYCHOLOGY 2022. [DOI: 10.1007/s12144-022-03297-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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Salarvand S, N Albatineh A, Dalvand S, Baghban Karimi E, Ghanei Gheshlagh R. Prevalence of Internet Addiction Among Iranian University Students: A Systematic Review and Meta-analysis. CYBERPSYCHOLOGY, BEHAVIOR AND SOCIAL NETWORKING 2022; 25:213-222. [PMID: 35085012 DOI: 10.1089/cyber.2021.0120] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
This systematic review and meta-analysis aims to estimate the overall prevalence of Internet addiction among Iranian university students. A total of 49 articles written in Persian or English, without time limitation, were gathered. Databases of Scientific Information Database, MagIran, PubMed, Scopus, and Web of Science were searched during the period from February 13 to March 13, 2018. The following keywords and their possible combinations were used: Iran, student, Internet dependency, Internet addiction, and problematic Internet use. The Cochran's Q test was used to test the heterogeneity among the studies, and because heterogeneity was not significant, the random effects model was used to estimate the overall prevalence of Internet addiction. Data analysis was performed using STATA, version 12. Meta-analysis of 49 selected articles with a total sample size of 16,585 indicated that the overall prevalence of Internet addiction among Iranian students was 31.51 percent (95% confidence interval: 26.47-36.55). In addition, meta-regression analysis showed no significant relationship between Internet addiction and year of publication (p = 0.972) and sample size (p = 0.915). About one-third of Iranian students have Internet addiction. It is necessary to provide training workshops on learning about the consequences of Internet addiction and its management.
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Affiliation(s)
- Shahin Salarvand
- Social Determinant of Health Research Center, School of Nursing and Midwifery, Lorestan University of Medical Sciences, Khorramabad, Iran
| | - Ahmed N Albatineh
- Department of Community Medicine and Behavioral Sciences, Faculty of Medicine, Kuwait University, Kuwait City, Kuwait
| | - Sahar Dalvand
- Department of Epidemiology and Biostatistics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Elnaz Baghban Karimi
- Department of Nursing, Faculty of Nursing and Midwifery, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Reza Ghanei Gheshlagh
- Social Determinants of Health Research Center, Research Institute for Health Development, Kurdistan University of Medical Sciences, Sanandaj, Iran
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Mahmoud OAA, Hadad S, Sayed TA. The association between Internet addiction and sleep quality among Sohag University medical students. MIDDLE EAST CURRENT PSYCHIATRY 2022. [DOI: 10.1186/s43045-022-00191-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Internet addiction (IA) is a growing issue with multiple impacts on psychological functions, including sleep. Consequently, the present study aimed to assess the correlation between IA as well as the quality of sleep among medical students. A total of 525 students from Sohag University were included in the study. Young Internet Addiction Test (YIAT) was utilized in order to evaluate IA. Demographic information, university-related factors, and Internet usage patterns of the participants were documented. Pittsburgh Sleep Quality Index was utilized so as to evaluate the quality of sleep.
Results
The prevalence of IA was 4.95% for severe addiction and 39.62% for moderate addiction. About 81.62% of subjects who suffer from IA significantly had poor quality of sleep. Young age, male gender, low academic performance, computer presence at home, Internet presence at home, using the Internet for chatting and gaming, and poor sleep quality are strong predictors of Internet addiction.
Conclusions
The prevalence of IA and its impact on the quality of sleep have been found to be substantial among medical students. There is a need for programs to raise awareness towards IA as well as its impact on sleep among university medical students.
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Hassan H, Elhusseiny A, Haggag W, Abd Elmoez K, Elsayed M. Psychiatric symptoms associated with internet addiction among Suez Canal University students. EGYPTIAN JOURNAL OF PSYCHIATRY 2022; 43:149. [DOI: 10.4103/ejpsy.ejpsy_50_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
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Mehmood A, Bu T, Zhao E, Zelenina V, Alexander N, Wang W, Siddiqi SM, Qiu X, Yang X, Qiao Z, Zhou J, Yang Y. Exploration of Psychological Mechanism of Smartphone Addiction Among International Students of China by Selecting the Framework of the I-PACE Model. Front Psychol 2021; 12:758610. [PMID: 34867657 PMCID: PMC8632695 DOI: 10.3389/fpsyg.2021.758610] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2021] [Accepted: 10/19/2021] [Indexed: 11/13/2022] Open
Abstract
The I-PACE (interaction of person-affect-cognition-execution) model explains that the causes of addiction are the result of individual susceptibility (genetic and personality), psychopathological factors (negative emotions), and cognitive and affective factor interaction. The issue of smartphone addiction and its emerging effects are now becoming an essential social enigma. This study is aimed at exploring how personal, affective, cognitive, and execution factors accelerate the mechanism of smartphone addiction among international students. Randomly selected, six hundred international students have constituted the population for our study. All participants were asked to complete self-administered questionnaires. The questionnaire included demographics (gender, place of stay, educational level, and reason for smartphone usage), Mobile Phone Addiction Index, Loneliness Scale (UCLA), Rosenberg Self-Esteem Scale, Beck Depression Inventory, Perceived Stress Scale, Eysenck Personality Questionnaire, and Simplified Coping Style Questionnaire. Statistical analysis was performed using SPSS. 20.3% (n = 122) of international students are agonized with smartphone addiction, while 79.7% (n = 478) use smartphones at an average level. Students' place of stay, neuroticism personality, social desirability, self-esteem, loneliness, depression, perceived stress, and passive coping are associated with smartphone addiction. Loneliness and depression show a strong positive significant correlation, among other variables while loneliness, neurotic personality, depression, low self-esteem, stress, and passive coping are risk factors for smartphone addiction. This study reveals that international students are a high-risk group for smartphone addiction. It has a great deal of impact on students' behavior and psyche. Multiple social, psychological, affective, and cognitive factors affect smartphone addiction. It would be beneficial to direct the students to limit their phone usage and indulge in other healthy physical activities to complete academic goals.
