Evidence map›Paper›PMID 42289763›Full record

ArticleBMC psychology2026

Association between problematic smartphone use, loneliness, and risk behaviors among high school students in a conflict-affected setting: A cross-sectional study from Palestine.

Muna Ahmead, Maisa Nabulsi, Raj'a Zyoud

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Article in BMC psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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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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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Muna AhmeadFaculty of Public Health, Al-Quds University, Jerusalem, Palestine. munaahmead@yahoo.com.
Maisa NabulsiFaculty of Pharmacy, Al-Quds University, Jerusalem, Palestine.
Raj'a ZyoudFaculty of Nursing, The Arab American University, Jenin, Palestine.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundStudents and young adults are known to use their mobile devices at significant rates, which may put them at risk for problematic use, especially in war-torn countries. However, there is limited research on problematic smartphone use in Palestine. This study aims to examine the relationship between sociodemographic variables, feelings of loneliness, smoking, consumption of energy drinks, alcohol use, and problematic smartphone use among 12th-grade students.

methodsThe study utilized a cross-sectional research design. We gathered data using a self-reported questionnaire that included the Smartphone Addiction Scale (SAS-SV), and the UCLA Loneliness Scale.

resultsA total of 1,083 participants were recruited, of whom 57.3% experienced problematic smartphone use. Also, 6.5% of the participants drank alcohol, 52.5% consumed energy drinks, 9% smoked cigarettes and 20.3% smoked water-pipe. The results of multivariate regression analysis revealed that participants who used smartphones for less than 2 h daily (AOR: 0.112, p < 0.001), those who used smartphones for 2 to 3 h daily (AOR: 0.354, p < 0.001) were at a high risk of problematic smartphone use compared to other participants. Also, participants who reported not feeling lonely were at a low risk of problematic smartphone use compared to those who felt lonely (AOR: 0.112, p < 0.001). Finally, participants who smoke cigarettes were at a high risk to experience problematic smartphone use than those who did not smoke (AOR: 1.630, p = 0.040). The sociodemographic variables, alcohol consumption, energy drink consumption, or water-pipe use were significant in the bivariate analysis but were not significant in the multivariate regression analysis.

conclusionProblematic smartphone use was prevalent among 12th-grade high school students in the current study. Feelings of loneliness, smoking cigarettes, and increased time spent on smartphones were associated with this issue. Programs that educate students, parents, and teachers on problematic smartphone use and risk factors can help prevent, detect, and manage this problem.

Indexed as

Behavior, AddictiveInternet Addiction DisorderLonelinessRisk-TakingSmartphoneStudentsAdolescentAlcohol DrinkingArabsCross-Sectional StudiesFemaleHumansMaleMiddle EastSmokingLonelinessMobile devicesPalestineProblematic smartphone useSubstance use

Identifiers

PMID42289763
PMCPMC13491804

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LicenceCC BY-NC-ND
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Registered trials

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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.