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 401–500 of 684
Analisis Pengaruh Sifat Prokrastinasi pada Siswa SMA hingga Jenjang Universitas di Indonesia
Kuntjoro, M. R. (2020) · Indonesian Journal of Instructional Media and Model · doi:10.32585/ijimm.v2i1.659 · Cited by 4
Mawi, N., Hamzah, H. B., & Perveen, A. (2020) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v10-i9/7824 · Cited by 4
Rudolph, B., Musick, G., Wiitablake, L., Lazar, K. B., Mobley, C., Boyer, D. M., Moysey, S. M. J., Robb, A. C., & Babu, S. V. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-64556-4_52 · Cited by 4
Błachnio, A., Przepiórka, A., Gorbaniuk, O., McNeill, M., Bendayan, R., Durak, M., Şenol-Durak, E., Ben‐Ezra, M., Benvenuti, M., Angeluci, A. C. B., et al. (2022) · Frontiers research topics · doi:10.3389/978-2-88974-249-3 · Cited by 4
Temperament Types at Age 3 and Smartphone Overdependence at Age 10
Kim, Y. H. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.833948 · Cited by 4
Evaluating a Smartphone App for University Students Who Self-Harm
Cliffe, B., & Stallard, P. N. (2023) · Education Sciences · doi:10.3390/educsci13040394 · Cited by 6
Influence of Smart Phone Addiction on Depression and Aggression in Medical Students
Shobha MV, J. A., Aswathappa, J., & Varshini, H. (2019) · International Journal of Physiology · doi:10.37506/ijop.v7i2.188 · Cited by 4
Piko, B. F., & Kiss, H. (2019) · Iskolakultúra · doi:10.14232/iskkult.2019.8.36 · Cited by 4
Yalçinkaya, G., Şengül, Y. S., & Büker, N. (2020) · Work · doi:10.3233/wor-203102 · Cited by 4
Entertainment Theories and Media Addiction
Reer, F., Janzik, R., Wehden, L.-O., & Quandt, T. (2021) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780190072216.013.41 · Cited by 4
INCIDENCE OF NOMOPHOBIA AND SMARTPHONE ADDICTION AMONG YOUNG PHYSICAL THERAPIST IN KARACHI
Latifi, T. T. (2020) · Pakistan Journal of Rehabilitation · doi:10.36283/pjr.zu.9.2/008 · Cited by 5
Dursun, P., Sala, B., & Üzer, A. (2021) · Anadolu Kliniği Tıp Bilimleri Dergisi · doi:10.21673/anadoluklin.860677 · Cited by 4
Profile of Problems Faced by Students Attending Counseling Services at Yogyakarta State University
Astuti, B., Septi, D., Purnama, M. K., & Lestari, R. (2021) · KnE Social Sciences · doi:10.18502/kss.v6i2.10005 · Cited by 4
TIP ÖĞRENCİLERİNDE AKILLI TELEFON BAĞIMLILIĞI VE UYKU PROBLEMLERİ ARASINDAKİ İLİŞKİ
Oflu, A. T., & Bükülmez, A. (2022) · Kocatepe tıp dergisi. · doi:10.18229/kocatepetip.834982 · Cited by 4
Influences of Playfulness on Smartphone Dependency among Upper Grades of Korean Elementary Schoolers
Kim, S., & Kang, H. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19127185 · Cited by 4
Güler, S., Cengız, R., & Günay, E. (2023) · Journal of Educational Technology and Online Learning · doi:10.31681/jetol.1268467 · Cited by 4
A scoping review of the association between smartphone use and mental health among college students
Jeff, C., Jordan L, K., & Daniel, M. (2020) · International Journal of Depression and Anxiety · doi:10.23937/2643-4059/1710022 · Cited by 3
Dickerson, W., & Nelson, T. (2024) · American Journal of Qualitative Research · doi:10.29333/ajqr/14394 · Cited by 3
