Abed, M., Kadivar, P., & Khalatbari, J. (2023). Validation of students' academic boredom questionnaire.
Rooyesh-e-Ravanshenasi Journal(RRJ),
11(12), 67-74.[
http: //frooyesh.ir/article-1-4056-en.html (in persian)
Abi Doumit, C., Malaeb, D., Akel, M., Salameh, P., Obeid, S., & Hallit, S. (2023). Association between Personality Traits and Phubbing: The Co-Moderating Roles of Boredom and Loneliness.
Healthcare (Basel),
11(6).[PMC10048773].
https: //doi.org/10.3390/healthcare11060915
Afdal, A., Alizamar, A., Ifdil, I., Ardi, Z., Sukmawati, I., Zikra, Z., Ilyas, A., Fikri, M., Syahputra, Y., & Hariyani, H. (2019).
An Analysis of Phubbing Behaviour: Preliminary research from counseling perspective Proceedings of the International Conference on Educational Sciences and Teacher Profession (ICETeP 2018),
https: //doi.org/10.2991/icetep-18.2019.65.
Agu, S. A., & Aneke, A. B. (2024). Self-Control and Personality Characteristics as Predictors of Social Media Addiction among University Students. 27(3), 58-74.[
Ahmadian, H., & Rostami, C. (2016). Study of tendency of psychology students to addiction based on personality characteristics (neo).
SJNMP 2(2).[
https: //doi.org/10.29252/sjnmp.2.2.22 (in persian)
Alavi , S. S., Jannatifard, F., Eslami, M., & Rezapour, H. (2011). Survey on validity and reliability of diagnostic questionnaire of internet addiction disorder in students users.
Zahedan J Res Med Sci,
13(7), 34-38.[
https: //brieflands.com/articles/zjrms-93820 (In Persian)
Alizadeh, Z., Feizi, A., Rejali, M., Afshar, H., Keshteli, A. H., & Adibi, P. (2018). The Predictive Value of Personality Traits for Psychological Problems (Stress, Anxiety and Depression): Results from a Large Population Based Study.
J Epidemiol Glob Health,
8(3-4), 124-133.[PMC7377556].
https: //doi.org/10.2991/j.jegh.2017.11.003
Atashrouz, B., Pakdaman, S., & Asgari, A. (2008). The relationship between the big five personality traits and academic achievement.
Journal of Developmental Psychology Iranian Psychologists,
16(4), 367-376.[
http: //sanad.iau.ir/fa/Article/1055059 (in persian)
Barbed-Castrejón, N., Navaridas-Nalda, F., Mason, O., & Ortuño-Sierra, J. (2024). Prevalence of phubbing behaviour in school and university students in Spain.
Front Psychol,
15, 1396863.[PMC11166009].
https: //doi.org/10.3389/fpsyg.2024.1396863
Ergün, N., Özkan, Z., & Griffiths, M. D. (2025). Social Media Addiction and Poor Mental Health: Examining the Mediating Roles of Internet Addiction and Phubbing.
Psychological Reports, 332941231166609.[PMC36972903].
https: //doi.org/10.1177/00332941231166609
Fernández-Andújar, M., Alonso, M. O., Sorribes, E., Villalba, V., & Calderon, C. (2022). Internet Addiction, Phubbing, Psychological Variables and Self-Perception of Mathematical Competence in College Students.
Mathematics,
10(15), 2631.[
https: //www.mdpi.com/2227-7390/10/15/2631
Gao, B., Liu, Y., Shen, Q., Fu, C., Li, W., & Li, X. (2023). Why Cannot I Stop Phubbing? Boredom Proneness and Phubbing: A Multiple Mediation Model.
Psychol Res Behav Manag,
16, 3727-3738.[PMC10497055].
https: //doi.org/10.2147/prbm.S423371
Garcia, M. A., Lerma, M., Perez, M. G., Medina, K. S., Rodriguez-Crespo, A., & Cooper, T. V. (2024). Psychosocial and personality trait associates of phubbing and being phubbed in hispanic emerging adult college students.
Current Psychology,
43(6), 5601-5614.[
https: //doi.org/10.1007/s12144-023-04767-y
Ghasemi, v. (2012). Estimation of optimal sample size in structural equation models and evaluation of its adequacy for social researchers.