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Affiliation(s)
- Anam Mehmood
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Tianyi Bu
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Erying Zhao
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Viktoriia Zelenina
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Nikishov Alexander
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Wantong Wang
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Sultan Mehmood Siddiqi
- Department of Nutrition and Food Hygiene, College of Public Health, Harbin Medical University, Harbin, China
| | - Xiaohui Qiu
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Xiuxian Yang
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Zhengxue Qiao
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Jiawei Zhou
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
| | - Yanjie Yang
- Department of Medical Psychology, Psychology and Health Management Center, Harbin Medical University, Harbin, China
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Nayak A, Saranya K, Fredrick J, Madumathy R, Subramanian SK. Assessment of burden of internet addiction and its association with quality of sleep and cardiovascular autonomic function in undergraduate medical students. CLINICAL EPIDEMIOLOGY AND GLOBAL HEALTH 2021. [DOI: 10.1016/j.cegh.2021.100773] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
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Khazaie H, Lebni JY, Abbas J, Mahaki B, Chaboksavar F, Kianipour N, Toghroli R, Ziapour A. Internet Addiction Status and Related Factors among Medical Students: A Cross-Sectional Study in Western Iran. INTERNATIONAL QUARTERLY OF COMMUNITY HEALTH EDUCATION 2021:272684X211025438. [PMID: 34128427 DOI: 10.1177/0272684x211025438] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
BACKGROUND In recent years, Internet and social media technology use have emerged as an integral tool of human society, and the evolution of technological integration, cyberspace, and web-technology has become a common practice in educational institutions. Internet usage among students has played an indispensable role in learning behavior; however, the excessive usage of the internet and social media leads to internet addiction. This original study has performed a focalized scrutiny on revealing relationships between internet addiction and associated factors among the students of medicine, dentistry, and pharmaceutical departments. METHODS This descriptive and analytical study recruited medical students from the Self-governing Education Incubator of Kermanshah. This survey distributed questionnaires among the respondents' three departments, and this statistical data reported on 420 valid responses of the respondents. They represent first and second-semester medical students of the academic year 2017-2018. The study selected medical students by applying Cochran's Sample Size Formula through Stratified Random Sampling and cross-sectional research design. The survey has utilized a demographic questionnaire of Young's Internet Addiction Test (IAT) for the data collection. The study analyzed received data by using SPSS version 23 and performed the descriptive statistics, and analytical statistics (t-test and ANOVA). RESULTS The results of the present study established that the majority of subjects were female students (53.3%), and the average age was 23.84 ± 2.14, including the students of all departments. Besides, findings specified that the overall mean and standard deviation scores were 3.34 and ±0.88. Internet addiction revealed mean and the standard deviation score measured for all students 3.29 ± 0.73, 3.17 ± 0.92, and 3.57 ± 0.64 correspondingly. The survey results illustrated that medical students' internet addiction substantially correlated with demographic variables, such as age, marital status, the field of study, academic term, significant time of consuming the internet, the key reason of utilizing the internet, and daily usage of the internet (p < .05). CONCLUSION The results of the study specified that 25% of medical students showed internet addiction. The students are increasingly using the internet, and it has penetrated among students. The design and implementation of adequate educational programs and the application of internet-based efficiency interventions are essential for both knowledge acquisition and medical students' healthy behavior.
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Affiliation(s)
- Habibolah Khazaie
- Sleep Disorders Research Center, Kermanshah University of Medical Sciences, Iran
| | - Javad Yoosefi Lebni
- Health Promotion Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Jaffar Abbas
- Antai College of Economics and Management/School of Media and Communication, Shanghai Jiao Tong University, China
| | - Behzad Mahaki
- Department of Biostatistics, School of Health, Kermanshah University of Medical Sciences, Iran
| | - Fakhreddin Chaboksavar
- Nursing Care Research Center, Health Research Institute, Babol University of Medical Sciences, Babol, I.R. Iran
| | - Neda Kianipour
- Students Research Committee, Kermanshah University of Medical Sciences, Iran
| | - Razie Toghroli
- Social Determinants in Health Promotion Research Center, Hormozgan Health Institute, Hormozgan University of Medical Sciences, Bandar Abbas, Iran
| | - Arash Ziapour
- Research Center for Environmental Determinants of Health, Health Institute, Kermanshah University of Medical Sciences, Iran
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Vishwakarma A, Sharma M. The association between depression or stress and internet addiction. TAIWANESE JOURNAL OF PSYCHIATRY 2021. [DOI: 10.4103/tpsy.tpsy_19_21] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
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18
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Alaca N. The impact of internet addiction on depression, physical activity level and trigger point sensitivity in Turkish university students. J Back Musculoskelet Rehabil 2020; 33:623-630. [PMID: 31771035 DOI: 10.3233/bmr-171045] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
BACKGROUND AND OBJECTIVES Internet addiction (IA), defined as excessive, time consuming, uncontrollable use of the internet, has become a widespread problem. In this study, we investigated the impact of internet addiction on depression, physical activity level, and latent trigger point sensitivity in Turkish university students. METHODS A total of 215 university students (155 females and 60 males) who were between 18-25 years of age participated in the study. Using the Addiction Profile Index Internet Addiction Form (APIINT), we identified 51 people as non-internet-addicted (non-IA) (Group 1: 10 male/41 female) and 51 as internet-addicted (IA) (Group 2: 7 male/44 female). APIINT, International Physical Activity Questionnaire-Short-Form (IPAQ), Beck Depression Inventory (BDI), and Neck Disability Index (NDI) were administered to both groups, and the pressure-pain threshold (PPT) in upper/middle trapezius latent trigger points area was measured. RESULTS The internet addiction rate was 24.3% in our students. Compared with the non-IA group, the daily internet use time and BDI and NDI scores were higher (all p< 0.05), while the IPAQ walking (p< 0.01), IPAQ total (p< 0.05), and PPT values (p< 0.05) were lower in the IA group. CONCLUSIONS IA is a growing problem. This addiction may lead to musculoskeletal problems and can have consequences involving the level of physical activity, depression, and musculoskeletal disorders, particularly in the neck.
