Evidence map›Paper›PMID 39998871›Full record

ArticleJournal of medical Internet research2025

More Cyberbullying, Less Happiness, and More Injustice-Psychological Changes During the Pericyberbullying Period: Quantitative Study Based on Social Media Data.

Xingyun Liu, Miao Liu, Xin Kang, Nuo Han, Yuehan Liao, Zhihong Ren

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Review
  5. Article
  6. The Impact of Social Media & Technology on Child and Adolescent Mental Health.Journal of psychiatry and psychiatric disorders · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Xingyun LiuKey Laboratory of Adolescent Cyberpsychology and Behavior, Ministry of Education, Wuhan, China.ORCID 0000-0001-7118-0465
Miao LiuKey Laboratory of Adolescent Cyberpsychology and Behavior, Ministry of Education, Wuhan, China.ORCID 0009-0004-4935-2995
Xin KangKey Laboratory of Adolescent Cyberpsychology and Behavior, Ministry of Education, Wuhan, China.ORCID 0009-0006-7125-2725
Nuo HanDepartment of Psychology, Faculty of Arts and Sciences, Beijing Normal University at Zhuhai, Zhuhai, China.ORCID 0000-0002-8090-4581
Yuehan LiaoKey Laboratory of Adolescent Cyberpsychology and Behavior, Ministry of Education, Wuhan, China.ORCID 0009-0003-1451-677X
Zhihong RenKey Laboratory of Adolescent Cyberpsychology and Behavior, Ministry of Education, Wuhan, China.ORCID 0000-0002-3753-6242

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe phenomenon of cyberbullying is becoming increasingly severe, and many studies focus on the negative psychological impacts of cyberbullying survivors. However, current survey methods cannot provide direct and reliable evidence of the short-term psychological effects of cyberbullying survivors, as it is impractical to measure psychological changes before and after such an unpredictable event in a short period.

objectiveThis study aims to explore the psychological impacts of cyberbullying on survivors during the pericyberbullying period, defined as the critical time frame surrounding the first cyberbullying incident, encompassing the psychological changes before, during, and after the event.

methodsWe collected samples from 60 cyberbullying survivors (experimental group, 94/120, 78% female) and 60 individuals who have not experienced cyberbullying (control group, matched by sex, location, and number of followers) on Sina Weibo, a social media platform developed by Sina Corporation. During the pericyberbullying period, we retrospectively measured psychological traits 3 months before and after the first cyberbullying incident for both groups. Social media data and predictive models were used to identify survivors' internal psychological traits, including happiness, suicide risk, personality traits, and moral perceptions of the external environment. Network analysis was then performed to explore the interplay between cyberbullying experiences and psychological characteristics.

resultsDuring the pericyberbullying period, survivors exhibited significantly reduced happiness (t

conclusionsBy leveraging noninvasive retrospective social media data, this study provides novel insights into the short-term psychological impacts of cyberbullying during the pericyberbullying period. The findings highlight the need for timely interventions focusing on enhancing survivors' happiness, reducing suicide risk, adjusting personality traits, and rebuilding moral cognition to mitigate the negative effects of cyberbullying.

Indexed as

CyberbullyingHappinessSocial MediaSurvivorsAdultFemaleHumansMaleRetrospective StudiesYoung Adultcyberbullyingmoralitypericyberbullying periodpersonality traitssocial mediasuicide riskwell-being

Identifiers

PMID39998871
PMCPMC11897681

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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.