Longitudinal Effects of Stressful Life Events on Problematic Smartphone Use and the Mediating Roles of Mental Health Problems in Chinese Undergraduate Students
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Background and Aims: This three-wave longitudinal study investigated the effects of stressful life events on problematic smartphone use and the mediating roles of mental health problems (i.e., depressive symptoms, poor sleep quality, and suicidal ideation) in Chinese undergraduate students. Methods: A total of 197 undergraduate students completed the three-wave surveys. Their severity of stressful life events, mental health problems, and problematic smartphone use were assessed. Results: Regression analyses revealed that stressful life events at T1 was significantly associated with problematic smartphone use at T3. Mediation analyses showed that mental health problems (i.e., depressive symptoms, poor sleep quality, and suicidal ideation) at T2 fully mediated the association between stressful life events at T1 and problematic smartphone use at T3 (B = 0.042, 0.034, and 0.022, respectively). Conclusions: The present study revealed that stressful life events and mental health problems (i.e., depressive symptoms, poor sleep quality, and suicidal ideation) are predictors of problematic smartphone use in Chinese college students.
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Online social support can enhance the well-being and overall health of individuals, both physically and mentally.
“Online social support represents the extension of social support that is traditionally available in the physical world to the virtual realm of cyberspace and can enhance the well-being and overall health of individuals, both physically and mentally.”
From How social media usage affects psychological and subjective well-being: testing a moderated mediation model (2023) · cites this paper as [78]
The Discussion (page not provided) says the Internet can help people seek social support to alleviate or eliminate suicidal ideation, supporting a narrower mental-health benefit. It does not say online social support improves physical health or overall well-being generally. (LLM, conf=0.85)
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Cites
The CES-D Scale: A Self-Report Depression Scale for Research in the General Population
Radloff, L. S. (1977) · Applied Psychological Measurement · doi:10.1177/014662167700100306 · Cited by 53,267 · see citing works
A Simple Sequentially Rejective Multiple Test Procedure
(1979) · Scandinavian Journal of Statistics · doi:10.2307/4615733 · Cited by 21,526 · see citing works
The social readjustment rating scale
Holmes, T. H., & Rahe, R. H. (1967) · Journal of Psychosomatic Research · doi:10.1016/0022-3999(67)90010-4 · Cited by 11,174 · see citing works
Internet Addiction: The Emergence of a New Clinical Disorder
YOUNG, K. S. (1998) · CyberPsychology & Behavior · doi:10.1089/cpb.1998.1.237 · Cited by 5,513 · see citing works
Brand, M., Young, K. S., Laier, C., Wölfling, K., & Potenza, M. N. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.08.033 · Cited by 2,153 · see citing works
THE EFFECTS OF STRESSFUL LIFE EVENTS ON DEPRESSION
Kessler, R. C. (1997) · Annual Review of Psychology · doi:10.1146/annurev.psych.48.1.191 · Cited by 2,111 · cited 3× · see citing works
“Depressive symptoms were assessed using the Chinese version of the 20-item Center for Epidemiologic Studies Depression (CESD) Scale (58) at T1, T2, and T3.”
MethodResultElhai, J. D., Dvorak, R. D., Levine, J. C., & Hall, B. J. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.08.030 · Cited by 1,689 · see citing works
Allostasis: A New Paradigm to Explain Arousal Pathology
Sterling, P., & Eyer, J. (1988) · Zenodo · doi:10.5281/zenodo.13537700 · Cited by 1,450 · see citing works
Handbook of Life Stress, Cognition and Health
PASTOR, L. H. (1989) · American Journal of Psychiatry · doi:10.1176/ajp.146.10.1347 · Cited by 1,402 · see citing works
Billieux, J., Maurage, P., Lopez-Fernandez, O., Kuss, D. J., & Griffiths, M. D. (2015) · Current Addiction Reports · doi:10.1007/s40429-015-0054-y · Cited by 1,205 · see citing works
Modeling habitual and addictive smartphone behavior
van Deursen, A. J. A. M., Bolle, C. L., Hegner, S. M., & Kommers, P. A. M. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2014.12.039 · Cited by 1,031 · see citing works
The Reviewer's Guide to Quantitative Methods in the Social Sciences
(2010) · doi:10.4324/9780203861554 · Cited by 942 · see citing works
Sohn, S. Y., Rees, P., Wildridge, B., Kalk, N. J., & Carter, B. (2019) · BMC Psychiatry · doi:10.1186/s12888-019-2350-x · Cited by 838 · see citing works
Leung, L. (2008) · Journal of Children and Media · doi:10.1080/17482790802078565 · Cited by 733 · see citing works
Eisenberg, D., Hunt, J., & Speer, N. (2013) · Journal of Nervous & Mental Disease · doi:10.1097/nmd.0b013e31827ab077 · Cited by 728 · cited 2× · see citing works
“Undergraduate students are faced with academic, lifestyle, and interpersonal pressures; thus, reducing the frequency and severity of stressful life events faced by undergraduate students early on could help to reduce future mental health problems (27, 29, 30, 34, 39).”
