Global research evidence on nomophobia during 2008-2022: a bibliometric analysis and review

References

• Aguilera-Manrique, G., Márquez-Hernández, V. V., Alcaraz-Córdoba, T., Granados-Gámez, G., Gutiérrez-Puertas, V., Gutiérrez-Puertas, L., & Vaismoradi, M. (2018). The relationship between nomophobia and the distraction associated with smartphone use among nursing students in their clinical practicum. PloS One, 13(8), e0202953. https://doi.org/10.1371/journal.pone.0202953
   PubMed Web of Science ®Google Scholar
• Ahmed, S., Pokhrel, N., Roy, S., & Samuel, A. J. (2019). Impact of nomophobia: A nondrug addiction among students of physiotherapy course using an online cross-sectional survey. Indian Journal of Psychiatry, 61(1), 77.
   PubMed Web of Science ®Google Scholar
• Aini, D, Bukhori, B., & Bakar, Z. (2021). The role of mindfulness and digital detox to adolescent nomophobia. In Proceedings of the First International Conference on Islamic History and Civilization, ICON-ISHIC 2020, Semarang, Indonesia.
   Google Scholar
• Al-Balhan, E. M., Khabbache, H., Watfa, A., Re, T. S., Zerbetto, R., & Bragazzi, N. L. (2018). Psychometric evaluation of the Arabic version of the nomophobia questionnaire: Confirmatory and exploratory factor analysis - implications from a pilot study in Kuwait among university students. Psychology Research and Behavior Management, 11, 471–482. https://doi.org/10.2147/prbm.S169918
   PubMed Web of Science ®Google Scholar
• American Psychiatric Association, D., & Association, A. P. (2013). Diagnostic and statistical manual of mental disorders: DSM-5Vol. 5. American psychiatric association.
   Google Scholar
• Aria, M., & Cuccurullo, C. (2017). Bibliometrix: An R-tool for comprehensive science mapping analysis. Journal of Informetrics, 11(4), 959–975. https://doi.org/10.1016/j.joi.2017.08.007
   Web of Science ®Google Scholar
• Arpaci, I. (2019). Culture and nomophobia: The role of vertical versus horizontal collectivism in predicting nomophobia. Information Development, 35(1), 96–106. https://doi.org/10.1177/0266666917730119
   Web of Science ®Google Scholar
• Aydin, M. K., & Kuş, M. (2023). Nomophobia and smartphone addiction amidst COVID-19 home confinement: The parallel mediating role of digital gaming and social media tools usage across secondary school students. Frontiers in Psychology, 14, 1175555. https://doi.org/10.3389/fpsyg.2023.1175555
   PubMed Web of Science ®Google Scholar
• Bartwal, J., & Nath, B. (2020). Evaluation of nomophobia among medical students using smartphone in north India. Medical Journal Armed Forces India, 76(4), 451–455. https://doi.org/10.1016/j.mjafi.2019.03.001
   PubMedGoogle Scholar
• Basu, S., Garg, S., Singh, M. M., & Kohli, C. (2018). Addiction-like behavior associated with mobile phone usage among medical students in Delhi. Indian Journal of Psychological Medicine, 40(5), 446–451. https://doi.org/10.4103/IJPSYM.IJPSYM_59_18
   PubMedGoogle Scholar
• Bhattacharya, S., Bashar, M. A., Srivastava, A., & Singh, A. (2019). NOMOPHOBIA: NO MObile PHone PhoBIA. Journal of Family Medicine and Primary Care, 8(4), 1297–1300. https://doi.org/10.4103/jfmpc.jfmpc_71_19
   PubMedGoogle Scholar
• Bradford, S. C. (1934). Sources of information on specific subjects. Engineering, 137(3550), 85–86.