Iranian Journal of Sociology,
12(1), 138-161.[
https: //doi.org/20.1001.1.17351901.1390.12.4.5.7 (In Persian)
Gijwani, D., Batra, M., Jindal, A., Vishnupratap, D. R., & Kaur, P. (2024). Assessment of Phubbing, Smart Phone Addiction and Related Psychological Variables among Dental Undergraduates: A Multicentric Study.
Indian Journal of Dental Research,
35(1), 13-17.[38934742].
https: //doi.org/10.4103/ijdr.ijdr_565_23
Guerra Ayala, M. J., Alegre de la Rosa, O. M., Chambi Catacora, M. A. d. P., Vargas Onofre, E., Cari Checa, E., & Díaz Flores, D. (2025). Nomophobia, phubbing, and deficient sleep patterns in college students [Original Research].
Frontiers in Education,
Volume 9 - 2024.[
https: //doi.org/10.3389/feduc.2024.1421162
Hassan Esfahani, M., Khanjani, M., & Bazram, A. (2021). The factor Structure and psychometric properties of Generic Scale of Phubbing (GSP).
Quarterly of Educational Measurement,
12(46), 7-26.[
https: //doi.org/10.22054/jem.2022.64299.3313 (In Persian)
Holzer, B. M., Ramuz, O., Minder, C. E., & Zimmerli, L. (2022). Motivation and personality factors of Generation Z high school students aspiring to study human medicine.
BMC Medical Education,
22(1), 31.[
https: //doi.org/10.1186/s12909-021-03099-4
Hosseinpour, E., Asgari, A., & Ayati, M. (2016). The Relationship between Internet and Cell-Phone Addictions and Academic Burnout in University Students.
Information and Communication Technology in Educational Sciences,
24(6), 59-73.[
http: //sanad.iau.ir/fa/Article/1006393
Ivanova, A., Gorbaniuk, O., Błachnio, A., Przepiórka, A., Mraka, N., Polishchuk, V., & Gorbaniuk, J. (2020). Mobile Phone Addiction, Phubbing, and Depression Among Men and Women: A Moderated Mediation Analysis.
Psychiatr Q,
91(3), 655-668.[PMC7395043].
https: //doi.org/10.1007/s11126-020-09723-8
Jeevan, R., Jiss, J., Ashish, J., & Amal, A. (2025). Boredom Proneness and Big Five Personality Traits Among Emerging Adults.
International Journal of Indian Psychology,
13(2), 4098-4104.[
https: //doi.org/10.25215/1302.362
Karadağ, E., Tosuntaş, Ş. B., Erzen, E., Duru, P., Bostan, N., Şahin, B. M., Çulha, İ., & Babadağ, B. (2015). Determinants of phubbing, which is the sum of many virtual addictions: A structural equation model.
Journal of behavioral addictions,
4(2), 60-74.[PMC4500886].
https: //doi.org/10.1556/2006.4.2015.005
Kardefelt-Winther, D. (2014). A conceptual and methodological critique of internet addiction research: Towards a model of compensatory internet use.
Computers in Human Behavior,
31, 351-354.[
https: //doi.org/10.1016/j.chb.2013.10.059
Khanneh, H., Taimeh, Z., Anas, S., Bawadi, Y., Al-Abcha, T., Qaswal, A. B., & Bani Mustafa, R. (2024). Personality traits & their relation to academic burnout and satisfaction with medicine as a career in Jordanian medical students.
Discover Psychology,
4(1), 161.[
https: //doi.org/10.1007/s44202-024-00263-x
Kline , R. B. (2016). Principles and practice of structural equation modeling (4 ed.). Guilford press, New York & London.
Kobicheva, A., Tokareva, E., & Baranova, T. (2024). How does students’ level of phubbing relate to academic engagement and performance variables?
European Journal of Psychology of Education,
40(1), 10.[
https: //doi.org/10.1007/s10212-024-00905-7
Koc, T., & Caliskan, K. (2023). Phubbing phenomenon in educational environments: examining the impact of supervisor phubbing on student outcomes.
Journal of Further and Higher Education,
47(1), 15-30.[
https: //doi.org/10.1080/0309877X.2022.2088270
Lai, X., Hu, C., Ying, L., Xu, H., Zhao, C., Yang, X., Yu, X., & Zhang, G. (2023). Risk and Protective Factors Associated With Smartphone Addiction and Phubbing Behavior Among College Students in China.
