Nuanced relationships between indices of smartphone use and psychological distress: distinguishing problematic smartphone use, phone checking, and screen time

References

• Amez, S., S. Vujić, P. Soffers, and S. Baert. 2020. “Yawning While Scrolling? Examining Gender Differences in the Association Between Smartphone use and Sleep Quality.” Journal of Sleep Research 29 (6), doi:10.1111/jsr.12971.
   PubMed Web of Science ®Google Scholar
• Arshad, D., S. F. Usaid Munir Joyia, N. Khalid, A. I. Rishi, N. U. A. Rahim, S. F. Bukhari, G. K. Shairwani, and A. Salmaan. 2021. “The Adverse Impact of Excessive Smartphone Screen-Time on Sleep Quality among Young Adults: A Prospective Cohort.” Sleep Science 14 (4): 337. doi:10.5935/1984-0063.20200114.
   PubMed Web of Science ®Google Scholar
• Arslan, G. 2017. “Social Exclusion, Social Support and Psychological Wellbeing at School: A Study of Mediation and Moderation Effect.” Child Indicators Research 11 (3): 897–918. doi:10.1007/s12187-017-9451-1.
   Web of Science ®Google Scholar
• Bailey, B. P., and J. A. Konstan. 2006. “On the Need for Attention-Aware Systems: Measuring Effects of Interruption on Task Performance, Error Rate, and Affective State.” Computers in Human Behavior 22 (4): 685–708. doi:10.1016/j.chb.2005.12.009.
   Web of Science ®Google Scholar
• Baum, A., J. P. Garofalo, and A. M. Yali. 1999. “Socioeconomic Status and Chronic Stress: Does Stress Account for SES Effects on Health?” Annals of the New York Academy of Sciences 896 (1): 131–144. doi:10.1111/j.1749-6632.1999.tb08111.x.
   PubMed Web of Science ®Google Scholar
• Beranuy, M., U. Oberst, X. Carbonell, and A. Chamarro. 2009. “Problematic Internet and Mobile Phone use and Clinical Symptoms in College Students: The Role of Emotional Intelligence.” Computers in Human Behavior 25 (5): 1182–1187. doi:10.1016/j.chb.2009.03.001.
   Web of Science ®Google Scholar
• Billieux, J. 2012. “Problematic use of the Mobile Phone: A Literature Review and a Pathways Model.” Current Psychiatry Reviews 8 (4): 299–307. doi:10.2174/157340012803520522.
   Google Scholar
• Billieux, J., P. Maurage, O. Lopez-Fernandez, D. J. Kuss, and M. D. Griffiths. 2015. “Can Disordered Mobile Phone use be Considered a Behavioral Addiction? An Update on Current Evidence and a Comprehensive Model for Future Research.” Current Addiction Reports 2 (2): 156–162. doi:10.1007/s40429-015-0054-y.
   Google Scholar
• Boase, J., and R. Ling. 2013. “Measuring Mobile Phone Use: Self-Report Versus Log Data.” Journal of Computer-Mediated Communication 18 (4): 508–519. doi:10.1111/jcc4.12021.
   Web of Science ®Google Scholar
• Boumosleh, J., and D. Jaalouk. 2017. “Depression, Anxiety, and Smartphone Addiction in University Students- A Cross Sectional Study.” PLOS ONE 12 (8): e0182239. doi:10.1371/journal.pone.0182239.
   PubMed Web of Science ®Google Scholar
• Brodersen, K., N. Hammami, and T. R. Katapally. 2022. “Smartphone use and Mental Health among Youth: It is Time to Develop Smartphone-Specific Screen Time Guidelines.” Youth 2 (1): 23–38. doi:10.3390/youth2010003.
   Google Scholar
• Browne, M. W., and R. Cudeck. 1992. “Alternative Ways of Assessing Model Fit.” Sociological Methods & Research 21 (2): 230–258. doi:10.1177/0049124192021002005.
   Web of Science ®Google Scholar
• Busch, P. A., and S. McCarthy. 2021. “Antecedents and Consequences of Problematic Smartphone use: A Systematic Literature Review of an Emerging Research Area.” Computers in Human Behavior 114: 106414. doi:10.1016/j.chb.2020.106414.