BackgroundPsychometric Properties of the CES-D-10 in a Psychiatric Sample
Björgvinsson, T., Kertz, S. J., Bigda-Peyton, J. S., McCoy, K. L., & Aderka, I. M. (2013) · Assessment · doi:10.1177/1073191113481998 · Cited by 690 · see citing works
Chen, B., Liu, F., Ding, S., Ying, X., Wang, L., & Wen, Y. (2017) · BMC Psychiatry · doi:10.1186/s12888-017-1503-z · Cited by 572 · see citing works
Mayr, S., Erdfelder, E., Buchner, A., & Faul, F. (2007) · Tutorials in Quantitative Methods for Psychology · doi:10.20982/tqmp.03.2.p051 · Cited by 448 · see citing works
College life is stressful today – Emerging stressors and depressive symptoms in college students
Acharya, L., Jin, L., & Collins, W. (2018) · Journal of American College Health · doi:10.1080/07448481.2018.1451869 · Cited by 410 · see citing works
Long, J., Liu, T.-Q., Liao, Y.-H., Qi, C., He, H.-Y., Chen, S.-B., & Billieux, J. (2016) · BMC Psychiatry · doi:10.1186/s12888-016-1083-3 · Cited by 384 · see citing works
Elhai, J. D., Yang, H., Fang, J., Bai, X., & Hall, B. J. (2019) · Addictive Behaviors · doi:10.1016/j.addbeh.2019.04.020 · Cited by 370 · see citing works
Negative Life Events and Depression in Elderly Persons: A Meta-Analysis
Kraaij, V., Arensman, E., & Spinhoven, P. (2002) · The Journals of Gerontology Series B · doi:10.1093/geronb/57.1.p87 · Cited by 359 · see citing works
Elhai, J. D., Levine, J. C., & Hall, B. J. (2018) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2018.11.005 · Cited by 354 · see citing works
Monotonicity of effect sizes: questioning kappa-squared as mediation effect size measure
Wen, Z., & Fan, X. (2015) · Psychological Methods · doi:10.1037/met0000029 · Cited by 350 · cited 1× · see citing works
“Effect sizes (PM = the ratio of the indirect effect to the total effect) are also reported (67).”
BackgroundChen, L., Yan, Z., Tang, W., Yang, F., Xie, X., & He, J. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2015.10.030 · Cited by 334 · see citing works
College Student Stressors: A Review of the Qualitative Research
Hurst, C. S., Baranik, L. E., & Daniel, F. (2013) · Stress and Health · doi:10.1002/smi.2465 · Cited by 312 · see citing works
Toward a Biosignature for Suicide
Oquendo, M. A., Sullivan, G. M., Sudol, K., Baca-Garcia, E., Stanley, B. H., Sublette, M. E., & Mann, J. J. (2014) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2014.14020194 · Cited by 299 · see citing works
Cheung, C., & Bagley, C. (1998) · The Journal of Psychology · doi:10.1080/00223989809599157 · Cited by 271 · see citing works
Elhai, J. D., Gallinari, E. F., Rozgonjuk, D., & Yang, H. (2020) · Addictive Behaviors · doi:10.1016/j.addbeh.2020.106335 · Cited by 269 · see citing works
Comparing CESD-10, PHQ-9, and PROMIS depression instruments in individuals with multiple sclerosis.