   Google Scholar
• Bragazzi, N. L., & Del Puente, G. (2014). A proposal for including nomophobia in the new DSM-V. Psychology Research and Behavior Management, 7, 155–160. https://doi.org/10.2147/prbm.S41386
   PubMedGoogle Scholar
• Bragazzi, N., Del Puente, G., Adavastro, G., Pompei, V., Siri, A., Rania, N., Correia, A., & Yildirim, C. (2016). Translation and validation of the nomophobia questionnaire (NMP-Q) in Italian language: Insights from factor analysis. European Psychiatry, S390. https://doi.org/10.1016/j.eurpsy.2016.01.1110
   Google Scholar
• Çevik-Durmaz, Y., Yalçinkaya-Önder, E., & Timur, S. (2021). Preservice teachers’ nomophobia levels, sense of loneliness and adjustment to college life. Perspectives in Psychiatric Care, 57(3), 1052–1072. https://doi.org/10.1111/ppc.12657
   PubMed Web of Science ®Google Scholar
• Cha, S.-S., & Seo, B.-K. (2018). Smartphone use and smartphone addiction in middle school students in Korea: Prevalence, social networking service, and game use. Health Psychology Open, 5(1), 2055102918755046–2055102918755046. https://doi.org/10.1177/2055102918755046
   Web of Science ®Google Scholar
• Daraj, L. R., AlGhareeb, M., Almutawa, Y. M., Trabelsi, K., & Jahrami, H. (2023). Systematic review and meta-analysis of the correlation coefficients between nomophobia and anxiety, smartphone addiction, and insomnia symptoms. Healthcare, 11(14), 2066. Healthcare (Basel), 11(14. https://doi.org/10.3390/healthcare11142066
   Web of Science ®Google Scholar
• Darvishi, M., Noori, M., Nazer, M. R., Sheikholeslami, S., & Karimi, E. (2019). Investigating different dimensions of nomophobia among medical students: A cross-sectional study. Open Access Macedonian Journal of Medical Sciences, 7(4), 573–578. https://doi.org/10.3889/oamjms.2019.138
   PubMedGoogle Scholar
• Dasgupta, P., Bhattacherjee, S., Dasgupta, S., Roy, J. K., Mukherjee, A., & Biswas, R. (2017). Nomophobic behaviors among smartphone using medical and engineering students in two colleges of West Bengal. Indian Journal of Public Health, 61(3), 199–204. https://doi.org/10.4103/ijph.IJPH_81_16
   PubMedGoogle Scholar
• Davie, N., & Hilber, T. (2017). Nomophobia: Is smartphone addiction a genuine risk for mobile learning? International Association for Development of the Information Society. 13th International Conference Mobile Learning, Budapest, Hungary (Vol. 13).
   Google Scholar
• Davoudi, R., Manshaee, G., & Golparvar, M. (2020). Comparison of the effectiveness of cognitive-behavioral therapy, emotion focused therapy and adolescent-centered mindfulness therapy on nomophobia symptoms and sleep quality of girls with nomophobic symptoms. Iranian Journal of Psychiatric Nursing, 7(5), 62–71.
   Google Scholar
• de la Villa Moral, M., & Suárez, C. (2016). Factores de riesgo en el uso problemático de Internet y del teléfono móvil en adolescentes españoles. Revista iberoamericana de psicología y salud, 7(2), 69–78. https://doi.org/10.1016/j.rips.2016.03.001
   Google Scholar
• Galhardo, A., Loureiro, D., Raimundo, E., Massano-Cardoso, I., & Cunha, M. (2020). Assessing nomophobia: Validation study of the European Portuguese version of the nomophobia questionnaire. Community Mental Health Journal, 56(8), 1521–1530. https://doi.org/10.1007/s10597-020-00600-z
   PubMed Web of Science ®Google Scholar
• Gao, Y., Dai, H., Jia, G., Liang, C., Tong, T., Zhang, Z., Song, R., Wang, Q., & Zhu, Y. (2020). Translation of the Chinese version of the nomophobia questionnaire and its validation among college students: Factor analysis. JMIR MHealth and UHealth, 8(3), e13561. https://doi.org/10.2196/13561
   PubMed Web of Science ®Google Scholar