Problematic Smartphone Use Is Associated With Current and Previous Major Depressive Disorder
Seong, S. J., Hong, J. P., Hahm, B., Chang, S. M., Kim, B., Lee, D. W., Cho, S., Park, J., Park, J. E., & Jeon, H. J. (2025) · Psychiatry Investigation · doi:10.30773/pi.2025.0011 · Cited by 3
Homo smartphonus: Psychological Aspects of Smartphone Use—A Literature Review
Sorokowski, P., & Sobczak, M. (2025) · Multimodal Technologies and Interaction · doi:10.3390/mti9080083 · Cited by 4
Radványi, I., Tibold, A., Herczeg, V., Papházi, V., Beke, S., Mák, K., Hargitai-Kiss, K., & Fehér, G. (2025) · Journal of Multidisciplinary Healthcare · doi:10.2147/jmdh.s571188 · Cited by 3
Christofoletti, G., Béé, G. M. D. S., Reginato, O., Rodrigues, N. O., Franco, S. S. P. C., & Pegorare, A. B. G. D. S. (2026) · Clinics and Practice · doi:10.3390/clinpract16020040 · Cited by 3
The influence of digital addiction on adolescents’ subjective wellbeing: a meta-analysis
Zhou, J., Chen, Z., wu, H., Guan, G., Li, Y., Kang, Y., Sun, R., & Liu, Y. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1776619 · Cited by 3
Miezah, D., Brew, T., Graham, M. A., & Obeng, P. (2026) · Human Behavior and Emerging Technologies · doi:10.1155/hbe2/5511423 · Cited by 3
Ethical Design of Social Technology
Montalvo, F. L., Miuccio, M., & Waldfogle, G. E. (2021) · Advances in human and social aspects of technology book series · doi:10.4018/978-1-7998-6453-0.ch002 · Cited by 3
The Effect of Problematic Smartphone Use on Physical Activity Level and Musculoskeletal Pain
Ünver, F., & Buke, M. (2022) · Physikalische Medizin Rehabilitationsmedizin Kurortmedizin · doi:10.1055/a-1936-3691 · Cited by 3
Academic Anxiety among Primary School Students
Rathod, R. R., & Chauhan, D. (2023) · Journal of General Education and Humanities · doi:10.58421/gehu.v2i3.91 · Cited by 3
Lalitha, N. D., Prabu, D., Manipal, S., Rajmohan, M., & Bharathwaj, V. (2024) · Przeglad Epidemiologiczny · doi:10.32394/pe/191939 · Cited by 3
Smartphone use and social media addiction in undergraduate students
Parasin, N., Watthanasuwakul, M., Udomkichpagon, P., & Amnuaylojaroen, T. (2024) · F1000Research · doi:10.12688/f1000research.128545.3 · Cited by 3
Meskini, N., Lamtai, M., Chakit, M., aameri, M. E., Sfendla, A., Loukili, N., & Ouahidi, M. L. (2024) · Middle East Current Psychiatry · doi:10.1186/s43045-024-00466-x · Cited by 4
Năstase, L. L. (2025) · Sustainability · doi:10.3390/su17135728 · Cited by 3
Excessive smartphone use in Tibet Autonomous Region: biopsychosocial and health behavior factors
Zhao, R., Yongzhulacuo, Li, Z., Nicholas, S., Maitland, E., Zhaxidawa, & Wang, W. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1645243 · Cited by 3
Problematic Mobile Phone Use and Risky Behaviors Among College Students in Peru
Ramos‐Diaz, J., Jiang, Q., Sandoval, R. R., & Griffiths, M. D. (2020) · International Conference on Informatics, Multimedia, Cyber and Information System (ICIMCIS) · doi:10.1109/icimcis51567.2020.9354318 · Cited by 3
Munusamy, K. A. P., & Ghazali, A. H. A. (2022) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v12-i7/14426 · Cited by 4
