Evidence map›Paper›PMID 41431492›Full record

ArticleCureus2025

Prevalence of Smartphone Addiction and Its Associated Factors Among College Students Aged 18-23 Years in Kerala, India: A Cross-Sectional Study.

Manuja Devi, Chitra Tomy, Jeby Jose Olickal, Brilly Michael Rose, Kavumpurathu Raman Thankappan

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Article in Cureus, 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
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2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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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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

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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.

Manuja DeviDepartment of Public Health, Amrita Institute of Medical Sciences, Amrita Vishwa Vidyapeetham, Kochi, IND.
Chitra TomyDepartment of Community Medicine, Amrita Institute of Medical Sciences, Amrita Vishwa Vidyapeetham, Kochi, IND.
Jeby Jose OlickalDepartment of Public Health, Amrita Institute of Medical Sciences, Amrita Vishwa Vidyapeetham, Kochi, IND.
Brilly Michael RoseDepartment of Community Medicine, Amrita Institute of Medical Sciences, Amrita Vishwa Vidyapeetham, Kochi, IND.
Kavumpurathu Raman ThankappanDepartment of Public Health, Amrita Institute of Medical Sciences, Amrita Vishwa Vidyapeetham, Kochi, IND.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background Smartphone addiction is a growing public health concern, especially among young adults. Literature regarding the prevalence and associated factors of smartphone addiction among young adults in Kerala remains limited and inconsistent. Therefore, this study aimed to estimate the prevalence of smartphone addiction and to identify its associated factors among college students in Kerala. Methods We conducted a cross-sectional study among 1,067 college students aged 18-23 years (53% females) from Thiruvananthapuram and Thrissur districts of Kerala. Students from government, aided, and self-financing colleges were selected through a multistage cluster sampling method, where colleges and classes were randomly chosen. This approach helped ensure that the sample was representative and minimized selection bias, giving all eligible students in the selected clusters an equal chance of participation. The study was conducted over a period of nine months, from August 2024 to May 2025, with data collected between December 20, 2024, and February 20, 2025, using the Mobile Phone Use Screening Test (MUST) questionnaire. Data were analyzed using jamovi (Version 2.3) ([Computer Software]. Retrieved from https://www.jamovi.org)) for descriptive statistics, and multivariable logistic regression was performed using IBM SPSS Statistics for Windows, V. 20.0 (IBM Corp., Armonk, NY, USA). Results The prevalence of smartphone addiction was 39.9% (95% CI: 37-42.9). Factors significantly associated with smartphone addiction included a delay of over 30 minutes between phone use and sleep (aOR = 3.38; 95% CI: 1.84-6.19), smartphone use before sleep (aOR = 2.96; 95% CI: 1.80-4.86), use after midnight (aOR = 1.93; 95% CI: 1.44-2.57), being from a nuclear family (aOR = 1.55; 95% CI: 1.11-2.17), and using the phone for ≥30 minutes after lights off without a blue light filter (aOR = 1.48; 95% CI: 1.14-1.93). Conclusion The study reveals a high prevalence of smartphone addiction among college students in Kerala. Targeted interventions addressing smartphone addiction among college students in Kerala are critical, especially for those from nuclear families and those who use their devices late at night. These at-risk groups include students who use smartphones after midnight, use them for 30 minutes or more after turning off the lights, or have a delay between smartphone use and falling asleep.

Indexed as

cross-sectional studymental healthproblematic smartphone usesmartphone addictionuniversity students

Identifiers

PMID41431492
PMCPMC12718660

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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.