The DOI matches its Crossref record; 21 of the 21 references it cites were found in a registry or an index.
Depression, anxiety, and smartphone addiction in university students- A cross sectional study
Open accessAbstract
OBJECTIVES: The study aims to assess prevalence of smartphone addiction symptoms, and to ascertain whether depression or anxiety, independently, contributes to smartphone addiction level among a sample of Lebanese university students, while adjusting simultaneously for important sociodemographic, academic, lifestyle, personality trait, and smartphone-related variables. METHODS: A random sample of 688 undergraduate university students (mean age = 20.64 ±1.88 years; 53% men) completed a survey composed of a) questions about socio-demographics, academics, lifestyle behaviors, personality type, and smartphone use-related variables; b) 26-item Smartphone Addiction Inventory (SPAI) Scale; and c) brief screeners of depression and anxiety (PHQ-2 and GAD-2), which constitute the two core DSM-IV items for major depressive disorder and generalized anxiety disorder, respectively. RESULTS: Prevalence rates of smartphone-related compulsive behavior, functional impairment, tolerance and withdrawal symptoms were substantial. 35.9% felt tired during daytime due to late-night smartphone use, 38.1% acknowledged decreased sleep quality, and 35.8% slept less than four hours due to smartphone use more than once. Whereas gender, residence, work hours per week, faculty, academic performance (GPA), lifestyle habits (smoking and alcohol drinking), and religious practice did not associate with smartphone addiction score; personality type A, class (year 2 vs. year 3), younger age at first smartphone use, excessive use during a weekday, using it for entertainment and not using it to call family members, and having depression or anxiety, showed statistically significant associations with smartphone addiction. Depression and anxiety scores emerged as independent positive predictors of smartphone addiction, after adjustment for confounders. CONCLUSION: Several independent positive predictors of smartphone addiction emerged including depression and anxiety. It could be that young adults with personality type A experiencing high stress level and low mood may lack positive stress coping mechanisms and mood management techniques and are thus highly susceptible to smartphone addiction.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“there is considerable evidence that vulnerable individuals (e.g., college students) who have lower self-control are easily addicted to the overuse of smartphone, which results in poor mental health such as anxiety [8,9], depression [10] and loneliness [11].”
From Comparative effectiveness of mind-body exercise versus cognitive behavioral therapy for college students with problematic smartphone use: A randomized controlled trial (2020) · cites this paper as [10]
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
The Patient Health Questionnaire-2: Validity of a Two-Item Depression Screener
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2003) · Medical Care · doi:10.1097/01.mlr.0000093487.78664.3c · Cited by 6,359
Anxiety disorders in primary care: prevalence, impairment, comorbidity, and detection
Kroenke, K., Spitzer, R. L., Williams, J. B. W., Monahan, P. O., & Löwe, B. (2007) · Annals of Internal Medicine · doi:10.7326/0003-4819-146-5-200703060-00004 · Cited by 4,741
Kroenke, K., Spitzer, R. L., Williams, J. B. W., & Löwe, B. (2010) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2010.03.006 · Cited by 4,057