Kang, N., Lee, C.-S., Cha, B., Lee, S.-J., Lee, D., Seo, J.-Y., Choi, J.-W., Lee, Y.-J., Lim, E., & Kim, B. (2022) · Chronobiology in Medicine · doi:10.33069/cim.2022.0019 · Cited by 4
Lee, D., Lee, K.-S., Kim, S., Chung, W., Jegal, J., & Han, H. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20031702 · Cited by 3
Şanlıer, N., Özyalçın, B., Kocabaş, Ş., & Ercan, Ş. N. (2024) · Egyptian Pediatric Association Gazette · doi:10.1186/s43054-024-00322-x · Cited by 3
Martynenko, E. V., Sultanbayeva, G. S., Базанова, А. Е., Базанова, А. Е., Владимирович, М. Е., Muratova, N. F., & Martynenko, S. (2024) · Online Journal of Communication and Media Technologies · doi:10.30935/ojcmt/15695 · Cited by 3
Ratan, Z. A., Parrish, A., Alotaibi, M. S., & Hosseinzadeh, H. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1351955 · Cited by 4
Hadi, A. A., Nawawi, H. M. M., Shamsuri, N., Rahim, N. N., & Pasi, H. (2019) · Asian Journal of Pharmaceutical and Clinical Research · doi:10.22159/ajpcr.2019.v12i18.34396 · Cited by 3
Mun, I. B., & Lee, S. (2023) · The Social Science Journal · doi:10.1080/03623319.2023.2194472 · Cited by 3
Jo, Y., & Park, S. (2023) · Journal of Symbols & Sandplay Therapy · doi:10.12964/jsst.23003 · Cited by 3
Smartphone addiction, fluid intelligence and working memory in Mexican students
Veracruzana, U., Gámez, I. E., Posadas, M. G., Potosí, T. N. D. M.-S. S. L., Barrios, J. C. B., & Veracruzana, U. (2024) · Apertura · doi:10.32870/ap.v16n1.2470 · Cited by 3
Mobile Continuum: Necessity or Addiction- A Review
Ravulakollu, K. K., Chhabra, M., Sharan, B., Agarwal, R., Dewan, R., & Goyal, M. K. (2022) · International Conference on Computing for Sustainable Global Development · doi:10.23919/indiacom54597.2022.9763139 · Cited by 3
Prevalence of smartphone addiction and associated factors in Brazilian adults
Abdon, A. P. V., Mesquita, R., Magalhães, L. K. S., Medeiros, N. K. F. D., Pinto, I. M. M., César, I. G., Sousa, G. F., Tavares, L. C. P., Saintrain, M. V. L., Viana, M. O., et al. (2020) · World Journal of Advanced Research and Reviews · doi:10.30574/wjarr.2020.7.1.0254 · Cited by 3
Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College StudentsPreprint
Huckins, J. F., daSilva, A. W., Wang, R., Wang, W., Hedlund, E. L., Murphy, E. I., Lopez, R. B., Rogers, C., Holtzheimer, P. E., Kelley, W. M., et al. (2018) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/276568 · Cited by 3
Wendt, F. R., Carvalho, C. M., Gelernter, J. E., & Polimanti, R. A. (2018) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/497420 · Cited by 3
Sonkoue, M. P., Kadia, B. M., Baame, M., Djouda, C. D., & Ateudjieu, J. (2020) · medRxiv · doi:10.1101/2020.02.29.20029405 · Cited by 3
Wei, H., Zhang, Y., Sun, N., Wang, Y., & Li, Y. (2024) · Research Square · doi:10.21203/rs.3.rs-4280256/v1 · Cited by 3
Stress can lead to an increase in smartphone use in the context of texting while walking
Alcaraz, M. L., Labonté-LeMoyne, É., LUPIEN, S. J., Sénécal, S., Cameron, A., Bellavance, F., & Léger, P. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.760107 · Cited by 2
Prevalência da nomofobia entre acadêmicos de Enfermagem