Psychol Rep,
126(5), 2172-2190.[PMC35412349].
https: //doi.org/10.1177/00332941221084905
Lücke, A. J., Schilling, O. K., Kunzmann, U., Gerstorf, D., Katzorreck-Gierden, M., Hoppmann, C. A., Luong, G., Wagner, G. G., Riediger, M., & Wrzus, C. (2024). Neuroticism, emotional stress reactivity and recovery in daily life: Examining extraversion and openness as moderators.
Journal of Research in Personality,
109, 104474.[
https: //doi.org/https: //doi.org/10.1016/j.jrp.2024.104474
Lv, H., Ye, W., Chen, S., Zhang, H., & Wang, R. (2022). The Effect of Mother Phubbing on Young Children’s Emotional and Behavioral Problems: A Moderated Mediation Model of Mother–Child Attachment and Parenting Stress.
Int J Environ Res Public Health,
19(24), 16911.[PMC9779429].
https: //doi.org/10.3390/ijerph192416911
Mallinckrodt, B., Abraham, W., Wei, M., & Russell, D. (2006). Advances in Testing the Statistical Significance of Mediation Effects.
Journal of Counseling Psychology,
53(3), 372-378.[
https: //doi.org/10.1037/0022-0167.53.3.372
Mason, M. C., Zamparo, G., Marini, A., & Ameen, N. (2022). Glued to your phone? Generation Z's smartphone addiction and online compulsive buying.
Computers in Human Behavior,
136, 107404.[
https: //doi.org/10.1016/j.chb.2022.107404
Meyers, L. S., Gamest.G, & Goarin, A. J. (2006).
Applied multivariate research, design and interpretation. Sage publication, Thousand oaks. London. New Deihi.
https: //study.sagepub.com/meyers3e
MohammadiPour, M., Ashrafifard, S., & Mohammadipour, S. (2023). Relationship Between Metacognitive Beliefs and Body Image Concerns in Primary Dysmenorrhea Intensity: The Mediating Role of Pain Self-Efficacy in Iranian Students [Research Article].
Iran J Psychiatry Behav Sci,
17(3), e131474.[
https: //doi.org/10.5812/ijpbs-131474
Nanda, G., & Prihatsanti, U. (2023).
Phubbing in Workplace: The Effect to Employees’ Work Engagement Proceedings of International Conference on Psychological Studies (ICPsyche), 4,, Semarang, Indonesia.
https: //doi.org/10.58959/icpsyche.v4i1.48.
Naz, A., Khan, H. U., Alesawi, S., Abouola, O. I., Daud, A., & Ramzan, M. (2024). AI Knows You: Deep Learning Model for Prediction of Extroversion Personality Trait.
IEEE Access,
12, 159152-159175.[
https: //doi.org/10.1109/ACCESS.2024.3486578
Nguyen, T. N. D., Tran, H. Y., Nguyen, G. H. M., Nguyen, Y. K., & Dinh, H. T. M. (2025). Narcissism, Social Media Addiction, Self-Esteem, and Haxeco Traits: Exploring Influences on Life Satisfaction Among Generation Z.
Psychol Res Behav Manag,
18, 419-434.[PMC11873018].
https: //doi.org/10.2147/prbm.S447067
Nikel, Ł., Kolańska-Stronka, M., & Krasa, P. (2024). Personality traits, internet addiction, and phubbing among teens: a mediation analysis.
Behaviour & Information Technology,
44(3), 463-476.[
https: //doi.org/10.1080/0144929X.2024.2323096
Nnamani, S. E., Ndu, A., & Obi, T. C. (2025). Personality Traits and Loneliness as Predictors of Internet Addiction among University Undergraduates. Caritas Journal of Psychology and Behaviourial Sciences, 3(1).[
Parus, M., Adu, A., & Keraf, M. (2021). Phubbing Behavior and Quality of Friendship in Faculty of Public Health, Nusa Cendana University.
Journal of Health and Behavioral Science,
3, 13-23.[
https: //doi.org/10.35508/jhbs.v3i1.3031
Rachubińska, K., Cybulska, A., Szkup, M., & Grochans, E. (2021). Analysis of the relationship between personality traits and Internet addiction.
Eur Rev Med Pharmacol Sci,
25(6), 2591-2599.[PMID: 33829445].
https: //doi.org/10.26355/eurrev_202103_25422
Rehman, S. u., Rehman, N., & Shehwar, D. (2024). Impact of Social Media on Phubbing Behavior and Incivility: An Empirical Study.