   Web of Science ®Google Scholar
• Castillo, L. G., and S. J. Schwartz. 2013. “Introduction to the Special Issue on College Student Mental Health.” Journal of Clinical Psychology 69 (4): 291–297. doi:10.1002/jclp.21972.
   PubMed Web of Science ®Google Scholar
• David, M. E., J. A. Roberts, and B. Christenson. 2017. “Too Much of a Good Thing: Investigating the Association Between Actual Smartphone use and Individual Well-Being.” International Journal of Human–Computer Interaction 34 (3): 265–275. doi:10.1080/10447318.2017.1349250.
   Web of Science ®Google Scholar
• De-Sola Gutiérrez, J., F. Rodríguez de Fonseca, and G. Rubio. 2017. “Cell-phone Addiction: A Review.” Frontiers in Psychiatry 7: 175. doi:10.3389/fpsyt.2016.00175.
   Web of Science ®Google Scholar
• Della Vedova, A. M., L. Covolo, M. Muscatelli, Y. Loscalzo, M. Giannini, and U. Gelatti. 2022. “Psychological Distress and Problematic Smartphone use: Two Faces of the Same Coin? Findings from a Survey on Young Italian Adults.” Computers in Human Behavior 132: 107243. doi:10.1016/j.chb.2022.107243.
   Web of Science ®Google Scholar
• Denollet, J., and J. De Vries. 2006. “Positive and Negative Affect Within the Realm of Depression, Stress and Fatigue: The two-Factor Distress Model of the Global Mood Scale (GMS).” Journal of Affective Disorders 91 (2-3): 171–180. doi:10.1016/j.jad.2005.12.044.
   PubMed Web of Science ®Google Scholar
• Dimidjian, S., M. Barrera, Jr., C. Martell, R. F. Munoz, and P. M. Lewinsohn. 2011. “The Origins and Current Status of Behavioral Activation Treatments for Depression.” Annual Review of Clinical Psychology 7: 1–38. doi:10.1146/annurev-clinpsy-032210-104535.
   PubMed Web of Science ®Google Scholar
• Duke, É, and C. Montag. 2017. “Smartphone Addiction, Daily Interruptions and Self-Reported Productivity.” Addictive Behaviors Reports 6: 90–95. doi:10.1016/j.abrep.2017.07.002.
   PubMedGoogle Scholar
• Dwyer, R. J., K. Kushlev, and E. W. Dunn. 2018. “Smartphone use Undermines Enjoyment of Face-to-Face Social Interactions.” Journal of Experimental Social Psychology 78: 233–239. doi:10.1016/j.jesp.2017.10.007.
   Web of Science ®Google Scholar
• Eisenberg, D., S. E. Gollust, E. Golberstein, and J. L. Hefner. 2007. “Prevalence and Correlates of Depression, Anxiety, and Suicidality among University Students.” American Journal of Orthopsychiatry 77 (4): 534–542. doi:10.1037/0002-9432.77.4.534.
   PubMed Web of Science ®Google Scholar
• Elhai, J. D., R. D. Dvorak, J. C. Levine, and B. J. Hall. 2017a. “Problematic Smartphone use: A Conceptual Overview and Systematic Review of Relations with Anxiety and Depression Psychopathology.” Journal of Affective Disorders 207: 251–259. doi:10.1016/j.jad.2016.08.030.
   PubMed Web of Science ®Google Scholar
• Elhai, J. D., E. F. Gallinari, D. Rozgonjuk, and H. Yang. 2020. “Depression, Anxiety and Fear of Missing out as Correlates of Social, non-Social and Problematic Smartphone use.” Addictive Behaviors 105: 106335. doi:10.1016/j.addbeh.2020.106335.
   PubMed Web of Science ®Google Scholar
• Elhai, J. D., J. C. Levine, R. D. Dvorak, and B. J. Hall. 2016. “Fear of Missing out, Need for Touch, Anxiety and Depression are Related to Problematic Smartphone use.” Computers in Human Behavior 63: 509–516. doi:10.1016/j.chb.2016.05.079.