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Zochil ML, Thorsteinsson EB. Exploring poor sleep, mental health, and help‐seeking intention in university students. AUSTRALIAN JOURNAL OF PSYCHOLOGY 2020. [DOI: 10.1111/ajpy.12160] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Marina L. Zochil
- Department of Psychology, University of New England, Armidale, New South Wales, Australia,
| | - Einar B. Thorsteinsson
- Department of Psychology, University of New England, Armidale, New South Wales, Australia,
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20
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Jaiswal A, Manchanda S, Gautam V, Goel AD, Aneja J, Raghav PR. Burden of internet addiction, social anxiety and social phobia among University students, India. J Family Med Prim Care 2020; 9:3607-3612. [PMID: 33102337 PMCID: PMC7567262 DOI: 10.4103/jfmpc.jfmpc_360_20] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2020] [Revised: 03/28/2020] [Accepted: 04/23/2020] [Indexed: 01/25/2023] Open
Abstract
Background: Social anxiety disorder (SAD) is a common mental health disorder affecting adolescents often associated with comorbidities like depression, suicide ideation and substance abuse. The objective of this study was to estimate the prevalence of social anxiety in adolescents and to explore its correlation with internet usage. Methods: An exploratory cross-sectional study was conducted among 307 undergraduate students to screen for social anxiety and social phobia using a validated instrument, social interaction anxiety scale (SIAS). Young's internet addiction scale was used for measuring internet addiction. Respondents were categorised according to the scores obtained and later compared with their internet addiction behaviours. Results: Internet addiction was seen in 93.8% of respondents. The prevalence of SAD was estimated to be 15.3%. Internet addiction was positively correlated with social anxiety score (Pearson correlation = 0.994, P < 0.001). Conclusion: More than 90% of participants had internet addiction, the majority had mild-moderate internet addiction. Social anxiety was present in more than one-third of the participants. SAD was found to be associated with internet addiction.
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Affiliation(s)
- Abhishek Jaiswal
- Senior Resident, Department of Community Medicine and Family Medicine, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India
| | - Shubham Manchanda
- M.B.B.S. Student, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India
| | - Vaishali Gautam
- Senior Resident, Department of Community Medicine and Family Medicine, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India
| | - Akhil D Goel
- Assistant Professor, Department of Community Medicine and Family Medicine, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India
| | - Jitender Aneja
- Assistant Professor, Department of Psychiatry, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India
| | - Pankaja R Raghav
- Professor and Head, Department of Community Medicine and Family Medicine, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India
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21
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Social Networks Consumption and Addiction in College Students during the COVID-19 Pandemic: Educational Approach to Responsible Use. SUSTAINABILITY 2020. [DOI: 10.3390/su12187737] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Within the framework of digital sustainability, the increase in Internet consumption, and especially online social networks, offers social benefits, but is not without its drawbacks. For example, it can lead to psychological and/or psychiatric disorders in some people. Numerous researches are highlighting the similarities of these addictions with the consumption of toxic substances. University students are heavy users of the Internet and, in certain situations, addiction to online social networks can be the result of depression, harassment, and anxiety, among others, affecting their daily life, including their academic responsibilities. In recent months, an anomaly has occurred that may have contributed to intensifying this problem, namely the confinement produced by the COVID-19 pandemic, which has affected the whole world to a greater or lesser extent. In this cross-sectional study, with a descriptive and quantitative methodology, students from 14 Spanish universities were investigated in the first wave of the COVID-19 pandemic in order to understand the effects of this situation on the problem described. The results show a high consumption of social networks during that time, with significant incidences of addiction. In parallel, the presence of comorbidity has been determined. In this scenario, it would be necessary to implement university educational programs to redirect these addictive behaviors, as well as preventative recommendations and actions to minimize negative impacts. This is a major problem that is growing, exacerbated by the global pandemic produced by the SARS-CoV-2 coronavirus. Situations of this gravity call for the development of preventive and educational measures for the responsible and sustainable use of ICT.
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Liao S, Zhou Y, Liu Y, Wang R. Variety, frequency, and type of Internet use and its association with risk of depression in middle- and older-aged Chinese: A cross-sectional study. J Affect Disord 2020; 273:280-290. [PMID: 32421614 DOI: 10.1016/j.jad.2020.04.022] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Revised: 04/06/2020] [Accepted: 04/20/2020] [Indexed: 01/03/2023]
Abstract
BACKGROUND Internet use is beneficial to mental health has been acknowledged, but its specific patterns await further investigation in China's context of urban-rural disparity. Therefore, we aimed to understand the patterns of Internet use and measure their associations with risk of depression in China from three dimensions: variety, frequency and type. METHODS We selected 18,492 urban and rural Chinses respondents aged 45 years and older from China Health and Retirement Longitudinal Study (CHARLS) 2015 dataset. Risk of depression was measured by 10-item Centre for Epidemiologic Studies (CES-D 10). Internet use was measured from three dimensions: variety, frequency and type, whereas its relationship with risk of depression was examined by multivariate logistic regression model. RESULTS In the whole sample, 67.2% of respondents had no risk of depression, and approximately 7% used Internet, which was inversely associated with risk of depression (AOR=0.617, 95% CI=0.444, 0.858). Rural respondents had higher risk of depression (37.1% VS 26.2%) and lower prevalence of Internet use (2.6% VS 13%). Among rural respondents, using Internet occasionally (AOR=0.338; 95% CI=0.130, 0.881), using one type of device (AOR=0.293; 95% CI=0.113, 0.760), especially mobile phone (AOR=0.427; 95% CI=0.187, 0.978) were associated with lower odds of depression. No significant associations were observed in urban respondents. LIMITATIONS The causal relationship between variables awaits further investigation with a longitudinal design. CONCLUSION Internet use was negatively associated with risks of depression, especially in rural but not in urban participants. Rural-urban disparities should be considered when designing strategies to encourage moderate Internet use.