Development and Validation of a Smartphone Addiction Scale (SAS)
Kwon, M., Lee, J.-Y., Won, W.-Y., Park, J.-W., Min, J.-A., Hahn, C., Gu, X., Choi, J.-H., & Kim, D.-J. (2013) · PLoS ONE · doi:10.1371/journal.pone.0056936 · Cited by 1,670
Demirci, K., Akgönül, M., & Akpinar, A. (2015) · Journal of Behavioral Addictions · doi:10.1556/2006.4.2015.010 · Cited by 1,529
The dark side of smartphone usage: Psychological traits, compulsive behavior and technostress
Lee, Y., Chang, C., Lin, Y., & Cheng, Z. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.10.047 · Cited by 1,115
Lemola, S., Perkinson-Gloor, N., Brand, S., Dewald-Kaufmann, J. F., & Grob, A. (2015) · Journal of Youth and Adolescence · doi:10.1007/s10964-014-0176-x · Cited by 940
Beginning the workday yet already depleted? Consequences of late-night smartphone use and sleep
Lanaj, K., Johnson, R. E., & Barnes, C. M. (2014) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2014.01.001 · Cited by 738
Bian, M., & Leung, L. (2015) · Social Science Computer Review · doi:10.1177/0894439314528779 · Cited by 669
Development and validation of the Smartphone Addiction Inventory (SPAI)
Lin, Y.-H., Chang, L.-R., Lee, Y.-H., Tseng, H.-W., Kuo, T. B. J., & Chen, S.-H. (2014) · PLoS ONE · doi:10.1371/journal.pone.0098312 · Cited by 611
Flagged first, then by citations
Cited by
Sorted by citations
Items 601–684 of 684
Determining the Level of Depression Stigma of University Students: A Descriptive Study
Atay, E., Olgun, N., & Boztepe, Z. (2024) · Doğu Karadeniz Sağlık Bilimleri Dergisi · doi:10.59312/ebshealth.1462815
Clinckspoor, G. L., & Zulaica, L. (2024) · Cidades, comunidades e território/Cidades comunidades e territórios · doi:10.15847/cct.30026
Yılmaz, S. (2024) · Journal of Dependence · doi:10.51982/bagimli.1527919
Çorak, T. (2024) · Journal of Dependence · doi:10.51982/bagimli.1453176
Tin, T. T. (2024) · Pakistan Journal of Life and Social Sciences (PJLSS) · doi:10.57239/pjlss-2024-22.2.00889
Evaluating Student Self-Management, Interpersonal Skills, and Academic Behaviors
Kassymova, G. K., Nursa’ban, M., Suleimen, S. B., Rifqiyah, F., & Sultan, J. (2024) · International Scientific-Practical Internet Conference "Challenges of Science" · doi:10.31643/2024.05
On the influence of gadgets on family relationships
Novoselova, E. N. (2024) · Moscow State University Bulletin Series 18 Sociology and Political Science · doi:10.24290/1029-3736-2024-30-3-212-230
Krishnakumar, S., Siluvai, S., Indumathi, K. P., & Lazar, V. R. (2024) · IAPS Journal of Practice in Mental Health · doi:10.4103/ijpmh.ijpmh_2_24
Lam, Q. M., Pham, N. D., Le, L.-T., & Dam, T. T. H. (2025) · Y HOC TP HO CHI MINH · doi:10.32895/ump.mpr.9.1.6
Shunta-Suntasig, K. J., Chicaiza-Manobanda, T. E., Chipantiza-Barroso, P. A., & Michuy-Aguilar, R. A. (2024) · Sanitas. Revista arbitrada de ciencias de la salud. · doi:10.62574/6tk30q40
Venkateswaran, P. S., Rekha, N. D., & Sriramkumar, M. (2025) · Advances in human and social aspects of technology book series · doi:10.4018/979-8-3693-8804-4.ch011
Reliability of the Arabic Smartphone Addiction Scale-Short Version (SAS-SV)Preprint
Sharei, A. A., Yousuf, M. S., Almaraziq, B. I., Dawoud, R., Iqneibi, S., & Tayeh, L. (2025) · Preprints.org · doi:10.20944/preprints202504.1630.v1
Kütük, H., & Okur, S. (2025) · İstanbul Gelişim Üniversitesi Sağlık Bilimleri Dergisi · doi:10.38079/igusabder.1631328
Müller, V. (2025) · SZTE Repository of Dissertations (University of Szeged) · doi:10.14232/phd.12432
Bütün, F., & Saylık, F. Z. (2025) · Uluslararası Anadolu Sosyal Bilimler Dergisi · doi:10.47525/ulasbid.1686327 · Cited by 2