   Web of Science ®Google Scholar
• Elhai, J. D., J. C. Levine, R. D. Dvorak, and B. J. Hall. 2017b. “Non-social Features of Smartphone use are Most Related to Depression, Anxiety and Problematic Smartphone use.” Computers in Human Behavior 69: 75–82. doi:10.1016/j.chb.2016.12.023.
   Web of Science ®Google Scholar
• Elhai, J. D., J. C. Levine, and B. J. Hall. 2019. “The Relationship Between Anxiety Symptom Severity and Problematic Smartphone use: A Review of the Literature and Conceptual Frameworks.” Journal of Anxiety Disorders 62: 45–52. doi:10.1016/j.janxdis.2018.11.005.
   PubMed Web of Science ®Google Scholar
• Elhai, J. D., D. Rozgonjuk, A. M. Alghraibeh, and H. Yang. 2021. “Disrupted Daily Activities from Interruptive Smartphone Notifications: Relations with Depression and Anxiety Severity and the Mediating Role of Boredom Proneness.” Social Science Computer Review 39 (1): 20–37. doi:10.1177/0894439319858008.
   Web of Science ®Google Scholar
• Elhai, J. D., M. F. Tiamiyu, J. W. Weeks, J. C. Levine, K. J. Picard, and B. J. Hall. 2018. “Depression and Emotion Regulation Predict Objective Smartphone use Measured Over one Week.” Personality and Individual Differences 133: 21–28. doi:10.1016/j.paid.2017.04.051.
   Web of Science ®Google Scholar
• Ellis, D. A., B. I. Davidson, H. Shaw, and K. Geyer. 2019. “Do Smartphone Usage Scales Predict Behavior?” International Journal of Human-Computer Studies 130: 86–92. doi:10.1016/j.ijhcs.2019.05.004.
   Web of Science ®Google Scholar
• Feng, Q., Q. Zhang, Y. Du, Y. Ye, and Q. He. 2014. “Associations of Physical Activity, Screen Time with Depression, Anxiety and Sleep Quality among Chinese College Freshmen.” PLoS ONE 9 (6): e100914. doi:10.1371/journal.pone.0100914.
   PubMed Web of Science ®Google Scholar
• Fitz, N., K. Kushlev, R. Jagannathan, T. Lewis, D. Paliwal, and D. Ariely. 2019. “Batching Smartphone Notifications Can Improve Well-Being.” Computers in Human Behavior 101: 84–94. doi:10.1016/j.chb.2019.07.016.
   Web of Science ®Google Scholar
• Föckel, S. M. 2022. Smartphone Screen Time and Mental Health: Are they Related? (Bachelor's thesis, University of Twente).
   Google Scholar
• Fornés-Vives, J., G. García-Banda, D. Frías-Navarro, E. Hermoso-Rodríguez, and P. Santos-Abaunza. 2012. “Stress and Neuroticism in Spanish Nursing Students: A two-Wave Longitudinal Study.” Research in Nursing & Health 35 (6): 589–597. doi:10.1002/nur.21506.
   PubMed Web of Science ®Google Scholar
• Gerlach, J. P., and R. T. Cenfetelli. 2020. “Constant Checking is not Addiction: A Grounded Theory of IT-Mediated State-Tracking.” MIS Quarterly 44 (4), doi:10.25300/misq/2020/15685.
   Web of Science ®Google Scholar
• Girgus, J. S., and K. Yang. 2015. “Gender and Depression.” Current Opinion in Psychology 4: 53–60. doi:10.1016/j.copsyc.2015.01.019.
   Web of Science ®Google Scholar
• Grimaldi-Puyana, M., J. M. Fernández-Batanero, C. Fennell, and B. Sañudo. 2020. “Associations of Objectively-Assessed Smartphone use with Physical Activity, Sedentary Behavior, Mood, and Sleep Quality in Young Adults: A Cross-Sectional Study.” International Journal of Environmental Research and Public Health 17 (10): 3499. doi:10.3390/ijerph17103499.