Social Sciences Spectrum,
3, 7-16.[
https: //doi.org/10.71085/sss.03.04.160
Sadeghi Bimorgh, M., Akbarzadeh, F., Moharreri, F., Akbari, A., Porghafar, H., & Ebrahimi, A. (2023). The relationship between the internet addiction and cell phone addiction with academic burnout in medical students of Mashhad University of Medical Sciences.
Journal of Fundamentals of Mental Health,
25(1), 3-9.[
https: //doi.org/10.22038/jfmh.2023.21618
Şahin, S., Demirhan, İ., Arıöz, A., & Ünsal, A. (2024). Assessment Of The Relationship Between Phubbing And Personality Types Among University Students.
Çukurova Üniversitesi Sosyal Bilimler Enstitüsü Dergisi,
33(1), 115-128.[
https: //doi.org/10.35379/cusosbil.1394592
Sert, H., Üngören, Y., Pelin, M., & Horzum, M. B. (2023). Relationship between chronotypes, personality traits, and phubbing levels in university students.
Biological Rhythm Research,
54(3), 322-333.[
https: //doi.org/10.1080/09291016.2023.2169653
Sharp, J. G., Zhu, X., Matos, M., & Sharp, J. C. (2021). The Academic Boredom Survey Instrument (ABSI): a measure of trait, state and other characteristic attributes for the exploratory study of student engagement.
Journal of Further and Higher Education,
45(9), 1253-1280.[
https: //doi.org/10.1080/0309877X.2021.1947998
Sulea, C., van Beek, I., Sarbescu, P., Virga, D., & Schaufeli, W. B. (2015). Engagement, boredom, and burnout among students: Basic need satisfaction matters more than personality traits.
Learning and Individual Differences,
42, 132-138.[
https: //doi.org/https: //doi.org/10.1016/j.lindif.2015.08.018
Thomas, T. T., Carnelley, K. B., & Hart, C. M. (2022). Phubbing in romantic relationships and retaliation: A daily diary study.
Computers in Human Behavior,
137, 107398.[
https: //doi.org/10.1016/j.chb.2022.107398
Tian, Y., Zhao, Y., Lv, F., Qin, N., & Chen, P. (2021). Associations Among the Big Five Personality Traits, Maladaptive Cognitions, and Internet Addiction Across Three Time Measurements in 3 Months During the COVID-19 Pandemic.
Front Psychol,
12, 654825.[PMC8172586].
https: //doi.org/10.3389/fpsyg.2021.654825
Toyama, M., & Hayashi, Y. (2022). Links of personality traits to media multitasking: Conscientiousness predicts mobile phone use in the college classroom.
Current Psychology,
41(12), 8660-8667.[
https: //doi.org/10.1007/s12144-020-01258-2
Treviño Benavides, T. B., Alcorta Castro, A. T., Garza Marichalar, S. A., Peña Cisneros, M., & Baker Suárez, E. C. (2023).
Understanding Generation Z and Social Media Addiction. SpringerBriefs in Business, in: Social Media Addiction in Generation Z Consumers.
https: //link.springer.com/book/10.1007/978-3-031-33452-8
Vanden Abeele, M. M. P., Antheunis, M. L., & Schouten, A. P. (2016). The effect of mobile messaging during a conversation on impression formation and interaction quality.
Computers in Human Behavior,
62, 562-569.[
https: //doi.org/10.1016/j.chb.2016.04.005
Wahyuni, S., Agustina, H., & Munthe, R. A. (2023). The Relationship between Personality and Academic Burnout: Exploring the Influence of Psychological Well-Being and Demographic Factors.
International Journal of Islamic Educational Psychology,
4(2), 169-189.[
https: //doi.org/10.18196/ijiep.v4i2.18687
Wu, X., Zhang, W., Li, Y., Zheng, L., Liu, J., Jiang, Y., & Peng, Y. (2024). The influence of big five personality traits on anxiety: The chain mediating effect of general self-efficacy and academic burnout.
PLoS One,
19(1), e0295118.[
https: //doi.org/10.1371/journal.pone.0295118
Yusoff, M. S. B., Hadie, S. N. H., & Yasin, M. A. M. (2021). The roles of emotional intelligence, neuroticism, and academic stress on the relationship between psychological distress and burnout in medical students.
BMC Med Educ,
21(1), 293.[PMC8140426].
https: //doi.org/10.1186/s12909-021-02733-5