de Albuquerque, R. N., de França, T. A., & Camargo, H. D. (2024) · HU Revista · doi:10.34019/1982-8047.2023.v49.42112 · Cited by 2
Nkwo, M. S., Sakpere, A. B., Gilbert, S. B., Alhasani, M., & Orji, R. (2025) · ACM Journal on Computing and Sustainable Societies · doi:10.1145/3759258 · Cited by 2
Wang, X., Zhang, L., Wu, M., Yuan, X., Ma, L., & Wang, W. (2025) · Journal of Medical Internet Research · doi:10.2196/70819 · Cited by 2
The role of usage time and type in problematic smartphone use among university students
Seregély, B., Varga, R., Szöllősi, C., Zatykó, L., Debreczeni, Z., & Takács, J. (2025) · Developments in Health Sciences · doi:10.1556/2066.2025.00088 · Cited by 2
Kim, E., Jeon, H., Lee, J., Oh, H., Kim, M., Shin, J., & Kim, E. (2025) · Journal of Medical Internet Research · doi:10.2196/69248 · Cited by 2
Gu, Y., Zheng, W. X., & Thrul, J. (2026) · Current Psychology · doi:10.1007/s12144-025-08578-1 · Cited by 2
Profiling problematic digital use in adolescence: A clustering analysis from clinical settings
Albayrak, Z. S., Ateş, B. Ö., Ballı, M., Sartekin, T. Ö., & Dağdeviren, C. K. (2026) · Current Psychology · doi:10.1007/s12144-026-09185-4 · Cited by 2
Alkhazaleh, Z. M., & Abojedi, A. (2026) · BMC Psychology · doi:10.1186/s40359-026-04240-y · Cited by 4
Li, X., Wang, J., Li, H., Huang, M., Hu, Y., Yang, L., Wang, H., & Wang, Q. (2026) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2026.111741 · Cited by 2
Ameer, A., Rafiq-uz-Zaman, M., & Saghir, A. (2026) · Social science review archives. · doi:10.70670/sra.v4i2.2289 · Cited by 2
Exploring Unorthodox Predictors of Smartphone Addiction during the COVID-19 Outbreak
Silva, G. H. B. A. D., Sandanayaka, T. C., & Firdhous, M. (2021) · International Conference on Information Technology Research (ICITR) · doi:10.1109/icitr54349.2021.9657409 · Cited by 2
Çağirkan, B., & Tekindal, M. A. (2022) · Yeni Medya Dergisi · doi:10.55609/yenimedya.1109968 · Cited by 2
The Effect of Dependence on Cell Phones on the Mental Health of Prospective Teachers
Ali, M. (2023) · QALAMUNA Jurnal Pendidikan Sosial dan Agama · doi:10.37680/qalamuna.v15i2.3985 · Cited by 2
Meneses, M. D. O., & Andrade, E. M. L. R. (2024) · Revista Latino-Americana de Enfermagem · doi:10.1590/1518-8345.6764.4057 · Cited by 2
Nomophobia and Alcohol, Tobacco, and Cannabis Consumption in Adolescents in Galicia
Díaz-Geada, A., Moure-Rodríguez, L., Mallah, N., Corral, M., Ferreiro, M. L. P., & Caamaño‐Isorna, F. (2024) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2023.0408 · Cited by 2
Honda, H., Yoshikawa, K., Yamashina, Y., Yamato, Y., Terada, S., & Goto, M. (2021) · Journal of allied health sciences · doi:10.15563/jalliedhealthsci.12.8 · Cited by 2
Developing and Testing a Smartphone Dependency Scale Assessing Addiction Risk
Amoroso, D. L., Lim, R. A., & Roman, F. L. (2021) · International Journal of Risk and Contingency Management · doi:10.4018/ijrcm.2021100102 · Cited by 2
Smartphone Addiction Factors Effecting University Student Performance
Omama Farooq, S. A. M. S. (2022) · NUML International Journal of Business & Management · doi:10.52015/nijbm.v16i2.65 · Cited by 2
Munusamy, K. A. P., & Ghazali, A. H. A. (2022) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v12-i13/14599 · Cited by 2
