Evidence map›Paper›PMID 40653510›Full record

ArticleScientific reports2025

Moderated mediation model of the association between problematic smartphone use and dry eye disease within Moroccan adolescents.

Samira Bouazza, Samira Abbouyi, Btissame Zarrouq

Abstract read
In one paragraph

Article in Scientific reports, 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. Smartphone Addiction and Dry Eye Disease in Children: Exploring the Mediating Role of Sleep Disturbance.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026
    Article
  2. 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

3 authors.

Samira BouazzaLaboratory of Epidemiology and Research in Health Sciences, Faculty of Medicine, Pharmacy, and Dental Medicine, Sidi Mohamed Ben Abdellah University, KM 2.200 Route Sidi Harazem, 30070, Fez, Morocco. samira.bouazza@usmba.ac.ma.
Samira AbbouyiLaboratory of Epidemiology and Research in Health Sciences, Faculty of Medicine, Pharmacy, and Dental Medicine, Sidi Mohamed Ben Abdellah University, KM 2.200 Route Sidi Harazem, 30070, Fez, Morocco.
Btissame ZarrouqLaboratory of Scientific Innovation in Sustainability, Environment, Education, and Health in the Era of Artificial Intelligence, Teachers Training College (Ecole Normale Superieure), Sidi Mohamed Ben Abdellah University, P.B 5206, 30030, Bensouda, Fez, Morocco.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study scrutinizes the mediating role of sleep disturbance in the relationship between problematic smartphone use and dry eye disease and examines the moderating role of physical activity. A total of 2202 high school students from twelve regions of Morocco completed the Smartphone Addiction Scale-Short Version (SAS-SV), the Insomnia Severity Index (ISI), and the Dry Eye Questionnaire-5 (DEQ-5). Participants were also asked to rate the number of days per week during which they performed physical activity for at least 60 min. Our findings indicated that 50% of participants were problematic smartphone users, 39.3% suffered from dry eye disease and 38.3% suffered from sleep problems. The results suggested that sleep disorder mediated partially the relationship between problematic smartphone use and dry eye disease. Physical activity (at least 180 min per week) influenced the relationship between problematic smartphone use and dry eye disease. Specifically, it moderated both the direct link between smartphone use and dry eye, and the indirect link mediated by sleep disorders. This moderating effect was significant (index = - 0.0218, 95% CI [- 0.0260, - 0.0173]). These results offer valuable insights for preventing and managing sleep disturbances and dry eye disease linked to problematic smartphone use.

Indexed as

Dry Eye SyndromesInternet Addiction DisorderSmartphoneAdolescentExerciseFemaleHumansMaleMoroccoSleep Wake DisordersSurveys and QuestionnairesDry eye diseaseHigh school studentsPhysical activityProblematic smartphone useSleep disturbance

Identifiers

PMID40653510
PMCPMC12256619

What Socratic holds

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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 Socratic graph.