Kavaklı, M. (2025) · Journal of Literature and Humanities · doi:10.55590/literatureandhumanities.1541364
Filho, F. J. F., da Silva, F. S. B., Pinheiro, P. L. D. O., & Lameira, A. P. D. N. (2025) · Revista Caribeña de Ciencias Sociales · doi:10.55905/rcssv14n7-028 · Cited by 1
Rashid, A. (2025) · Journal of Population Therapeutics and Clinical Pharmacology · doi:10.53555/7mcbry35
Aydın, G., Kendal, K., Karacan, Y. Y., & Sürenkök, Ö. (2025) · Journal of Public Health · doi:10.1007/s10389-025-02561-7
التقييم المدرك للتحديات التي تواجه الطالبات الصم وضعاف السمع بجامعة القصيم في ضوء نوع التحدي
العجلان, م. ب. ص., & الرشودي, م. ب. إ. (2025) · Al-Mağallah Al-ʿArabiyyaẗ Lil-Qiyās wa Al-Taqwīm · doi:10.21608/ajme.2025.451079
Márton, J. A., Busa, F., Rozmann, N., Pandur, A. A., Csima, M., & Sipos, D. (2025) · Healthcare · doi:10.3390/healthcare13182272
Nauman, S., Bhatti, H. Y., & Malik, S. Z. (2025) · Behaviour and Information Technology · doi:10.1080/0144929x.2025.2563660
Toledo, P. D. M. E. S., Lucchetti, G., Grünewald, S. T. F., Ezequiel, O. D. S., & Lucchetti, A. L. G. (2025) · International Journal of Social Psychiatry · doi:10.1177/00207640251384081
Mindful or Distracted? Understanding Student Mobile Behavior Through Digital Phenotyping
Vaghela, M., Patel, A., & Shah, M. (2025) · Lecture notes in networks and systems · doi:10.1007/978-3-032-06694-7_39
Smartphone Addiction Among Greek University Students: A Cross-Sectional Study Using the SAS-SV Scale
Karali, E., Briola, K., Emmanouil-Kalos, A., Sidiropoulos, S., Ginis, A., & Vozikis, A. (2025) · Psychiatry International · doi:10.3390/psychiatryint6040152
Doğan, V., & Sinanoğlu, G. K. (2025) · The European Research Journal · doi:10.18621/eurj.1760311
Andrews, J. A., Craven, M. P., Lang, A. R., Guo, B., Morriss, R. K., & Hollis, C. P. (2022) · Figshare · doi:10.6084/m9.figshare.19728368
Alqaderi, N., Banibella Abdelmagied Elamin, A., Yasser Abdelraouf Abdelmonem, K., Teir, H. J., & Andrade, G. (2023) · Figshare · doi:10.6084/m9.figshare.24264641
Gao, B., Shen, Q., Luo, G., & Xu, Y. (2024) · Figshare · doi:10.6084/m9.figshare.26600905
Wu, H. T., Li, J., & Tsurumi, A. (2024) · Figshare · doi:10.6084/m9.figshare.26667421
Liu, J., Yu, X., Kong, L., & Zhou, X. (2023) · Figshare · doi:10.6084/m9.figshare.24761285
Zeidan, J., Hallit, S., Akel, M., Louragli, I., & Obeïd, S. (2021) · Figshare · doi:10.6084/m9.figshare.16590917
Akat, M. (2025) · Uluslararası Türk Eğitim Bilimleri Dergisi · doi:10.46778/goputeb.1706780
Psychological Factors in Substance Use
Edinoff, A. N., Sarkar, P., Sall, S., & Suzuki, J. (2025) · Springer eBooks · doi:10.1007/978-3-031-57159-6_36-1
Impact of Smartphone Addiction on Attention Focus and Eye Problems among Medical College Students
Mohesh, M. I. G., & Jha, S. (2025) · Journal of Datta Meghe Institute of Medical Sciences University · doi:10.4103/jdmimsu.jdmimsu_371_25
Sobieraj, J., Sleziak, J., Szyszka, M., Błażejewska, M., Łukańko, K., Soczomska, P., Bodziony, K., & Piotrowski, P. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1734137
Ibrahim, I. T., Azawi, R. M., & Al-Nimer, S. M. (2025) · Iraqi journal for applied science. · doi:10.69923/ggxefm32
Yang, P., Zhou, Y., Zhang, S., Jiang, L., & Qi, J. (2026) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2026.100935
Mansor, S., Jusoh, M. A., & Baker, R. (2025) · International Journal of Education Psychology and Counseling · doi:10.35631/ijepc.1061072
Martins, I. M. L., Andrade, F. M. D., Oliveira, L. B., Rodrigues, M. E. B., de Paula, A. M. B., & Haikal, D. S. (2026) · Open Minds International Journal · doi:10.22533/at.ed.515722626018