   PubMed Web of Science ®Google Scholar
• Guo, N., T. T. Luk, S. Y. Ho, J. J. Lee, C. Shen, J. Oliffe, S. S. C. Chan, T. H. Lam, and M. P. Wang. 2020. “Problematic Smartphone use and Mental Health in Chinese Adults: A Population-Based Study.” International Journal of Environmental Research and Public Health 17 (3): 844. doi:10.3390/ijerph17030844.
   PubMed Web of Science ®Google Scholar
• Ha, Y.-M., and W. J. Hwang. 2014. “Gender Differences in Internet Addiction Associated with Psychological Health Indicators among Adolescents Using a National web-Based Survey.” International Journal of Mental Health and Addiction 12 (5): 660–669. doi:10.1007/s11469-014-9500-7.
   Web of Science ®Google Scholar
• Hawi, N. S., and M. Samaha. 2017. “Relationships among Smartphone Addiction, Anxiety, and Family Relations.” Behaviour & Information Technology 36 (10): 1046–1052. doi:10.1080/0144929x.2017.1336254.
   Web of Science ®Google Scholar
• Hetzel-Riggin, M. D., and J. R. Pritchard. 2011. “Predicting Problematic Internet use in men and Women: The Contributions of Psychological Distress, Coping Style, and Body Esteem.” Cyberpsychology, Behavior, and Social Networking 14 (9): 519–525. doi:10.1089/cyber.2010.0314.
   PubMed Web of Science ®Google Scholar
• Hodes, L. N., and K. G. F. Thomas. 2021. “Smartphone Screen Time: Inaccuracy of Self-Reports and Influence of Psychological and Contextual Factors.” Computers in Human Behavior 115: 106616. doi:10.1016/j.chb.2020.106616.
   Web of Science ®Google Scholar
• Hu, L., and P. M. Bentler. 1999. “Cutoff Criteria for fit Indexes in Covariance Structure Analysis: Conventional Criteria Versus new Alternatives.” Structural Equation Modeling: A Multidisciplinary Journal 6 (1): 1–55. doi:10.1080/10705519909540118.
   Web of Science ®Google Scholar
• John, O. P., and S. Srivastava. 1999. “The Big Five Trait Taxonomy: History, Measurement, and Theoretical Perspectives.” In 274 Hart, et al. / Individual Differences Research, 2007, Vol. 5, No. 4, pp. 267–274 Handbook of Personality: Theory and Research, edited by L. A. Pervin, and O. P. John, 102–138. New York, NY, USA: Guilford Press.
   Google Scholar
• Jorm, A. F., T. D. Windsor, K. B. G. Dear, K. J. Anstey, H. Christensen, and B. Rodgers. 2005. “Age Group Differences in Psychological Distress: The Role of Psychosocial Risk Factors That Vary with age.” Psychological Medicine 35 (9): 1253–1263. doi:10.1017/s0033291705004976.
   PubMed Web of Science ®Google Scholar
• Jylhä, P., and E. Isometsä. 2006. “The Relationship of Neuroticism and Extraversion to Symptoms of Anxiety and Depression in the General Population.” Depression and Anxiety 23 (5): 281–289. doi:10.1002/da.20167.
   PubMed Web of Science ®Google Scholar
• Kara, M., K. Baytemir, and F. Inceman-Kara. 2021. “Duration of Daily Smartphone Usage as an Antecedent of Nomophobia: Exploring Multiple Mediation of Loneliness and Anxiety.” Behaviour & Information Technology 40 (1): 85–98. doi:10.1080/0144929x.2019.1673485.
   Web of Science ®Google Scholar
• Kardefelt-Winther, D. 2014. “A Conceptual and Methodological Critique of Internet ad- Diction Research: Towards a Model of Compensatory Internet use.” Computers in Human Behavior 31: 351–354. doi:10.1016/j.chb.2013.10.059.
   Web of Science ®Google Scholar
• Kinnunen, U., S. Geurts, and S. Mauno. 2004. “Work-to-family Conflict and its Relationship with Satisfaction and Well-Being: A one-Year Longitudinal Study on Gender Differences.” Work & Stress 18 (1): 1–22. doi:10.1080/02678370410001682005.