Amtmann, D., Kim, J., Chung, H., Bamer, A. M., Askew, R. L., Wu, S., Cook, K. F., & Johnson, K. L. (2014) · Rehabilitation Psychology · doi:10.1037/a0035919 · Cited by 259 · see citing works
Problematizing excessive online gaming and its psychological predictors
Kardefelt‐Winther, D. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.10.017 · Cited by 243 · see citing works
Low, N. C. P., Dugas, E. N., O’Loughlin, E. K., Rodriguez, D., Contreras, G. A., Chaiton, M., & O’Loughlin, J. L. (2012) · BMC Psychiatry · doi:10.1186/1471-244x-12-116 · Cited by 235 · see citing works
Yuan, G. F., Elhai, J. D., & Hall, B. J. (2020) · Addictive Behaviors · doi:10.1016/j.addbeh.2020.106648 · Cited by 173 · see citing works
Phillips, A. C., Carroll, D., & Der, G. (2015) · Anxiety, Stress, & Coping · doi:10.1080/10615806.2015.1005078 · Cited by 166 · cited 1× · see citing works
“Several studies have confirmed that there was a positive correlation between stressful life events and depression (34, 35), stressful life events is a risk factor for depression (36), and have a direct impact on individuals’ depressive symptoms (37, 38).”
BackgroundSuicidality and correlates among rural adolescents of China
Liu, X., Tein, J., Zhao, Z., & Sandler, I. N. (2005) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2004.08.027 · Cited by 161 · see citing works
Xing, X., Tao, F., Wan, Y., Xing, C., Qi, X., Hao, J., Su, P., Pan, H., & Huang, L. (2010) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2009.12.006 · Cited by 160 · see citing works
Li, D., Zhang, W., Li, X., Zhou, Y., Zhao, L., & Wang, Y. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.05.070 · Cited by 157 · see citing works
Sleep Quality in Medical Students; the Impact of Over-Use of Mobile Cell-Phone and Social Networks.
Mohammadbeigi, A., absari, R., Valizadeh, F., saadati, M., Sharifimoghadam, S., Ahmadi, A., Mokhtari, M., & Ansari, H. (2016) · PubMed Central · Cited by 150 · see citing works
van der Schuur, W. A., Baumgartner, S. E., & Sumter, S. R. (2018) · Health Communication · doi:10.1080/10410236.2017.1422101 · Cited by 135 · see citing works
Zhang, G., Yang, X., Tu, X., Ding, N., & Lau, J. T. F. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.09.047 · Cited by 133 · see citing works
Self-citationLongitudinal relations between parental drinking problems, family functioning, and child adjustment
Keller, P. S., Cummings, E. M., Davies, P. T., & Mitchell, P. M. (2008) · Development and Psychopathology · doi:10.1017/s0954579408000096 · Cited by 131 · cited 2× · see citing works
“Undergraduate students are faced with academic, lifestyle, and interpersonal pressures; thus, reducing the frequency and severity of stressful life events faced by undergraduate students early on could help to reduce future mental health problems (27, 29, 30, 34, 39).”
BackgroundHuang, Y., Wu, R., Wu, J.-K., Yang, Q., Zheng, S., & Wu, K. (2020) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2020.102166 · Cited by 130 · see citing works
Quantifying crowd size with mobile phone and Twitter data
Botta, F., Moat, H. S., & Preis, T. (2015) · Royal Society Open Science · doi:10.1098/rsos.150162 · Cited by 129 · see citing works
Brailovskaia, J., Rohmann, E., Bierhoff, H., Margraf, J., & Köllner, V. (2019) · Journal of Behavioral Addictions · doi:10.1556/2006.8.2019.63 · Cited by 122 · see citing works
Zhao, F., Zhang, Z., Bi, L., Wu, X.-S., Wang, W., Yi-feng, L., & Sun, Y. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.12.057 · Cited by 100 · see citing works
Li, H., Zou, Y.-M., Wang, J., & Xue-lin, Y. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01794 · Cited by 97 · see citing works
Zuo, B., Zhang, X., Wen, F., & Zhao, Y. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.08.083 · Cited by 95 · see citing works
Family life stress and insomnia symptoms in a prospective evaluation of young adults.