• Gonçalves, S., Dias, P., & Correia, A.-P. (2020). Nomophobia and lifestyle: Smartphone use and its relationship to psychopathologies. Computers in Human Behavior Reports, 2, 100025. https://doi.org/10.1016/j.chbr.2020.100025
   Google Scholar
• Gutiérrez-Puertas, L., Márquez-Hernández, V. V., & Aguilera-Manrique, G. (2016). Adaptation and validation of the Spanish version of the nomophobia questionnaire in nursing studies. Computers, Informatics, Nursing: CIN, 34(10), 470–475. https://doi.org/10.1097/cin.0000000000000268
   PubMed Web of Science ®Google Scholar
• Gutiérrez-Puertas, L., Márquez-Hernández, V. V., São-Romão-Preto, L., Granados-Gámez, G., Gutiérrez-Puertas, V., & Aguilera-Manrique, G. (2019). Comparative study of nomophobia among Spanish and Portuguese nursing students. Nurse Education in Practice, 34, 79–84. https://doi.org/10.1016/j.nepr.2018.11.010
   PubMed Web of Science ®Google Scholar
• Humood, A., Altooq, N., Altamimi, A., Almoosawi, H., Alzafiri, M., Bragazzi, N. L., Husni, M., & Jahrami, H. (2021). The prevalence of nomophobia by population and by research tool: A systematic review, meta-analysis, and meta-regression. Psych, 3(2), 249–258. https://doi.org/10.3390/psych3020019
   Google Scholar
• Jahrami, H., Abdelaziz, A., Binsanad, L., Alhaj, O. A., Buheji, M., Bragazzi, N. L., Saif, Z., BaHammam, A. S., & Vitiello, M. V. (2021). The association between symptoms of nomophobia, insomnia and food addiction among young adults: Findings of an exploratory cross-sectional survey. International Journal of Environmental Research and Public Health, 18(2), 711. https://doi.org/10.3390/ijerph18020711
   PubMed Web of Science ®Google Scholar
• Jahrami, H., Rashed, M., AlRasheed, M. M., Bragazzi, N. L., Saif, Z., Alhaj, O., BaHammam, A. S., & Vitiello, M. V. (2021). Nomophobia is associated with insomnia but not with age, sex, BMI, or mobile phone screen size in young adults. Nature and Science of Sleep, 13, 1931–1941. https://doi.org/10.2147/NSS.S335462
   PubMed Web of Science ®Google Scholar
• Jahrami, H., Saif, Z., Trabelsi, K., Bragazzi, N. L., & Vitiello, M. V. (2023). Internal consistency and structural validity of the nomophobia questionnaire (NMP-Q) and its translations: A systematic review with meta-analysis. Heliyon, 9(4), e15464. https://doi.org/10.1016/j.heliyon.2023.e15464
   PubMed Web of Science ®Google Scholar
• Jahrami, H., Trabelsi, K., Boukhris, O., Hussain, J. H., Alenezi, A. F., Humood, A., Saif, Z., Pandi-Perumal, S. R., & Seeman, M. V. (2022). The prevalence of mild, moderate, and severe nomophobia symptoms: A systematic review, meta-analysis, and meta-regression. Behavioral Science, 13(1), 35. Basel), 13(1. https://doi.org/10.3390/bs13010035
   PubMedGoogle Scholar
• Kemp, S. (2019). Digital 2019: Global internet use accelerates. We are Social, 30. https://wearesocial.com/uk/blog/2019/01/digital-in-2019-global-internet-use-accelerates/
   Google Scholar
• King, A. L., Valença, A. M., & Nardi, A. E. (2010). Nomophobia: The mobile phone in panic disorder with agoraphobia: Reducing phobias or worsening of dependence? Cognitive and Behavioral Neurology: Official Journal of the Society for Behavioral and Cognitive Neurology, 23(1), 52–54. https://doi.org/10.1097/WNN.0b013e3181b7eabc
   PubMed Web of Science ®Google Scholar
• King, A. L. S., Valenca, A.-M., Silva, A.-C. O., Baczynski, T., Carvalho, M. R., & Nardi, A. E. (2013). Nomophobia: Dependency on virtual environments or social phobia? Computers in Human Behavior, 29(1), 140–144. https://doi.org/10.1016/j.chb.2012.07.025
   Web of Science ®Google Scholar