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Affiliation(s)
- Shiming Liao
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, 430030, China.
| | - Yongjie Zhou
- Affiliated Mental Health Center of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, 430012, China; Research Center for Psychological and Health Sciences, China University of Geosciences, Wuhan, Hubei, 430074, China.
| | - Yifeng Liu
- Department of Psychiatry, Shenzhen Nanshan Center for Chronic Disease Control, Shenzhen, People's Republic of China.
| | - Ruoxi Wang
- School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, 430030, China; Research center for Rural Health Services, Hubei Province Key Research Institute of Humanities and Social Sciences, Wuhan, Hubei, 430030, China.
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Mboya IB, Leyaro BJ, Kongo A, Mkombe C, Kyando E, George J. Internet addiction and associated factors among medical and allied health sciences students in northern Tanzania: a cross-sectional study. BMC Psychol 2020; 8:73. [PMID: 32646491 PMCID: PMC7346421 DOI: 10.1186/s40359-020-00439-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Accepted: 06/29/2020] [Indexed: 11/29/2022] Open
Abstract
Background Internet addiction is one of the fast-growing addictive behaviors and is a significant public health problem affecting a large number of people worldwide. Excessive use of the internet among university students increases their risk of internet addiction and related negative consequences. This study aimed to determine the prevalence and factors associated with internet addiction among medical and allied health sciences students in northern Tanzania. Methods This cross-sectional study was conducted at Kilimanjaro Christian Medical University College (KCMUCo) from May to June 2018. A total of 500 consenting undergraduate students were sampled using the Simple Random Sampling technique proportional to the size of each class and a self-administered questionnaire used to collect data. Internet addiction was measured using a 20-item internet addiction test (IAT-20). Generalized linear model with Poisson family and log link function was used to estimate prevalence ratio (PR) and the corresponding 95% confidence intervals for factors associated with internet addiction. Results The prevalence of internet addiction was 31%. Undergraduate students using the internet at the college were less likely to be addicted to internet (PR = 0.45, 95%CI 0.23, 0.86, p = 0.02) compared to those using both at the hostel/home and college. Higher prevalence of internet addiction was among those who used internet for a long time, i.e., 5 h or more per day (PR = 1.84, 95%CI 1.30, 2.63, p = 0.001) and for social networking (PR = 1.64, 95%CI 1.17, 2.31, p = 0.004) compared to those who used for less than 5 h per day and academic purposes, respectively. Conclusions Thirty-one percent of undergraduate students in northern Tanzania were addicted to the internet. Internet addiction was associated with using the internet at the college, a long time using the internet per day, and social networking. The college administration should put effort into improving the accessibility, reliability, and regulation of college internet services to promote learning and academic productivity. We also recommend awareness creation intervention about the harmful consequences of excessive internet use in this population. More studies are needed to determine the burden of mental, psychological, and social problems associated with internet addiction in high-risk populations, and associated consequences.
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Affiliation(s)
- Innocent B Mboya
- Department of Epidemiology and Biostatistics, Institute of Public Health, Kilimanjaro Christian Medical University College, P. O. Box 2240, Moshi, Tanzania. .,Department of Community Health, Institute of Public Health, Kilimanjaro Christian Medical University College, P. O. Box 2240, Moshi, Tanzania. .,School of Mathematics, Statistics & Computer Science, University of KwaZulu Natal, Pietermaritzburg, Private Bag X01, Scottsville, 3209, South Africa.
| | - Beatrice John Leyaro
- Department of Epidemiology and Biostatistics, Institute of Public Health, Kilimanjaro Christian Medical University College, P. O. Box 2240, Moshi, Tanzania
| | - Alberto Kongo
- Department of Community Health, Institute of Public Health, Kilimanjaro Christian Medical University College, P. O. Box 2240, Moshi, Tanzania
| | - Charles Mkombe
- Department of Community Health, Institute of Public Health, Kilimanjaro Christian Medical University College, P. O. Box 2240, Moshi, Tanzania
| | - Eliah Kyando
- Department of Community Health, Institute of Public Health, Kilimanjaro Christian Medical University College, P. O. Box 2240, Moshi, Tanzania
| | - Johnston George
- Department of Community Health, Institute of Public Health, Kilimanjaro Christian Medical University College, P. O. Box 2240, Moshi, Tanzania
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Daytime Sleepiness in University Students and Internet Addiction as the Determinant. J Addict Nurs 2020; 31:153-160. [DOI: 10.1097/jan.0000000000000346] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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25
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Wang PY, Lin PH, Lin CY, Yang SY, Chen KL. Does Interpersonal Interaction Really Improve Emotion, Sleep Quality, and Self-Efficacy among Junior College Students? INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:E4542. [PMID: 32599755 PMCID: PMC7345085 DOI: 10.3390/ijerph17124542] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Revised: 06/20/2020] [Accepted: 06/22/2020] [Indexed: 01/01/2023]
Abstract
This study discusses the correlation between teenagers' real-life interpersonal interactions and teenagers' online interpersonal interactions with regards to emotion, sleep quality, and self-efficacy. This study adopted a cross-sectional design that included a survey using a structured questionnaire which included demographic data, the Chinese version of the Depression Anxiety Stress Scale (DASS-21), the Pittsburgh Sleep Quality Index (PSQI), the General Self-Efficacy Scale (GSE), the Real Interpersonal Interaction Scale (RIIS), and the Internet Interpersonal Interaction Scale (IIIS). This study enlisted 917 teenage students (age = 17.16 ± 1.48 years). The study found that RIIS had significant negative correlations with DASS and PSQI scores and a significant positive correlation with GSE. Namely, the greater the degree of real-life interpersonal interaction, the lower the degree of negative emotion. Likewise, the more satisfactory sleep quality is, the higher self-efficacy is. In addition, IIIS scores demonstrate significantly positive correlations with DASS and PSQI scores. Therefore, the greater the degree of online interpersonal interaction, the greater the levels of negative emotion, and the poorer the sleep quality is. This study showed that online interpersonal interaction may not improve emotions, sleep quality, or self-efficacy among junior college students. However, real-life interpersonal interaction may improve those three parameters.