Bernert, R. A., Merrill, K. A., Braithwaite, S. R., Van Orden, K. A., & Joiner, T. E. (2007) · Journal of Family Psychology · doi:10.1037/0893-3200.21.1.58 · Cited by 93 · see citing works
Lan, T., Jia, X., Lin, D., & Liu, X. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00244 · Cited by 93 · see citing works
Shen, Y., Wang, L., Huang, C., Guo, J., Leon, S. A. D., Lu, J., Luo, X., & Zhang, X. Y. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.10.054 · Cited by 84 · see citing works
Kim, H.-J., Min, J.-Y., Kim, H.-J., & Min, K.-B. (2019) · Journal of Mental Health · doi:10.1080/09638237.2017.1370641 · Cited by 80 · see citing works
Kang, Y., Liu, S., Yang, L., Xu, B., Lin, L.-H., Xie, L., Zhang, W., Zhang, J., & Zhang, B. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00634 · Cited by 79 · see citing works
Zhao, C., Xu, H., Lai, X., Yang, X., Tu, X., Ding, N., Lv, Y., & Zhang, G. (2021) · Psychology Research and Behavior Management · doi:10.2147/prbm.s302551 · Cited by 78 · see citing works
Self-citationSmartphone addiction and its relationship with cyberbullying among university students
Qudah, M. F. A., Albursan, I. S., Bakhiet, S. F. A., Hassan, E. M. A. H., Alfnan, A. A., Aljomaa, S. S., & AL-khadher, M. M. A. (2019) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-018-0013-7 · Cited by 75 · see citing works
Pereira, D., & Elfering, A. (2013) · Stress and Health · doi:10.1002/smi.2494 · Cited by 72 · see citing works
Sources and Severity of Perceived Stress Among Iranian Medical Students
Borjalilu, S., Mohammadi, A., & Mojtahedzadeh, R. (2015) · Iranian Red Crescent Medical Journal · doi:10.5812/ircmj.17767 · Cited by 52 · see citing works
Suzuki, M., Furihata, R., Konno, C., Kaneita, Y., Ohida, T., & Uchiyama, M. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.06.024 · Cited by 48 · see citing works
Carskadon, M. A., Sharkey, K. M., Knopik, V. S., & McGeary, J. E. (2012) · SLEEP · doi:10.5665/sleep.1876 · Cited by 47 · see citing works
Involuntary hospitalization, stigma stress and suicidality: a longitudinal study
Xu, Z., Müller, M., Lay, B., Oexle, N., Drack, T., Bleiker, M., Lengler, S., Blank, C., Vetter, S., Rössler, W., et al. (2018) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-018-1489-y · Cited by 42 · see citing works
Hong, W., Liu, R., Ding, Y., Zhen, R., Jiang, R., & Fu, X. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17155305 · Cited by 42 · see citing works
Kim, A. M., Jeon, S. W., Cho, S. J., Shin, Y. C., & Park, J. (2021) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2021.102844 · Cited by 34 · see citing works
Kim, H. R., & Han, M. A. (2020) · Psychiatry Investigation · doi:10.30773/pi.2020.0007 · Cited by 33 · see citing works
Xie, J., Zimmerman, M. A., Rost, D. H., Yin, X.-Q., & Wang, J. (2019) · Addiction Research & Theory · doi:10.1080/16066359.2019.1692824 · Cited by 30 · see citing works
Development and Evaluation of a Web-Based Resource for Suicidal Thoughts: NowMattersNow.org
Whiteside, U. S., Richards, J. A., Huh, D., Hidalgo, R., Nordhauser, R., Wong, A. J., Zhang, X., Luxton, D. D., Ellsworth, M., & Lezine, D. A. (2019) · Journal of Medical Internet Research · doi:10.2196/13183 · Cited by 24 · see citing works
Holliday, R. P., Anderson, E. H., Williams, R. C., Bird, J. L., Matlock, A., Ali, S., Edmondson, C. B., Morris, E. E., Mullen, K. L., & Surís, A. (2015) · Journal of Hispanic Higher Education · doi:10.1177/1538192715607331 · Cited by 18 · see citing works
Bordin, I. A., Handegård, B. H., Paula, C. S., Duarte, C. S., & Rønning, J. A. (2021) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-021-02143-4 · Cited by 17 · see citing works
Genetic markers of the stress generation model: A systematic review