   Web of Science ®Google Scholar
• Ko, C.-H., J.-Y. Yen, C.-S. Chen, Y.-C. Yeh, and C.-F. Yen. 2009. “Predictive Values of Psychiatric Symptoms for Internet Addiction in Adolescents.” Archives of Pediatrics & Adolescent Medicine 163 (10): 937. doi:10.1001/archpediatrics.2009.159.
   PubMedGoogle Scholar
• Kobayashi, T., and J. Boase. 2012. “No Such Effect? The Implications of Measurement Error in Self-Report Measures of Mobile Communication use.” Communication Methods and Measures 6 (2): 126–143. doi:10.1080/19312458.2012.679243.
   Google Scholar
• Kosidou, K., C. Dalman, M. Lundberg, J. Hallqvist, G. Isacsson, and C. Magnusson. 2011. “Socioeconomic Status and Risk of Psychological Distress and Depression in the Stockholm Public Health Cohort: A Population-Based Study.” Journal of Affective Disorders 134 (1–3): 160–167. doi:10.1016/j.jad.2011.05.024.
   PubMed Web of Science ®Google Scholar
• Kruger, D. J., and J. M. Djerf. 2017. “Bad Vibrations? Cell Phone Dependency Predicts Phantom Communication Experiences.” Computers in Human Behavior 70: 360–364. doi:10.1016/j.chb.2017.01.017.
   Web of Science ®Google Scholar
• Kushlev, K., R. Dwyer, and E. W. Dunn. 2019. “The Social Price of Constant Connectivity: Smartphones Impose Subtle Costs on Well-Being.” Current Directions in Psychological Science 28 (4): 347–352. doi:10.1177/0963721419847200.
   Web of Science ®Google Scholar
• Kushlev, K., and M. R. Leitao. 2020. “The Effects of Smartphones on Well-Being: Theoretical Integration and Research Agenda.” Current Opinion in Psychology 36: 77–82. doi:10.1016/j.copsyc.2020.05.001.
   PubMed Web of Science ®Google Scholar
• Kwon, M., D.-J. Kim, H. Cho, and S. Yang. 2013. “The Smartphone Addiction Scale: Development and Validation of a Short Version for Adolescents.” PLOS ONE 8 (12): e83558. doi:10.1371/journal.pone.0083558.
   PubMed Web of Science ®Google Scholar
• Liu, D., and C. Yang. 2016. “Media Niche of Electronic Communication Channels in Friendship: A Meta-Analysis.” Journal of Computer-Mediated Communication 21 (6): 451–466. doi:10.1111/jcc4.12175.
   Web of Science ®Google Scholar
• Loid, K., K. Täht, and D. Rozgonjuk. 2020. “Do pop-up Notifications Regarding Smartphone use Decrease Screen Time, Phone Checking Behavior, and Self-Reported Problematic Smartphone use? Evidence from a two-Month Experimental Study.” Computers in Human Behavior 102: 22–30. doi:10.1016/j.chb.2019.08.007.
   Web of Science ®Google Scholar
• Lovibond, P. F., and S. H. Lovibond. 1995. “The Structure of Negative Emotional States: Comparison of the Depression Anxiety Stress Scales (DASS) with the Beck Depression and Anxiety Inventories.” Behaviour Research and Therapy 33 (3): 335–343. doi:10.1016/0005-7967(94)00075-u.
   PubMed Web of Science ®Google Scholar
• MacKay J: Screen Time Stats. 2019. Here’s How Much You Use Your Phone During the Workday. [Accessed 24 April 2020] 2019 https://blog.rescuetime.com/screen-time-stats-2018/.
   Google Scholar
• McDaniel, B. T., and M. Drouin. 2019. “Daily Technology Interruptions and Emotional and Relational Well-Being.” Computers in Human Behavior 99: 1–8. doi:10.1016/j.chb.2019.04.027.
   PubMed Web of Science ®Google Scholar
• Memon, M. A., J. H. Cheah, T. Ramayah, H. Ting, F. Chuah, and T. H. Cham. 2019. “Moderation Analysis: Issues and Guidelines.” Journal of Applied Structural Equation Modeling 3 (1): 1–11, i–xi. doi:10.47263/jasem.3(1)01.