Assessment of Mobile Phone Usage and Loneliness Levels of Faculty of Sports Sciences Students
Sezer, S. Y., & Şenbakar, K. (2023) · International e-Journal of Educational Studies · doi:10.31458/iejes.1344541 · Cited by 2
Examining Adolescents’ Technology Addiction Levels Before and After COVID-19 Pandemic
ŞEKER, R., Kartal, T., Taşdemir, A., & KIZILTEPE, İ. S. (2023) · Journal of Education in Science Environment and Health · doi:10.55549/jeseh.1381263 · Cited by 2
Effects of Smartphone Use on Sleep Quality, Depression, Anxiety, and Academic Achievement
Megawati, E. R., & Wijaya, F. O. (2023) · Jurnal Kesehatan Masyarakat · doi:10.15294/kemas.v19i2.33060 · Cited by 2
Baslam, A., Kabdy, H., Chait, Y., Azraida, H., Yazouli, L. E., Aboufatima, R., Chait, A., & Baslam, M. (2024) · Biomedicines · doi:10.3390/biomedicines12061152 · Cited by 3
Kim, B., & Ha, G. (2024) · Educational Psychology · doi:10.1080/01443410.2024.2380907 · Cited by 2
Partner Phubbing and Relationship Satisfaction Among Romantic Partners
Shrivastav, S., Sharma, S., Chauhan, U., Panchal, L., Rana, D., & Sangwan, J. (2025) · Advances in human and social aspects of technology book series · doi:10.4018/979-8-3693-8804-4.ch013 · Cited by 2
The association between nomophobia, anxiety, and depression among Brazilian teachers
de Oliveira, N. V., da Silva, L. G., Torres, M. D. S., & Modesto, J. G. (2025) · Educação Ciência e Cultura · doi:10.18316/recc.v30i2.12778 · Cited by 2
Tingkat Smartphone Addiction pada Penduduk di Kota Banda Aceh
Fathya, R., Sari, K., Mawarpury, M., & Afriani, A. (2020) · Jurnal Psikologi · doi:10.24014/jp.v16i2.9794 · Cited by 3
Cangöl, E., & SÖGÜT, S. C. (2021) · International Journal of Health Services Research and Policy · doi:10.33457/ijhsrp.988813 · Cited by 2
Psychosocial Predictors of Smartphone Addiction Among Nigerian Undergraduates
Ogunsemi, J. O., & Babatunde, S. I. (2023) · African Journal of Social Sciences and Humanities Research · doi:10.52589/ajsshr-qihdjx8r · Cited by 2
El uso problemático del smartphone y la autoestima: un meta-análisis
Hidalgo-Fuentes, S. (2023) · Revista Argentina de Ciencias del Comportamiento ( RACC ) · doi:10.32348/1852.4206.v15.n1.34273 · Cited by 3
Uso e dependência do smartphone de adolescentes no cenário escolar de tempo integral
Nunes, P. P. D. B., Abdon, A. P. V., Silva, F. V. M., Martins, D. D. Q., de Brito, C. B., & Frota, M. A. (2021) · Research Society and Development · doi:10.33448/rsd-v10i7.16098 · Cited by 2
The Impact of COVID-19 Pandemic on Problematic Smartphone Using Among Adolescents
Bian, S. (2021) · Advances in Social Science, Education and Humanities Research/Advances in social science, education and humanities research · doi:10.2991/assehr.k.211220.061 · Cited by 2
The Relationship between Smartphone Addiction and Psychological Well-Being in Early Adulthood
Raymond, A., & Kartasasmita, S. (2022) · Advances in Social Science, Education and Humanities Research/Advances in social science, education and humanities research · doi:10.2991/assehr.k.220404.246 · Cited by 2
The Global State of Mental Health: Trends and CorrelatesPreprint