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Affiliation(s)
- Po-Yu Wang
- Department of Pediatric Emergency, Changhua Christian Children Hospital, Changhua 500, Taiwan;
| | - Pin-Hsuan Lin
- Department of Health and Beauty, Shu Zen Junior College of Medicine and Management, Kaohsiung 821, Taiwan;
| | - Chung-Ying Lin
- Department of Rehabilitation Sciences, Faculty of Health and Social Sciences, The Hong Kong Polytechnic University, Hung Hom, Hong Kong;
| | - Shang-Yu Yang
- Department of Healthcare Administration, College of Medical and Health Science, Asia University, Taichung 413, Taiwan
| | - Kai-Li Chen
- Department of Nursing, College of Pharmacy and Health Care, Tajen University, Pingtung 90741, Taiwan;
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Zhang X, Shi X, Xu S, Qiu J, Turel O, He Q. The Effect of Solution-Focused Group Counseling Intervention on College Students' Internet Addiction: A Pilot Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17072519. [PMID: 32272623 PMCID: PMC7178016 DOI: 10.3390/ijerph17072519] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/22/2020] [Revised: 03/31/2020] [Accepted: 04/02/2020] [Indexed: 11/16/2022]
Abstract
This pilot study aimed to explore the effect of solution-focused group counseling intervention on Internet addiction among college students. Eighteen college students participated in this study, out of which nine subjects were assigned into the experimental group and the rest (n = 9) to a control group. The experimental group received group counseling for five weeks, while the control group did not receive any intervention. The revised version of the Chinese Internet Addiction Scale (CIAS-R) was used to capture pre-test and post-test excessive use in the two groups. The experimental group was also subjected to a follow-up test and self-reported Internet addiction scores six months after the end of group counseling. Results showed that after the five-week solution-focused group counseling, the scores of four dimensions of the CIAS-R in the experimental group had CIAS-R decreased, and the reduction trend of the total score of CIAS-R was similar across all subjects in this group. The treatment effect was larger than the placebo reduction in the control group in two dimensions: compulsive and withdrawal (Sym-C & Sym-W) and tolerance (Sym-T) symptoms. Qualitative research confirmed the conclusions from the quantitative data, showing that the experimental group reduced its Internet addiction symptoms. Overall, the findings suggested that solution-focused group counseling had positive intervention effects on Internet addiction.
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Affiliation(s)
- Xinhe Zhang
- Faculty of Psychology, Ministry of Education Key Laboratory of Cognition and Personality, Southwest University, Chongqing 400715, China; (X.Z.); (X.S.); (S.X.); (J.Q.)
| | - Xiaoxuan Shi
- Faculty of Psychology, Ministry of Education Key Laboratory of Cognition and Personality, Southwest University, Chongqing 400715, China; (X.Z.); (X.S.); (S.X.); (J.Q.)
| | - Shuowei Xu
- Faculty of Psychology, Ministry of Education Key Laboratory of Cognition and Personality, Southwest University, Chongqing 400715, China; (X.Z.); (X.S.); (S.X.); (J.Q.)
| | - Jingwen Qiu
- Faculty of Psychology, Ministry of Education Key Laboratory of Cognition and Personality, Southwest University, Chongqing 400715, China; (X.Z.); (X.S.); (S.X.); (J.Q.)
| | - Ofir Turel
- Information Systems and Decision Sciences, California State University, Fullerton, CA 92831, USA;
| | - Qinghua He
- Faculty of Psychology, Ministry of Education Key Laboratory of Cognition and Personality, Southwest University, Chongqing 400715, China; (X.Z.); (X.S.); (S.X.); (J.Q.)
- Chongqing Collaborative Innovation Center for Brain Science, Chongqing 400715, China
- Southwest University Branch, Collaborative Innovation Center of Assessment toward Basic Education Quality at Beijing Normal University, Chongqing 400715, China
- Institute of Psychology, Key Laboratory of Mental Health, Chinese Academy of Sciences, Beijing 100101, China
- Correspondence:
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Jain A, Sharma R, Gaur KL, Yadav N, Sharma P, Sharma N, Khan N, Kumawat P, Jain G, Maanju M, Sinha KM, Yadav KS. Study of internet addiction and its association with depression and insomnia in university students. J Family Med Prim Care 2020; 9:1700-1706. [PMID: 32509675 PMCID: PMC7266242 DOI: 10.4103/jfmpc.jfmpc_1178_19] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Revised: 01/31/2020] [Accepted: 02/12/2020] [Indexed: 12/02/2022] Open
Abstract
Introduction: Use of internet has increased exponentially worldwide with prevalence of internet addiction ranging from 1.6% to 18 % or even higher. Depression and insomnia has been linked with internet addiction and overuse in several studies. Aims and Objectives: Present study has looked in to pattern and prevalence of internet addiction in university students. This study has also explored the association of internet addiction with depression and insomnia. Material and Methods: In this cross sectional study 954 subjects were enrolled who had been using internet for past 6 months. Information regarding pattern of use and socio demographic characteristics were recorded. Internet addiction Test (IAT), PHQ-9,and insomnia Severity Index (ISI) were applied to measure internet addiction, depression and insomnia respectively. Results: Among 954 subjects, 518 (60.59%) were male and 376 (39.41%) were female with mean age of 23.81 (SD ± 3.72). 15.51% study subjects were internet addicts and 49.19% were over users. Several parameters including graduation level, time spent per day on line, place of internet use, smoking and alcohol had significant association with internet addiction. Internet addiction was predominantly associated with depression and insomnia. Conclusion: Internet addiction is a rising concern among youth. Several parameters including gender, time spent on line, alcohol, smoking predicts higher risk of internet addiction. Depression and insomnia are more common in internet addicts and overusers.