   Google Scholar
• Miech, R. A., and M. J. Shanahan. 2000. “Socioeconomic Status and Depression Over the Life Course.” Journal of Health and Social Behavior, 162–176. doi:10.2307/2676303.
   Web of Science ®Google Scholar
• Montag, C., and S. Diefenbach. 2018. “Towards Homo Digitalis: Important Research Issues for Psychology and the Neurosciences at the Dawn of the Internet of Things and the Digital Society.” Sustainability 10 (2): 415. doi:10.3390/su10020415.
   Web of Science ®Google Scholar
• Moshe, I., Y. Terhorst, K. Opoku Asare, L. B. Sander, D. Ferreira, H. Baumeister, D. C. Mohr, and L. Pulkki-Råback. 2021. “Predicting Symptoms of Depression and Anxiety Using Smartphone and Wearable Data.” Frontiers in Psychiatry 43), doi:10.3389/fpsyt.2021.625247.
   Google Scholar
• Muris, P., J. Roelofs, E. Rassin, I. Franken, and B. Mayer. 2005. “Mediating Effects of Rumination and Worry on the Links Between Neuroticism, Anxiety and Depression.” Personality and Individual Differences 39 (6): 1105–1111. doi:10.1016/j.paid.2005.04.005.
   Web of Science ®Google Scholar
• Muthén, L. K., and B. O. Muthén. 2002. “How to Use a Monte Carlo Study to Decide on Sample Size and Determine Power.” Structural Equation Modeling: A Multidisciplinary Journal 9 (4): 599–620. http://doi.org/10.1207/S15328007SEM0904_8.
   Web of Science ®Google Scholar
• Muthén, L. K., and B. O. Muthén. 2015. Mplus User’s Guide (7th ed.). Los Angeles, CA: Author.
   Google Scholar
• Panova, T., X. Carbonell, A. Chamarro, and D. X. Puerta-Cortés. 2020. “Specific Smartphone Uses and how They Relate to Anxiety and Depression in University Students: A Cross-Cultural Perspective.” Behaviour & Information Technology 39 (9): 944–956. doi:10.1080/0144929x.2019.1633405.
   Web of Science ®Google Scholar
• Przybylski, A. K., and N. Weinstein. 2012. “Can you Connect with me now? How the Presence of Mobile Communication Technology Influences Face-to-Face Conversation Quality.” Journal of Social and Personal Relationships 30 (3): 237–246. doi:10.1177/0265407512453827.
   Web of Science ®Google Scholar
• Roelofs, J., M. Huibers, F. Peeters, and A. Arntz. 2008. “Effects of Neuroticism on Depression and Anxiety: Rumination as a Possible Mediator.” Personality and Individual Differences 44 (3): 576–586. doi:10.1016/j.paid.2007.09.019.
   Web of Science ®Google Scholar
• Rosen, L. D., K. Whaling, L. M. Carrier, N. A. Cheever, and J. Rokkum. 2013. “The Media and Technology Usage and Attitudes Scale: An Empirical Investigation.” Computers in Human Behavior 29 (6): 2501–2511. doi:10.1016/j.chb.2013.06.006.
   PubMed Web of Science ®Google Scholar
• Rosenthal, S. R., J. Zhou, and S. T. Booth. 2021. “Association Between Mobile Phone Screen Time and Depressive Symptoms among College Students: A Threshold Effect.” Human Behavior and Emerging Technologies 3 (3): 432–440. doi:10.1002/hbe2.256.
   Google Scholar
• Rotondi, V., L. Stanca, and M. Tomasuolo. 2017. “Connecting Alone: Smartphone use, Quality of Social Interactions and Well-Being.” Journal of Economic Psychology 63: 17–26. doi:10.1016/j.joep.2017.09.001.
   Web of Science ®Google Scholar
• Rozgonjuk, D., J. C. Levine, B. J. Hall, and J. D. Elhai. 2018. “The Association Between Problematic Smartphone use, Depression and Anxiety Symptom Severity, and Objectively Measured Smartphone use Over one Week.” Computers in Human Behavior 87: 10–17. doi:10.1016/j.chb.2018.05.019.