Deole, S. S. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3425624 · Cited by 2
WITHDRAWN: Effective mental depression analysis in social networks using tensor model
Thangamani, M., Malarkodi, P., & bharathi, S. (2021) · Materials Today Proceedings · doi:10.1016/j.matpr.2021.06.038 · Cited by 2
RetractedKibria, G., Islam, T., Sultana, P., Jahan, N., Anannna, S. A., Mohiuddin, G., Roy, M., & Alif, S. M. (2024) · Research Square · doi:10.21203/rs.3.rs-4470589/v1 · Cited by 2
SOCIALIZATION OF THE IMPACT OF VIOLENCE THROUGH MASS MEDIA ON AGGRESSIVE BEHAVIOR
Hutagalung, I. (2021) · ICCD · doi:10.33068/iccd.vol3.iss1.428 · Cited by 1
SMARTPHONE ADDICTION AND LONELINESS AMONG STUDENTS
Zamri, Z. E., Yusof, J., Yasin, Y. F., Ibrahim, A., Panatik, S. A., Kean, H. A., & Zamri, N. A. K. (2023) · Jurnal Kemanusiaan · doi:10.11113/jur.kemanusiaan.v21n1.425 · Cited by 1
Azudin, A. R., Rahman, M. S. A., Umar, N., Libasin, Z., Idris, N. A., & Ghani, M. T. A. (2023) · International Journal of Academic Research in Progressive Education and Development · doi:10.6007/ijarped/v12-i2/18108 · Cited by 1
WAYFINDING AND AUGMENTED REALITY: APP FOR OUTDOOR EXPERIMENTS IN THE PERUGIA STATION AREA
Bianconi, F., Filippucci, M., Cornacchini, F., & Mommi, C. (2023) · The international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences · doi:10.5194/isprs-archives-xlviii-1-w2-2023-245-2023 · Cited by 1
da Cruz, C. H. S., Fernandes, E. L., & Pfeilsticker, F. J. (2024) · Peer Review · doi:10.53660/prw-1745-3402 · Cited by 1
Prevalence of smartphone addiction in school-going adolescents and its association with depression
Kandipudi, K. L. P., Kiranmayee, K., & Kranthi, P. (2023) · Journal of Dr. YSR University of Health Sciences. · doi:10.4103/jdrysruhs.jdrysruhs_160_22 · Cited by 1
Smartphone Addiction and Sleep Quality among Medical Students
Prkosovački, B. P., & Gajić, M. (2024) · Društvene i humanističke studije · doi:10.51558/2490-3647.2024.9.1.863 · Cited by 2
Işık, K., & İster, E. D. (2024) · International Journal of Environmental Health Research · doi:10.1080/09603123.2024.2396444 · Cited by 1
The Modern Dilemma Exploring the Boundaries of Smartphone Overuse and Dependency
Kayan, F. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-1957-5.ch012 · Cited by 1
Zhang, C., Han, Y., Li, B., & Wang, J. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1581404 · Cited by 1
Loneliness and nomophobia in the context of risks to mental health: smartphone addiction
Makas, S., Bekir, S., Dombak, K., Batmaz, H., Kaya, M., & Çeli̇k, E. (2025) · Psychiatria i Psychologia Kliniczna · doi:10.15557/pipk.2025.0016 · Cited by 1
The Effect of Smartphone Addiction on Emotion Regulation and Problem Solving in University Students
Yalçın, S. U., Parlak, M., & Derin, H. N. (2025) · Genel Tıp Dergisi · doi:10.54005/geneltip.1643497 · Cited by 1
Sramek, Z., Lokuge, S., Sternat, T., Katzman, M. A., & Yatani, K. (2025) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3770713 · Cited by 2
Wontamo, A. P., Malimo, M., & Areda, A. B. (2025) · Discover Education · doi:10.1007/s44217-025-00816-9 · Cited by 1
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