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Affiliation(s)
- Akhilesh Jain
- Department of Psychiatry, ESIC Model Hospital, Jaipur, Rajasthan, India
| | - Rekha Sharma
- Department of Ophthalmology, ESIC Model Hospital, Jaipur, Rajasthan, India
| | - Kusum Lata Gaur
- Department of PSM, SMS Medical College, Jaipur, Rajasthan, India
| | - Neelam Yadav
- Department of Medicine, ESIC Model Hospital, Jaipur, Rajasthan, India
| | - Poonam Sharma
- Department of Psychology, University of Rajasthan, Jaipur, Rajasthan, India
| | - Nikita Sharma
- Department of Psychology, University of Rajasthan, Jaipur, Rajasthan, India
| | - Nazish Khan
- Department of Psychology, University of Rajasthan, Jaipur, Rajasthan, India
| | - Priyanka Kumawat
- Department of Psychology, University of Rajasthan, Jaipur, Rajasthan, India
| | - Garima Jain
- Department of Medicine, ESIC Model Hospital, Jaipur, Rajasthan, India
| | - Mukesh Maanju
- Department of Psychiatry, ESIC Model Hospital, Jaipur, Rajasthan, India
| | | | - Kuldeep S Yadav
- Department of Psychiatry, ESIC Model Hospital, Jaipur, Rajasthan, India
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Gender differences in the addiction to social networks in the Southern Spanish university students. TELEMATICS AND INFORMATICS 2020. [DOI: 10.1016/j.tele.2019.101304] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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Di Z, Gong X, Shi J, Ahmed HO, Nandi AK. Internet addiction disorder detection of Chinese college students using several personality questionnaire data and support vector machine. Addict Behav Rep 2019; 10:100200. [PMID: 31508477 PMCID: PMC6726843 DOI: 10.1016/j.abrep.2019.100200] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Revised: 06/23/2019] [Accepted: 06/23/2019] [Indexed: 12/25/2022] Open
Abstract
With the unprecedented development of the Internet, it also brings the challenge of Internet Addiction (IA), which is hard to diagnose and cure according to the state-of-art research. In this study, we explored the feasibility of machine learning methods to detect IA. We acquired a dataset consisting of 2397 Chinese college students from the University (Age: 19.17 ± 0.70, Male: 64.17%) who completed Brief Self Control Scale (BSCS), the 11th version of Barratt Impulsiveness Scale (BIS-11), Chinese Big Five Personality Inventory (CBF-PI) and Chen Internet Addiction Scale (CIAS), where CBF-PI includes five sub-features (Openness, Extraversion, Conscientiousness, Agreeableness, and Neuroticism) and BSCS includes three sub-features (Attention, Motor and Non-planning). We applied Student's t-test on the dataset for feature selection and Support Vector Machines (SVMs) including C-SVM and ν-SVM with grid search for the classification and parameters optimization. This work illustrates that SVM is a reliable method for the assessment of IA and questionnaire data analysis. The best detection performance of IA is 96.32% which was obtained by C-SVM in the 6-feature dataset without normalization. Finally, the BIS-11, BSCS, Motor, Neuroticism, Non-planning, and Conscientiousness are shown to be promising features for the detection of IA.
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Affiliation(s)
- Zonglin Di
- School of Electronic and Information Engineering, Tongji University, Shanghai, China
| | - Xiaoliang Gong
- School of Electronic and Information Engineering, Tongji University, Shanghai, China
| | - Jingyu Shi
- East Hospital, Tongji University School of Medicine, Shanghai 200120, China
| | - Hosameldin O.A. Ahmed
- Department of Electronic and Computer Engineering, Brunel University London, Uxbridge, Middlesex, UK
| | - Asoke K. Nandi
- School of Electronic and Information Engineering, Tongji University, Shanghai, China
- Department of Electronic and Computer Engineering, Brunel University London, Uxbridge, Middlesex, UK
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'A Healthy CIT': An Investigation into Student Health Metrics, Lifestyle Behaviours and the Predictors of Positive Mental Health in an Irish Higher Education Setting. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16224318. [PMID: 31698784 PMCID: PMC6888466 DOI: 10.3390/ijerph16224318] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/28/2019] [Revised: 11/01/2019] [Accepted: 11/04/2019] [Indexed: 01/05/2023]
Abstract
Higher Education Institutions (HEIs) are potent health promotion settings, uniquely positioned to aid societal efforts to combat non-communicable diseases (NCDs). International evidence suggests that health metrics and lifestyle behaviours of higher education students are sub-optimal, yet a dearth of contemporary Irish data exists. This study aimed to examine sex differences in student lifestyle behaviours and identify significant predictors of positive mental health in an Irish HEI setting. An online questionnaire instrument distributed to all registered students (n = 11,261) gathered data regarding a multitude of health and lifestyle domains. Many items were adapted from previous Irish research. Further validated scales included the Alcohol Use Disorders Identification Test (AUDIT), Mental-Health Index 5 (MHI-5) and the Energy and Vitality Index (EVI). Self-reported height/body mass were also recorded. In total, 2267 responses were analysed (51.7% female, 48.3% male). Both sexes demonstrated poor sleeping patterns, hazardous drinking and sub-optimal fruit and vegetable intake. The calculated prevalence of overweight/obesity was 38.2%. Both sexes underestimated obesity. Males underestimated and females overestimated overweight. Males displayed riskier behavioural patterns with regard to illicit substances, drinking, and sexual partners. Females reported greater psychological distress. Multivariate linear regression identified 8 variables as predictors of positive mental health, accounting for 37% of the variance in EVI scores. In conclusion, HEI students would benefit from sex-specific multi-level health promotion initiatives to remove macro-level barriers to healthier lifestyles.
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Internet Addiction Among Lebanese Adolescents: The Role of Self-Esteem, Anger, Depression, Anxiety, Social Anxiety and Fear, Impulsivity, and Aggression-A Cross-Sectional Study. J Nerv Ment Dis 2019; 207:838-846. [PMID: 31503174 DOI: 10.1097/nmd.0000000000001034] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
The study objective was to evaluate the association between depression, anxiety, social anxiety and fear, impulsivity, and aggression and Internet addiction (IA) among Lebanese adolescents. This cross-sectional study, conducted between October 2017 and April 2018, enrolled 1103 young adolescents aged between 13 and 17 years. The Internet Addiction Test (IAT) was used to screen for IA. The results also showed that 56.4% of the participants were average Internet users (IAT score ≤49), 40.0% had occasional/frequent problems (IAT scores between 50 and 79), and 3.6% had significant problems (IAT scores ≥80) because of Internet use. The results of a stepwise regression showed that higher levels of aggression (β = 0.185), depression (Multiscore Depression Inventory for Children) (β = 0.219), impulsivity (β = 0.344), and social fear (β = 0.084) were associated with higher IA, whereas an increased number of siblings (β = -0.779) and a higher socioeconomic status (β = -1.707) were associated with lower IA. Uncontrolled use of the Internet can be associated with addiction and other psychological comorbidities.
