ArticleJMIR mental health2016
Are Mental Health Effects of Internet Use Attributable to the Web-Based Content or Perceived Consequences of Usage? A Longitudinal Study of European Adolescents.
Article in JMIR mental health, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed, 1 synthesis or guideline pooled it, 75 citations in OpenAlex.
- eHealth Intervention for Problematic Internet Use (PIU).Current psychiatry reports · 2016Pooled it
- Examining the Association Between Internet Use and Perceived Stress in Adults: Longitudinal Observational Study Combining Web Tracking Data With Questionnaires.Journal of medical Internet research · 2026Observational
- The role of sleep in prospective associations between parent reported youth screen media activity and behavioral health.Child and adolescent mental health · 2024Article
- Association of internet use and health service utilization with self-rated health in middle-aged and older adults: findings from a nationally representative longitudinal survey.Frontiers in public health · 2024Article
- Longitudinal Effects of Screen Time on Depressive Symptoms among Swedish Adolescents: The Moderating and Mediating Role of Coping Engagement Behavior.International journal of environmental research and public health · 2023Article
- Associations between sleep habits, quality, chronotype and depression in a large cross-sectional sample of Swedish adolescents.PloS one · 2023Article
- Associations between Mobile Internet Use and Self-Rated and Mental Health of the Chinese Population: Evidence from China Family Panel Studies 2020.Behavioral sciences (Basel, Switzerland) · 2022Article
- The Relationship between Internet Use and Population Health: A Cross-Sectional Survey in China.International journal of environmental research and public health · 2022Article
- The associations between smart device use and psychological distress among secondary and high school students in Kuwait.PloS one · 2021Article
- The detrimental impacts of smart technology device overuse among school students in Kuwait: a cross-sectional survey.BMC pediatrics · 2020Article
- Social Media Use, eHealth Literacy, Disease Knowledge, and Preventive Behaviors in the COVID-19 Pandemic: Cross-Sectional Study on Chinese Netizens.Journal of medical Internet research · 2020Article
- Social Media Use and Deliberate Self-Harm Among Youth: A Systematized Narrative Review.Children and youth services review · 2020Article
- Association of Social Media Use and High-Risk Behaviors in Adolescents: Cross-Sectional Study.JMIR pediatrics and parenting · 2020Article
- Smartphones, social media use and youth mental health.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2020Review
- Article
- Association Between Parental Medical Claims for Opioid Prescriptions and Risk of Suicide Attempt by Their Children.JAMA psychiatry · 2019Article
- One-Month Stability of Cyberball Post-Exclusion Ostracism Distress in Adolescents.Journal of psychopathology and behavioral assessment · 2019Article
- Behavioral Addictions as Mental Disorders: To Be or Not To Be?Annual review of clinical psychology · 2018Review
- Decision-Making in Suicidal Behavior: The Protective Role of Loss Aversion.Frontiers in psychiatry · 2018Article
- Correlates of sexual initiation among European adolescents.PloS one · 2018Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors at 7 institutions in 5 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundAdolescents and young adults are among the most frequent Internet users, and accumulating evidence suggests that their Internet behaviors might affect their mental health. Internet use may impact mental health because certain Web-based content could be distressing. It is also possible that excessive use, regardless of content, produces negative consequences, such as neglect of protective offline activities.
objectiveThe objective of this study was to assess how mental health is associated with (1) the time spent on the Internet, (2) the time spent on different Web-based activities (social media use, gaming, gambling, pornography use, school work, newsreading, and targeted information searches), and (3) the perceived consequences of engaging in those activities.
methodsA random sample of 2286 adolescents was recruited from state schools in Estonia, Hungary, Italy, Lithuania, Spain, Sweden, and the United Kingdom. Questionnaire data comprising Internet behaviors and mental health variables were collected and analyzed cross-sectionally and were followed up after 4 months.
resultsCross-sectionally, both the time spent on the Internet and the relative time spent on various activities predicted mental health (P<.001), explaining 1.4% and 2.8% variance, respectively. However, the consequences of engaging in those activities were more important predictors, explaining 11.1% variance. Only Web-based gaming, gambling, and targeted searches had mental health effects that were not fully accounted for by perceived consequences. The longitudinal analyses showed that sleep loss due to Internet use (ß=.12, 95% CI=0.05-0.19, P=.001) and withdrawal (negative mood) when Internet could not be accessed (ß=.09, 95% CI=0.03-0.16, P<.01) were the only consequences that had a direct effect on mental health in the long term. Perceived positive consequences of Internet use did not seem to be associated with mental health at all.
conclusionsThe magnitude of Internet use is negatively associated with mental health in general, but specific Web-based activities differ in how consistently, how much, and in what direction they affect mental health. Consequences of Internet use (especially sleep loss and withdrawal when Internet cannot be accessed) seem to predict mental health outcomes to a greater extent than the specific activities themselves. Interventions aimed at reducing the negative mental health effects of Internet use could target its negative consequences instead of the Internet use itself.
trial registrationInternational Standard Randomized Controlled Trial Number (ISRCTN): 65120704; http://www.isrctn.com/ISRCTN65120704?q=&filters=recruitmentCountry:Lithuania&sort=&offset= 5&totalResults=32&page=1&pageSize=10&searchType=basic-search (Archived by WebCite at http://www.webcitation/abcdefg).
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.