• King, A. L., Valença, A. M., Silva, A. C., Sancassiani, F., Machado, S., & Nardi, A. E. (2014). “Nomophobia”: Impact of cell phone use interfering with symptoms and emotions of individuals with panic disorder compared with a control group. Clinical Practice & Epidemiology in Mental Health: CP & EMH, 10(1), 28–35. https://doi.org/10.2174/1745017901410010028
   PubMedGoogle Scholar
• Koppel, S., Stephens, A. N., Kaviani, F., Peiris, S., Young, K. L., Chambers, R., & Hassed, C. (2022). It’s all in the mind: The relationship between mindfulness and nomophobia on technology engagement while driving and aberrant driving behaviours. Transportation Research Part F: Traffic Psychology and Behaviour, 86, 252–262. https://doi.org/10.1016/j.trf.2022.03.002
   Web of Science ®Google Scholar
• Lee, S., Kim, M. W., McDonough, I. M., Mendoza, J. S., & Kim, M. S. (2017). The effects of cell phone use and emotion-regulation style on college students’ learning. Applied Cognitive Psychology, 31(3), 360–366. https://doi.org/10.1002/acp.3323
   Web of Science ®Google Scholar
• Lee, S., Kim, M., Mendoza, J. S., & McDonough, I. M. (2018). Addicted to cellphones: Exploring the psychometric properties between the nomophobia questionnaire and obsessiveness in college students. Heliyon, 4(11), e00895. https://doi.org/10.1016/j.heliyon.2018.e00895
   PubMed Web of Science ®Google Scholar
• León-Mejía, A. C., Gutiérrez-Ortega, M., Serrano-Pintado, I., González-Cabrera, J., & Carrà, G. (2021). A systematic review on nomophobia prevalence: Surfacing results and standard guidelines for future research. PloS One, 16(5), e0250509. https://doi.org/10.1371/journal.pone.0250509
   PubMed Web of Science ®Google Scholar
• Lin, C. Y., Griffiths, M. D., & Pakpour, A. H. (2018). Psychometric evaluation of Persian nomophobia questionnaire: Differential item functioning and measurement invariance across gender. Journal of Behavioral Addictions, 7(1), 100–108. https://doi.org/10.1556/2006.7.2018.11
   PubMed Web of Science ®Google Scholar
• Liu, T., Sun, Y., Li, Z., & Xin, T. (2019). The impact of aberrant response on reliability and validity. Measurement: Interdisciplinary Research & Perspectives, 17(3), 133–142. https://doi.org/10.1080/15366367.2019.1584848
   Web of Science ®Google Scholar
• Mallya, N. V., DR, S. K., & Mashal, S. (2018). A study to evaluate the behavioral dimensions of “nomophobia” and attitude toward smartphone usage among medical students in Bengaluru. National Journal of Physiology, Pharmacy and Pharmacology, 8(11), 1553–1557. https://doi.org/10.5455/njppp.2018.8.0827603092018
   Google Scholar
• Mendoza, J. S., Pody, B. C., Lee, S., Kim, M., & McDonough, I. M. (2018). The effect of cellphones on attention and learning: The influences of time, distraction, and nomophobia. Computers in Human Behavior, 86, 52–60. https://doi.org/10.1016/j.chb.2018.04.027
   Web of Science ®Google Scholar
• Nasab, N. M., Manshaee, G., & Nadi, M. A. (2021). The effectiveness of nomophobia therapy on self-esteem and nomophobia symptoms in high school students. Iranian Journal of Psychiatry and Behavioral Sciences, 15(1), e109291. https://doi.org/10.5812/ijpbs.109291
   Web of Science ®Google Scholar
• Notara, V., Vagka, E., Gnardellis, C., & Lagiou, A. (2021). The emerging phenomenon of nomophobia in young adults: A systematic review study. Addiction and Health, 13(2), 120–136. https://doi.org/10.22122/ahj.v13i2.309
   PubMedGoogle Scholar
• Ozdemir, B., Cakir, O., & Hussain, I. (2018). Prevalence of nomophobia among university students: A comparative study of Pakistani and Turkish undergraduate students. Eurasia Journal of Mathematics, Science and Technology Education, 14(4), 1519–1532. https://doi.org/10.29333/ejmste/84839
   Web of Science ®Google Scholar