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Depressed and swiping my problems for later: The moderation effect between procrastination and depressive symptomatology on internet addiction. COMPUTERS IN HUMAN BEHAVIOR 2019. [DOI: 10.1016/j.chb.2019.02.027] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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Measuring the relationship between social media use and addictive behavior and depression and suicide ideation among university students. COMPUTERS IN HUMAN BEHAVIOR 2018. [DOI: 10.1016/j.chb.2018.05.003] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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Musetti A, Corsano P. The Internet Is Not a Tool: Reappraising the Model for Internet-Addiction Disorder Based on the Constraints and Opportunities of the Digital Environment. Front Psychol 2018; 9:558. [PMID: 29720954 PMCID: PMC5915628 DOI: 10.3389/fpsyg.2018.00558] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2017] [Accepted: 04/03/2018] [Indexed: 11/13/2022] Open
Affiliation(s)
- Alessandro Musetti
- Department of Humanities, Social Sciences and Cultural Industries, Università Degli Studi di Parma, Parma, Italy
| | - Paola Corsano
- Department of Humanities, Social Sciences and Cultural Industries, Università Degli Studi di Parma, Parma, Italy
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Abstract
With Internet connectivity and technological advancement increasing dramatically in recent years, “Internet addiction” (IA) is emerging as a global concern. However, the use of the term ‘addiction’ has been considered controversial, with debate surfacing as to whether IA merits classification as a psychiatric disorder as its own entity, or whether IA occurs in relation to specific online activities through manifestation of other underlying disorders. Additionally, the changing landscape of Internet mobility and the contextual variations Internet access can hold has further implications towards its conceptualisation and measurement. Without official recognition and agreement on the concept of IA, this can lead to difficulties in efficacy of diagnosis and treatment. This paper therefore provides a critical commentary on the numerous issues of the concept of “Internet addiction”, with implications for the efficacy of its measurement and diagnosticity.
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Fayazi M, Hasani J. Structural relations between brain-behavioral systems, social anxiety, depression and internet addiction: With regard to revised Reinforcement Sensitivity Theory (r-RST). COMPUTERS IN HUMAN BEHAVIOR 2017. [DOI: 10.1016/j.chb.2017.02.068] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Nie J, Zhang W, Liu Y. Exploring depression, self-esteem and verbal fluency with different degrees of internet addiction among Chinese college students. Compr Psychiatry 2017; 72:114-120. [PMID: 27810547 DOI: 10.1016/j.comppsych.2016.10.006] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2016] [Revised: 09/08/2016] [Accepted: 10/12/2016] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND The aims of this study were to explore depression, self-esteem and verbal fluency functions among normal internet users, mild internet addictions and severe internet addictions. METHODS The survey sample consisted of 316 college students, and their internet addiction symptoms, depression and self-esteem symptoms were assessed using the Revised Chen Internet Addiction Scale (CIAS-R), Zung Self-Rating Depression Scale (ZSDS), Rosenberg Self-Esteem Scale (RSES), respectively. From this sample, 16 students with non-addictions, 19 students with mild internet addiction (sub-MIA) and 15 students with severe internet addiction (sub-SIA) were recruited and subjected to the classical verbal fluency tests, including the semantic and phonemic fluency task. RESULTS The results indicated that severe internet addiction in the survey sample showed the highest tendency towards depressive symptoms and lowest self-esteem scores, and sub-SIA showed poor performance on the semantic fluency task. CONCLUSION In conclusion, severe internet addiction was significantly associated with depression, low self-esteem and semantic verbal fluency problems.
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Affiliation(s)
- Jia Nie
- School of Psychology, Central China Normal University, Hubei, China; Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Wuhan, China
| | - Wei Zhang
- School of Psychology, Central China Normal University, Hubei, China; Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Wuhan, China.
| | - Ying Liu
- East Zhuyuan Primary School, Zhongshan, Guangdong, China
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Chi X, Lin L, Zhang P. Internet Addiction Among College Students in China: Prevalence and Psychosocial Correlates. CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING 2016; 19:567-73. [DOI: 10.1089/cyber.2016.0234] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Affiliation(s)
- Xinli Chi
- College of Psychology and Sociology, Shenzhen University, Shenzhen, China
| | - Li Lin
- Department of Applied Social Science, The Hong Kong of Polytechnic University, Hong Kong, China
| | - Peichao Zhang
- Research Center for Modern Psychology, School of Philosophy, Wuhan University, Wuhan, China
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Santos VA, Freire R, Zugliani M, Cirillo P, Santos HH, Nardi AE, King AL. Treatment of Internet Addiction with Anxiety Disorders: Treatment Protocol and Preliminary Before-After Results Involving Pharmacotherapy and Modified Cognitive Behavioral Therapy. JMIR Res Protoc 2016; 5:e46. [PMID: 27005889 PMCID: PMC4822035 DOI: 10.2196/resprot.5278] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2015] [Revised: 11/28/2015] [Accepted: 11/29/2015] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND The growth of the Internet has led to significant change and has become an integral part of modern life. It has made life easier and provided innumerous benefits; however, excessive use has brought about the potential for addiction, leading to severe impairments in social, academic, financial, psychological, and work domains. Individuals addicted to the Internet usually have comorbid psychiatric disorders. Panic disorder (PD) and generalized anxiety disorder (GAD) are prevalent mental disorders, involving a great deal of damage in the patient's life. OBJECTIVE This open trial study describes a treatment protocol among 39 patients with anxiety disorders and Internet addiction (IA) involving pharmacotherapy and modified cognitive behavioral therapy (CBT). METHODS Of the 39 patients, 25 were diagnosed with PD and 14 with GAD, in addition to Internet addiction. At screening, patients responded to the MINI 5.0, Hamilton Anxiety Rating Scale, Hamilton Depression Rating Scale, Clinical Global Impressions Scale, and the Young Internet Addiction Scale. At that time, IA was observed taking into consideration the IAT scale (cutoff score above 50), while anxiety disorders were diagnosed by a psychiatrist. Patients were forwarded for pharmacotherapy and a modified CBT protocol. Psychotherapy was conducted individually, once a week, over a period of 10 weeks, and results suggest that the treatment was effective for anxiety and Internet addiction. RESULTS Before treatment, anxiety levels suggested severe anxiety, with an average score of 34.26 (SD 6.13); however, after treatment the mean score was 15.03 (SD 3.88) (P<.001). A significant improvement in mean Internet addiction scores was observed, from 67.67 (SD 7.69) before treatment, showing problematic internet use, to 37.56 (SD 9.32) after treatment (P<.001), indicating medium Internet use. With respect to the relationship between IA and anxiety, the correlation between scores was .724. CONCLUSIONS This study is the first research into IA treatment of a Brazilian population. The improvement was remarkable due to the complete engagement of patients in therapy, which contributed to the success of the treatment from a behavioral perspective, and gave patients the confidence to continue to manage Internet use in their lives.