Balancing the Digital Age: How Flexible Work and Smartphone Use Shape Psychological Well-Being
Fahlevi, M., Dahlan, O. P., Khaer, F. M., Romli, Z., & Dandi, M. (2025) · International Conference on ICT for Smart Society (ICISS) · doi:10.1109/iciss66954.2025.11389460
Kalkan, S. Y., & Koca, R. (2026) · Human Movement · doi:10.5114/hm/214497
Capitalismo de vigilância e adoecimento na sociedade excitada
Gonçalves, E. C., de Jesus, A. R., Filho, I. M. D. S., & Coitinho, J. B. (2026) · Liinc em Revista · doi:10.18617/liinc.v21i1.7770
Ma, T., Wang, L., & Dou, B. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1779799
RetractedKwak, M., Bae, E., Choi, W., & Lim, M. H. (2026) · Healthcare · doi:10.3390/healthcare14080990
Mansor, S., Jusoh, M. A., & Baker, R. (2026) · International Journal of Education Psychology and Counseling · doi:10.35631/ijepc.1162010
Jeong, G.-C., & Lee, K. (2026) · Asia-pacific Journal of Convergent Research Interchange · doi:10.47116/apjcri.2026.04.49
Wang, W.-H., Wu, M.-Y., Xu-kuan, Z., Wang, X., Yuan, X.-X., Ma, L., Li, L., & Zhang, L. (2026) · World Journal of Psychiatry · doi:10.5498/wjp.v16.i5.117104
Nguyen, T. B. T., TRUONG, D. D., Duong, D. T., Ha, V. T., Nguyen, C. D., Trần, M. D., Tran, Q. Y., & Pham, V. M. (2026) · Discover Psychology · doi:10.1007/s44202-026-00685-9
Machine Learning-Based Prediction of Smartphone Addiction Using Behavioral Usage Features
Azeez, H. H. (2026) · Journal of Al-Farabi For Engineering Sciences · doi:10.59746/ay1jrx88
Latent Class Analysis of Substance Use and Behavioral Addictions in Adolescents
Diego, G. A., & Estévez, A. (2026) · Substance Use & Misuse · doi:10.1080/10826084.2026.2670627
Karthik, M. S., Alagu, S., & Deborah Dilip, A. (2026) · ShodhKosh Journal of Visual and Performing Arts · doi:10.29121/shodhkosh.v7.i11s.2026.8229
Akıllı telefon bağımlılığı mı, yoksa internet bağımlılığının bir türü mü?
Özel, S., & Görgülü, Y. (2026) · Anadolu Kliniği Tıp Bilimleri Dergisi · doi:10.21673/anadoluklin.1764102
Karaköse, T., Tülübaş, T., Han, B., Kanadlı, S., Özdoğru, M., Kardas, A., & Aslan, N. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1780246
Online Psychological Counseling Based on Cognitive Behavioral Theraphy in Depression A Case Study
Korkmaz, K., & Çekiç, A. (2026) · Sinop Üniversitesi Sosyal Bilimler Dergisi · doi:10.30561/sinopusd.1835154
Smartphone Addiction Among Undergraduates in Lagos State, Nigeria
Biobaku, M. O., & Adisa, A. B. (2026) · European Scientific Journal ESJ · doi:10.19044/esj.2026.v22n13p81
Hamerla, A., Gawron, J., Szydłowski, R., Bodera, M., Porwolik, H., Hamerla, D., Czarnecki, B., Kaźmierska, A., & Grajcarek, Ł. (2026) · International Journal of Innovative Technologies in Social Science · doi:10.31435/ijitss.2(50).2026.4759
Singh, L. B., & Das, B. (2026) · Society · doi:10.1007/s12115-026-01227-8
Ahmead, M., Nabulsi, M., & Zyoud, R. N. (2026) · BMC Psychology · doi:10.1186/s40359-026-04999-0
Smartphone Addiction Psychological Drivers, FOMO, and Nomophobia in the Digital Age
Khatri, D., & Nagariya, R. (2026) · IGI Global eBooks · doi:10.4018/979-8-3373-6665-4.ch006
Zhang, Q., Sun, X., Gao, M., Wang, L., Cao, C., Wang, B., Yan, H., & Zhang, K. (2026) · Discover Mental Health · doi:10.1007/s44192-026-00529-x
Study Of Smartphone Addiction Proneness and Neuroticism Among School-Going Teenagers
Gaur, T. (2023) · Vidhyayana · doi:10.58213/z1h39d86
Acharya, A., Mishra, R., Pokhrel, A. U., Niraula, S. R., & Shreewastav, K. (2026) · Journal of Nobel Medical College · doi:10.3126/jonmc.v15i1.96429