• Park, C. S., & Kaye, B. K. (2019). Smartphone and self-extension: Functionally, anthropomorphically, and ontologically extending self via the smartphone. Mobile Media & Communication, 7(2), 215–231. https://doi.org/10.1177/2050157918808327
   Web of Science ®Google Scholar
• Ramos-Soler, I., López-Sánchez, C., & Quiles-Soler, M. C. (2017). Adaptación y validación de la escala de nomofobia de Yildirim y Correia en estudiantes españoles de la Educación Secundaria Obligatoria. Health and Addictions/Salud Y Drogas, 17(2), 201–213. https://doi.org/10.21134/haaj.v17i2.332
   Google Scholar
• Rangka, I., Prasetyaningtyas, W., Ifdil, I., Ardi, Z., Suranata, K., Winingsih, E., Sofyan, A., Irawan, M., Arjanto, P., & Muslifar, R. (2018). Measuring psychometric properties of the Indonesian version of the NoMoPhobia questionnaire (NMPQ): Insight from Rasch measurement tool. In Journal of Physics: Conference Series (Vol. 1114, pp. 012127). IOP Publishing. https://doi.org/10.1088/1742-6596/1114/1/012127
   Google Scholar
• Rodríguez-García, A. M., Moreno-Guerrero, A. J., & López Belmonte, J. (2020). Nomophobia: An Individual’s growing fear of being without a smartphone—A systematic literature review. International Journal of Environmental Research and Public Health, 17(2), 580. https://doi.org/10.3390/ijerph17020580
   PubMed Web of Science ®Google Scholar
• Rojas-Jara, C., Ramos-Vera, J., Pardo-González, E., & Henríquez-Caroca, F. (2018). Adicción a internet en adolescentes: una breve revisión. Drugs and Addictive Behavior (histórico), 3(2), 267–281. https://doi.org/10.21501/24631779.2876
   Google Scholar
• Servidio, R. (2021). Fear of missing out and self-esteem as mediators of the relationship between maximization and problematic smartphone use. Current Psychology, 42(1), 1–11. https://doi.org/10.1007/s12144-020-01341-8
   PubMed Web of Science ®Google Scholar
• Sharma, M., Amandeep, M. D. M., Jeenger, J., & Jeenger, J. (2019). Nomophobia and its relationship with depression, anxiety, and quality of life in adolescents. Industrial Psychiatry Journal, 28(2), 231–236. https://doi.org/10.4103/ipj.ipj_60_18
   PubMedGoogle Scholar
• Tams, S., Legoux, R., & Léger, P.-M. (2018). Smartphone withdrawal creates stress: A moderated mediation model of nomophobia, social threat, and phone withdrawal context. Computers in Human Behavior, 81, 1–9. https://doi.org/10.1016/j.chb.2017.11.026
   Web of Science ®Google Scholar
• Van Eck, N. J., & Waltman, L. (2013). Vosviewer manual. Leiden: Univeristeit Leiden, 1(1), 1–53.
   Google Scholar
• Wolfers, L. N., Festl, R., & Utz, S. (2020). Do smartphones and social network sites become more important when experiencing stress? Results from longitudinal data. Computers in Human Behavior, 109, 106339. https://doi.org/10.1016/j.chb.2020.106339
   PubMed Web of Science ®Google Scholar
• Yildirim, C., & Correia, A.-P. (2015). Exploring the dimensions of nomophobia: Development and validation of a self-reported questionnaire. Computers in Human Behavior, 49, 130–137. https://doi.org/10.1016/j.chb.2015.02.059
   Web of Science ®Google Scholar
• Yildirim, C., Sumuer, E., Adnan, M., & Yildirim, S. (2016). A growing fear: Prevalence of nomophobia among Turkish college students. Information Development, 32(5), 1322–1331. https://doi.org/10.1177/0266666915599025
   Web of Science ®Google Scholar
• Zhang, J., Zhang, X., Zhang, K., Lu, X., Yuan, G., Yang, H., Guo, H., Zhu, Z., Wang, T., Hao, J., Sun, Y., Su, P., Yang, L., & Zhang, Z. (2022). An updated of meta-analysis on the relationship between mobile phone addiction and sleep disorder. Journal of Affective Disorders, 305, 94–101. https://doi.org/10.1016/j.jad.2022.02.008
   PubMed Web of Science ®Google Scholar