   Web of Science ®Google Scholar
• Rozgonjuk, D., P. Pruunsild, K. Jürimäe, R.-J. Schwarz, and J. Aru. 2020. “Instagram use Frequency is Associated with Problematic Smartphone use, but not with Depression and Anxiety Symptom Severity.” Mobile Media & Communication 8 (3): 400–418. doi:10.1177/2050157920910190.
   Web of Science ®Google Scholar
• Salami, T. K., and R. L. Walker. 2014. “Socioeconomic Status and Symptoms of Depression and Anxiety in African American College Students.” Journal of Black Psychology 40 (3): 275–290. doi:10.1177/0095798413486158.
   Web of Science ®Google Scholar
• Saleh, D., N. Camart, and L. Romo. 2017. “Predictors of Stress in College Students.” Frontiers in Psychology 8. doi:10.3389/fpsyg.2017.00019.
   PubMed Web of Science ®Google Scholar
• Schneider, T. R. 2004. “The Role of Neuroticism on Psychological and Physiological Stress Responses.” Journal of Experimental Social Psychology 40 (6): 795–804. doi:10.1016/j.jesp.2004.04.005.
   Web of Science ®Google Scholar
• Shamsuddin, K., F. Fadzil, W. S. W. Ismail, S. A. Shah, K. Omar, N. A. Muhammad, A. Jaffar, A. Ismail, and R. Mahadevan. 2013. “Correlates of Depression, Anxiety and Stress among Malaysian University Students.” Asian Journal of Psychiatry 6 (4): 318–323. doi:10.1016/j.ajp.2013.01.014.
   PubMedGoogle Scholar
• Shieh, G. 2018. “Effect Size, Statistical Power, and Sample Size for Assessing Interactions Between Categorical and Continuous Variables.” British Journal of Mathematical and Statistical Psychology 72 (1): 136–154. doi:10.1111/bmsp.12147.
   PubMed Web of Science ®Google Scholar
• Soper, D. S. 2020. A-Priori Sample Size Calculator for Structural Equation Models. Accessed 20 April 2021. http://www.danielsoper.com/statcalc.
   Google Scholar
• Stanković, M., M. Nešić, S. Čičević, and Z. Shi. 2021. “Association of Smartphone use with Depression, Anxiety, Stress, Sleep Quality, and Internet Addiction. Empirical Evidence from a Smartphone Application.” Personality and Individual Differences 168: 110342. doi:10.1016/j.paid.2020.110342.
   Web of Science ®Google Scholar
• Suls, J. 2001. “Affect, Stress, and Personality.” In Handbook of Affect and Social Cognition, edited by J. P. Forgas, 392–409. Mahwah, NJ: Lawrence Erlbaum.
   Google Scholar
• Thomee, S. 2018. “Mobile Phone use and Mental Health. a Review of the Research That Takes a Psychological Perspective on Exposure.” International Journal of Environmental Research and Public Health 15 (12), doi:10.3390/ijerph15122692.
   PubMed Web of Science ®Google Scholar
• Thomée, S., A. Härenstam, and M. Hagberg. 2011. “Mobile Phone use and Stress, Sleep Disturbances, and Symptoms of Depression among Young Adults - a Prospective Cohort Study.” BMC Public Health 11 (1), doi:10.1186/1471-2458-11-66.
   PubMedGoogle Scholar
• Toh, W. X., W. Q. Ng, H. Yang, and S. Yang. 2021. “Disentangling the Effects of Smartphone Screen Time, Checking Frequency, and Problematic use on Executive Function: A Structural Equation Modelling Analysis.” Current Psychology, doi:10.1007/s12144-021-01759-8.
   Web of Science ®Google Scholar
• Twenge, J. M., and G. N. Martin. 2020. “Gender Differences in Associations Between Digital Media use and Psychological Well-Being: Evidence from Three Large Datasets.” Journal of Adolescence 79: 91–102. doi:10.1016/j.adolescence.2019.12.018.
