Evidence map›Paper›PMID 40181270›Full record

ArticleBMC public health2025

Using the multilayer perceptron approach to explore the relationship between PUBG gaming, sleep disorder, quality of life, and migraine.

Ali Hassan, Muhammad Daniyal, Roy Rillera Marzo, Mohammed Aljuaid, Duaa Shahid

Abstract read
In one paragraph

Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

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.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
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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

5 authors.

Ali HassanDepartment of Media and Communication Studies, The Islamia University of Bahawalpur, Bahawalpur, Pakistan.
Muhammad DaniyalResearch Center, Almoosa Specialist Hospital, Al-Ahsa, Saudi Arabia. muhammad.daniyal@iub.edu.pk.
Roy Rillera MarzoFaculty of Humanities and Health Sciences, Curtin University, Miri, Sarawak, Malaysia.
Mohammed AljuaidDepartment of Health Administration, College of Business Administration, King Saud University, Riyadh, Saudi Arabia.
Duaa ShahidHult International Business School, Cambridge, MA, 02141, USA.

Funding

Researcher Supporting Project King Saud University, Riyadh, Saudi Arabia. RSP2025R481
6 · The paper itself

Abstract

background of the studyPlayer Unknown's Battlegrounds (PUBG), a popular and widely played multiplayer online game, has generated interest and concern about its effects on the physical health of its players. This study explores the relationship between factors like cultivation level, gaming disorder, migraine and associated symptoms, sleep quality, and life quality of PUBG players.

methodsThis cross-sectional study included 500 PUBG players, categorized into Lower, Medium, and High PUBG Users. Data were collected using a self-administered questionnaire, including the Pittsburgh Sleep Quality Index (PSQI), Epworth Sleepiness Scale (ESS), and a gaming disorder screening tool. The Multilayer Perceptron (MLP) methodology was applied to analyze the factors influencing migraine symptoms, sleep quality, and quality of life.

resultsParticipants of the study were categorized into lower PUBG users (LPU), medium PUBG users (MPU), and high PUBG users (HPU). Among study participants reporting migraine pain, 259 (51.8%) reported that they were HPU. By examining daytime sleepiness using the ESS, Higher normal Day sleep (DS) was observed in 78 (15.9%) HPU. The cultivation level of PUBG showed a very weak positive correlation with experiencing migraine pain or associated headache symptoms (r = 0.034, p = 0.454). In contrast, the gaming disorder of PUBG showed a weak negative correlation with PSQI (r = -0.092, p = 0.041). The higher levels of gaming disorder are slightly associated with poorer sleep quality. The results of the MLP model suggested that daily PUBG use was the most contributing factor to migraine and related symptoms followed by gaming disorder, gaming addiction, PSQI, and ESS.

conclusionThe study concluded that PUBG playing contributes to migraine and its associated symptoms although is not significant it contributes to less sleep quality and lower quality of life.

Indexed as

Migraine DisordersQuality of LifeSleep Wake DisordersVideo GamesAdultCross-Sectional StudiesFemaleHumansMaleMultilayer PerceptronsSurveys and QuestionnairesYoung AdultDaytime sleepinessGaming disorderMachine learningMigraine disordersSleep quality

Identifiers

PMID40181270
PMCPMC11969928

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.