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Affiliation(s)
- Veruska Andrea Santos
- Laboratory of Panic and Respiration, Institute of Psychiatry of The Federal University of Rio de Janeiro (IPUB/UFRJ), Federal University of Rio de Janeiro (UFRJ), Rio de Janeiro, Brazil.
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Uddin MS, Mamun AA, Iqbal MA, Nasrullah M, Asaduzzaman M, Sarwar MS, Amran MS. Internet Addiction Disorder and Its Pathogenicity to Psychological Distress and Depression among University Students: A Cross-Sectional Pilot Study in Bangladesh. ACTA ACUST UNITED AC 2016. [DOI: 10.4236/psych.2016.78113] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Lu X, Yeo KJ. Pathological Internet use among Malaysia University Students: Risk factors and the role of cognitive distortion. COMPUTERS IN HUMAN BEHAVIOR 2015. [DOI: 10.1016/j.chb.2014.12.021] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Block M, Stern DB, Raman K, Lee S, Carey J, Humphreys AA, Mulhern F, Calder B, Schultz D, Rudick CN, Blood AJ, Breiter HC. The relationship between self-report of depression and media usage. Front Hum Neurosci 2014; 8:712. [PMID: 25309388 PMCID: PMC4162355 DOI: 10.3389/fnhum.2014.00712] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2014] [Accepted: 08/26/2014] [Indexed: 11/18/2022] Open
Abstract
Depression is a debilitating condition that adversely affects many aspects of a person's life and general health. Earlier work has supported the idea that there may be a relationship between the use of certain media and depression. In this study, we tested if self-report of depression (SRD), which is not a clinically based diagnosis, was associated with increased internet, television, and social media usage by using data collected in the Media Behavior and Influence Study (MBIS) database (N = 19,776 subjects). We further assessed the relationship of demographic variables to this association. These analyses found that SRD rates were in the range of published rates of clinically diagnosed major depression. It found that those who tended to use more media also tended to be more depressed, and that segmentation of SRD subjects was weighted toward internet and television usage, which was not the case with non-SRD subjects, who were segmented along social media use. This study found that those who have suffered either economic or physical life setbacks are orders of magnitude more likely to be depressed, even without disproportionately high levels of media use. However, among those that have suffered major life setbacks, high media users—particularly television watchers—were even more likely to report experiencing depression, which suggests that these effects were not just due to individuals having more time for media consumption. These findings provide an example of how Big Data can be used for medical and mental health research, helping to elucidate issues not traditionally tested in the fields of psychiatry or experimental psychology.
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Affiliation(s)
- Martin Block
- Medill Integrated Marketing Communications, Northwestern University Evanston, IL, USA ; Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA
| | - Daniel B Stern
- Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA ; Department of Psychiatry and Behavioral Science, Warren Wright Adolescent Center, Northwestern University Feinberg School of Medicine Chicago, IL, USA
| | - Kalyan Raman
- Medill Integrated Marketing Communications, Northwestern University Evanston, IL, USA ; Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA
| | - Sang Lee
- Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA ; Laboratory of Neuroimaging and Genetics, Department of Psychiatry, Massachusetts General Hospital Boston, MA, USA
| | - Jim Carey
- Medill Integrated Marketing Communications, Northwestern University Evanston, IL, USA ; Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA
| | - Ashlee A Humphreys
- Medill Integrated Marketing Communications, Northwestern University Evanston, IL, USA ; Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA
| | - Frank Mulhern
- Medill Integrated Marketing Communications, Northwestern University Evanston, IL, USA ; Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA
| | - Bobby Calder
- Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA ; Department of Marketing, Kellogg School of Management, Northwestern University Evanston, IL, USA
| | - Don Schultz
- Medill Integrated Marketing Communications, Northwestern University Evanston, IL, USA ; Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA
| | - Charles N Rudick
- Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA ; Department of Urology, Northwestern University Feinberg School of Medicine Chicago, IL, USA
| | - Anne J Blood
- Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA ; Laboratory of Neuroimaging and Genetics, Department of Psychiatry, Massachusetts General Hospital Boston, MA, USA ; Mood and Motor Control Laboratory, Department of Psychiatry, Massachusetts General Hospital Boston, MA, USA
| | - Hans C Breiter
- Applied Neuromarketing Consortium, Medill, Kellogg, and Feinberg Schools, Northwestern University Evanston, IL, USA ; Department of Psychiatry and Behavioral Science, Warren Wright Adolescent Center, Northwestern University Feinberg School of Medicine Chicago, IL, USA ; Laboratory of Neuroimaging and Genetics, Department of Psychiatry, Massachusetts General Hospital Boston, MA, USA ; Mood and Motor Control Laboratory, Department of Psychiatry, Massachusetts General Hospital Boston, MA, USA
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