   PubMed Web of Science ®Google Scholar
• Van Deursen, A. J. A. M., C. L. Bolle, S. M. Hegner, and P. A. M. Kommers. 2015. “Modeling Habitual and Addictive Smartphone Behavior.” Computers in Human Behavior 45: 411–420. doi:10.1016/j.chb.2014.12.039.
   Web of Science ®Google Scholar
• Viertiö, S., O. Kiviruusu, M. Piirtola, J. Kaprio, T. Korhonen, M. Marttunen, and J. Suvisaari. 2021. “Factors Contributing to Psychological Distress in the Working Population, with a Special Reference to Gender Difference.” BMC Public Health 21 (1), doi:10.1186/s12889-021-10560-y.
   PubMed Web of Science ®Google Scholar
• Wang, J.-L., L. A. Jackson, J. Gaskin, and H.-Z. Wang. 2014. “The Effects of Social Networking Site (SNS) use on College Students’ Friendship and Well-Being.” Computers in Human Behavior 37: 229–236. doi:10.1016/j.chb.2014.04.051.
   Web of Science ®Google Scholar
• Wang, X., J. Lin, Q. Liu, X. Lv, G. Wang, J. Wei, G. Zhu, et al. 2022. “Major Depressive Disorder Comorbid with General Anxiety Disorder: Associations among Neuroticism, Adult Stress, and the Inflammatory Index.” Journal of Psychiatric Research 148: 307–314. doi:10.1016/j.jpsychires.2022.02.013.
   PubMed Web of Science ®Google Scholar
• Watson, D., L. A. Clark, and A. Tellegen. 1988. “Development and Validation of Brief Measures of Positive and Negative Affect: The PANAS Scales.” Journal of Personality and Social Psychology 54 (6): 1063–1070. doi:10.1037/0022-3514.54.6.1063.
   PubMed Web of Science ®Google Scholar
• Widiger, T. A., and T. J. Trull. 1992. “Personality and Psychopathology: An Application of the Five-Factor Model.” Journal of Personality 60 (2): 363–393. doi:10.1111/j.1467-6494.1992.tb00977.x.
   PubMed Web of Science ®Google Scholar
• Wilcockson, T. D. W., D. A. Ellis, and H. Shaw. 2018. “Determining Typical Smartphone Usage: What Data do we Need?” Cyberpsychology, Behavior and Social Networking 21 (6): 395–398. doi:10.1089/cyber.2017.0652.
   PubMed Web of Science ®Google Scholar
• Wilmer, H. H, and J. M. Chein. 2016. “Mobile Technology Habits: Patterns of Association Among Device Usage, Intertemporal Preference, Impulse Control, and Reward Sensitivity.” Psychonomic Bulletin & Review 23 (5): 1607–1614. doi:10.3758/s13423-016-1011-z.
   PubMed Web of Science ®Google Scholar
• Winkler, A., F. Jeromin, B. K. Doering, and A. Barke. 2020. “Problematic Smartphone use has Detrimental Effects on Mental Health and Somatic Symptoms in a Heterogeneous Sample of German Adults.” Computers in Human Behavior 113: 106500. doi:10.1016/j.chb.2020.106500.
   Web of Science ®Google Scholar
• Yang, J., X. Fu, X. Liao, and Y. Li. 2020. “Association of Problematic Smartphone use with Poor Sleep Quality, Depression, and Anxiety: A Systematic Review and Meta-Analysis.” Psychiatry Research 284: 112686. doi:10.1016/j.psychres.2019.112686.
   PubMed Web of Science ®Google Scholar
• Yoon, K. L., J. Maltby, and J. Joormann. 2013. “A Pathway from Neuroticism to Depression: Examining the Role of Emotion Regulation.” Anxiety, Stress & Coping 26 (5): 558–572. doi:10.1080/10615806.2012.734810.
   PubMed Web of Science ®Google Scholar
• Zsido, A. N., N. Arato, A. Lang, B. Labadi, D. Stecina, and S. A. Bandi. 2021. “The Role of Maladaptive Cognitive Emotion Regulation Strategies and Social Anxiety in Problematic Smartphone and Social Media use.” Personality and Individual Differences 173: 110647. doi:10.1016/j.paid.2021.110647.
   Web of Science ®Google Scholar