Bahji, A., Forth, E., Hargreaves, T., & Harkness, K. L. (2021) · Psychiatry Research · doi:10.1016/j.psychres.2021.114139 · Cited by 16 · see citing works
(2017) · REVISTA ARGENTINA DE CLINICA PSICOLOGICA · doi:10.24205/03276716.2017.1006 · Cited by 15 · see citing works
Predicting therapy duration from therapist experience and client psychopathology
Renk, K., Dinger, T. M., & Bjugstad, K. B. (2000) · Journal of Clinical Psychology · doi:10.1002/1097-4679(200012)56:12 · Cited by 14 · see citing works
Oquendo, M. A. (2016) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.16f10933 · Cited by 7 · see citing works
Secure Inclusion of Phones Into Online E-meetings
Parnes, P. (2003) · Lecture notes in computer science · doi:10.1007/978-3-540-39404-4_30 · Cited by 2 · see citing works
The Emotional Factors Influencing Mobile Phone Dependency of College Students and Gender Difference
Jun, S.-K. (2019) · Journal of Fisheries and Marine Sciences Education · doi:10.13000/jfmse.2019.8.31.4.1193 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 7
- [21]Liu Y Ye B Yang Q. The influence of stressful life events on college students' learning burnout: a chain-mediated effect analysis. Chin J Clin Psychol. (2019) 27: 782– 4. 10.16128/j.cnki.1005-3611.2019.04.029 · DOI
- [38]Luo Y Kong F Niu G Zhou Z. The influence of stressing events on depression in junior middle school students: the role of internet use motivation and internet use intensity. Psychol Dev Educ. (2017) 33: 337– 44. 10.16187/j.cnki.issn1001-4918.2017.03.11 · DOI
- [45]Chen C Yue H Yang S. The role of stressful life events, self-esteem, and depression in the formation of suicidal ideation. Chin J Clin Psychol. (2010) 18: 190– 1. 10.16128/j.cnki.1005-3611.2010.02.026 · DOI
- [53]Jin C Zou H. The relationship between crime and life events, peer positive influence, and problem behavior in general adolescents: dual moderating effects. Chin J Clin Psychol. (2015) 23: 88– 92. 10.16128/j.cnki.1005-3611.2015.01.020 · DOI
- [63]Lu T Li Y Xia P Zhang G Wu D. Reliability and validity analysis of Pittsburgh sleep quality index. Chongqing Med. (2014) 43: 260– 3. 10.3969/j.issn.1671-8348.2014.03.00227318902 · DOI
- [64]Xia C Wang D Wu S. Preliminary development of self-rating scale for suicidal ideation. J Clin Psychiatry. (2002) 12: 100– 2. 10.3969/j.issn.1005-3220.2002.02.03030803833 · DOI
- [65]Hu Y Fan F Dai Y Cui N Zhao X. College students' life events and suicidal ideation: the mediating and moderating role of life values. Chin J Clin Psychol. (2016) 24: 149– 51. 10.16128/j.cnki.1005-3611.2016.01.034 · DOI
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Zhang, C., Tang, L., & Liu, Z. (2023) · BMC Psychology · doi:10.1186/s40359-023-01311-2 · Cited by 78 · see citing works
Zhou, W., Yan, Z., Yang, Z., & Hussain, Z. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1237924 · Cited by 54 · see citing works
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Crowhurst, S., & Hosseinzadeh, H. (2024) · Public Health Challenges · doi:10.1002/puh2.202 · Cited by 43 · see citing works
Cheng, J., Peng, C., Rong, F., Wang, Y. C., Tan, Y., & Yu, Y. (2024) · Journal of Behavioral Addictions · doi:10.1556/2006.2023.00078 · Cited by 32 · see citing works
Tang, Q., Zou, X., Gui, J., Wang, S., Liu, X., Liu, G., & Tao, Y. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.05.018 · Cited by 28 · see citing works
Carter, B., Ahmed, N., Cassidy, O., Pearson, O., Calcia, M., Mackie, C. J., & Kalk, N. J. (2024) · BMJ Mental Health · doi:10.1136/bmjment-2024-301115 · Cited by 25 · see citing works
Research trends in college students' sleep from 2012 to 2021: A bibliometric analysis