Franco-Jimenez, R. A., Campos-Rosas, R. M., & Baños-Chaparro, J. (2026) · Frontiers in Education · doi:10.3389/feduc.2026.1886912
Sanchez, L. H., Rondán, Y. Y. M., Poma, M. G. P., Rodríguez, I. A. C., Abanto-Ramírez, C. D., & Turpo-Chaparro, J. E. (2026) · Psychiatry International · doi:10.3390/psychiatryint7040157
Baytemir, K., & Akalın, M. B. (2026) · Addicta The Turkish Journal on Addictions · doi:10.15805/addicta.2026.517
Sonunkar, P. R., Kamble, B., Alekhya, G., Kusneniwar, G. N., Dhole, S., Kumar, E. S., & Putukuchi, G. (2026) · Cureus · doi:10.7759/cureus.113058
Pirwani, N., Vujić, A., & Szabó, A. (2026) · BMC Psychology · doi:10.1186/s40359-026-05229-3
Kim, H., Yoon, H., & Kim, S. H. (2026) · Journal of Behavioral Addictions · doi:10.1556/2006.2026.00036
Mindfulness Meditation for Smartphone Addiction in Adolescents and College StudentsPreprint
Amali, J., David, A., Soundari, H., Anita, P., & Deepa, G. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7005342
(21063719), S. K. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1744046
Prevalence of Smartphone Addiction among Adolescents
Malik, S. (2024) · Pakistan Journal of Mental Health · doi:10.67785/pjmh.1.2
Bekir, S., Yayla, İ. E., Makas, S., Mancı, E., & Yıldırım, M. (2026) · Entertainment Computing · doi:10.1016/j.entcom.2026.101206
Escape behaviors in depression and anxiety: A cross-sectional study in Turkish adults
Yazla, E., Cellat, E., Çiftçi, E., & İlter, İ. (2026) · Psychiatria Danubina · doi:10.24869/psyd.2026.184
Zhu, W., & Xiong, X. (2026) · Research Square · doi:10.21203/rs.3.rs-10679408/v1
Marthoenis, M., & Jauhari, J. (2026) · International Journal of Adolescent Medicine and Health · doi:10.1515/ijamh-2026-0110
Ma, J., Cheng, Z., Sun, W., Xu, L., Wang, S., & Jiang, B. (2026) · Research Square · doi:10.21203/rs.3.rs-10321561/v1
Zhang, X., Ouyang, M., Wu, X., Yang, X.-H., Wang, X., Cao, Y., Xu, M., Shu, Y., & Wu, M. (2026) · JMIR mhealth and uhealth · doi:10.2196/100064
Zhang, S., Zhang, X., Yuan, S., Yang, T., & Li, L. (2026) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2026.1865079
Rasgos de Personalidad Esquizotípica Implicados en la Adicción al Smartphone en Universitarios
Hoffman, K. L., García‐Torres, E., Basurto, E., & Cano-Ramírez, H. (2026) · PSICUMEX · doi:10.36793/psicumex.v16i1.861
Menon, S. S., Kumar, S., & Tharayil, H. M. (2026) · Indian Journal of Psychiatry · doi:10.4103/indianjpsychiatry_207_26
Elsokkary, E. M. (2026) · Behavioral Sciences · doi:10.3390/bs16111964
Metadata
- Authors
- Matar Boumosleh, J., & Jaalouk, D.
- Affiliations
- Notre Dame University – Louaize (LB)
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2017-08-04
- Volume
- 12
- Issue
- 8
- Pages
- e0182239
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC5544206
- OpenAlex
- W2743889434
- Cited by
- 668
- References
- 21
- Citations by year
- 2026: 50 · 2025: 66 · 2024: 88 · 2023: 103 · 2022: 101 · 2021: 96 · 2020: 92 · 2019: 42 · 2018: 29 · 2017: 1
- FWCI
- 114.87
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Psychology › Clinical Psychology › Sexuality, Behavior, and Technology
- Social Sciences › Education › Child Development and Digital Technology
- Keywords
- smartphone addiction, depression, anxiety, university students, compulsive smartphone use, sleep quality, predictors of addiction, Lebanese university students
- MeSH terms
- Smartphone, Adolescent, Adult, Anxiety Disorders, Cross-Sectional Studies, Depressive Disorder, Female, Humans, Lebanon, Male, Surveys and Questionnaires, Students, Universities, Behavior, Addictive, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review