Zhou, J., Qu, J., Ji, S., Bu, Y., Yi-cheng, H., Sun, H., Xue, M., Zhou, T., Qu, J., & Liu, Y. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.1005459 · Cited by 25 · see citing works
Zhao, X., Hu, T., Qiao, G., Li, C., Wu, M., Fen, Y., & Zhou, J. W. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.859640 · Cited by 22 · see citing works
Zhao, C., He, J., Du, M., Xu, H., Lai, X., Yu, G., & Zhang, G. (2023) · Current Psychology · doi:10.1007/s12144-023-04560-x · Cited by 22 · see citing works
Self-citationZhao, C., He, J., Xu, H., Zhang, J., Zhang, G., & Yu, G. (2023) · Addictive Behaviors · doi:10.1016/j.addbeh.2023.107906 · Cited by 18 · see citing works
Self-citationTie, B., Zhang, T., He, M., Geng, L., Feng, Q., Liu, C., Wang, X., Wang, Y., Tian, D., Gao, Y., et al. (2024) · Computers in Human Behavior · doi:10.1016/j.chb.2024.108531 · Cited by 17 · see citing works
Lu, H., Ren, Z., Zhen, P., Su, Z. W., & Wu, Y. (2025) · Addictive Behaviors · doi:10.1016/j.addbeh.2025.108337 · Cited by 17 · see citing works
Zhao, C., Du, M., Yu, Y., Chen, J. H., Wu, A. M. S., Du, D., Wang, D. B., Lau, J. T. F., Yu, G., & Zhang, G. (2024) · Children and Youth Services Review · doi:10.1016/j.childyouth.2024.107542 · Cited by 15 · see citing works
Self-citationShihab, M. S., Ikhsan, R. B., & Fakhrorazi, A. (2024) · Digital Business · doi:10.1016/j.digbus.2024.100101 · Cited by 18 · see citing works
Yan, Z., Yang, Z., Xu, X., Zhou, C., & Sang, Q. (2025) · Psychology Research and Behavior Management · doi:10.2147/prbm.s498142 · Cited by 10 · see citing works
Chen, L., Yuan, Z., & Jiang, M. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1592875 · Cited by 9 · see citing works
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Xu, Z., Zhou, H., Hu, L.-L., Zhang, L., & Zhang, X. (2025) · Scientific Reports · doi:10.1038/s41598-025-07409-4 · Cited by 2 · see citing works
Koohshahi, S. B., Golshani, F., baghdassarians, A., & Panah, A. G. (2024) · Journal of Health and Care · doi:10.61186/jhc.26.2.107 · Cited by 1 · see citing works
Zhang, M., Bai, Y., Xu, W., Yu Qing, W. U., Wang, X. A., & Liu, Y. (2025) · Personality and Individual Differences · doi:10.1016/j.paid.2025.113358 · Cited by 1 · see citing works
Yang, X., Lin, Y., Zhang, L., Wang, X., Chu, K. C., Zhao, C., & Zhang, G. (2022) · doi:10.2196/preprints.45252
Self-citationZhou, Y. (2024) · Advances in Applied Sociology · doi:10.4236/aasoci.2024.1412054
Jurado, Y. E. P., Giraldo, D. J., & Pérez, Y. J. (2025) · Revista Salud Bosque · doi:10.18270/rsb.4754
Shen, Y., Tang, R., Wang, C., Li, X., & Wang, D. (2026) · Addictive Behaviors · doi:10.1016/j.addbeh.2026.108773
- Authors
- Zhao, C., Ding, N., Yang, X., Xu, H., Lai, X., Tu, X., Lv, Y., Xu, D., & Zhang, G.
- Affiliations
- Wenzhou Medical University (CN)
- Chinese University of Hong Kong (HK)
- Corresponding author
- Lv, Yijun
- Xu, Dongwu
- Zhang, Guohua
- Venue
- Frontiers in Public Health
- Publisher
- Frontiers Media SA
- Published
- 2021-12-03
- Volume
- 9
- Pages
- 752210-752210
- ISSN
- 2296-2565 (ISSN-L)
- PMC
- PMC8678111
- OpenAlex
- W4200313135
- Cited by
- 28
- References
- 72
- Citations by year
- 2026: 2 · 2025: 8 · 2024: 10 · 2023: 4 · 2022: 4
- FWCI
- 6.23
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Public Health (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 › Psychology › Developmental and Educational Psychology › Student Stress and Coping
- Keywords
- life events, smartphone addiction, mental illness, depressive symptoms, sleep quality, suicidal ideation, mediation, university students, Chinese university students
- MeSH terms
- Smartphone, China, Humans, Longitudinal Studies, Mental Health, Students
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.
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