Using Eye Tracking to Explore Facebook Use and Associations with Facebook Addiction, Mental Well-being, and Personality
Abstract
:1. Introduction
2. Methods
2.1. Design
2.2. Participants
2.3. Materials
2.3.1. The Bergen Facebook Addiction Scale
2.3.2. Rosenberg Self-Esteem Scale
2.3.3. The 21-Item Short form Depression, Anxiety, and Stress Scale
2.3.4. The Ten Item Personality Inventory
2.3.5. Eye Tracking Measurements
2.4. Procedure
2.5. Ethics
3. Analytic Strategy
4. Results
4.1. Descriptive Statistical Analysis
4.2. Eye Tracking Analyses
5. Discussion
Author Contributions
Conflicts of Interest
Ethics
References
- Andreassen, C.S.; Torsheim, T.; Pallesen, S. Predictors of Use of Social Network Sites at Work—A Specific Type of Cyberloafing. J. Comput. Mediat. Commun. 2014, 19, 906–921. [Google Scholar] [CrossRef]
- Sampasa-Kanyinga, H.; Lewis, R.F. Frequent Use of Social Networking Sites Is Associated with Poor Psychological Functioning Among Children and Adolescents. Cyberpsychol. Behav. Soc. Netw. 2015, 18, 380–385. [Google Scholar] [CrossRef] [PubMed]
- Allen, K.-A.; Ryan, T.; Gray, D.L.; McInerney, D.M.; Waters, L. Social Media Use and Social Connectedness in Adolescents: The Positives and the Potential Pitfalls. Aust. Educ. Dev. Psychol. 2014, 31, 18–31. [Google Scholar] [CrossRef]
- Andreassen, C.; Pallesen, S. Social Network Site Addiction—An Overview. CPD 2014, 20, 4053–4061. [Google Scholar] [CrossRef]
- Griffiths, M.D.; Kuss, D.J.; Demetrovics, Z. Social networking addiction: An overview of preliminary findings. In Behavioral Addictions: Criteria, Evidence, and Treatment; Rosenberg, K.P., Feder, L.C., Eds.; Academic: London, UK, 2014. [Google Scholar]
- Hussain, Z.; Griffiths, M.D. Problematic Social Networking Site Use and Comorbid Psychiatric Disorders: A Systematic Review of Recent Large-Scale Studies. Front. Psychiatry 2018, 9, 686. [Google Scholar] [CrossRef] [PubMed]
- Ko, C.-H.; Liu, G.-C.; Yen, J.-Y.; Chen, C.-Y.; Yen, C.-F.; Chen, C.-S. Brain correlates of craving for online gaming under cue exposure in subjects with Internet gaming addiction and in remitted subjects. Addict. Biol. 2013, 18, 559–569. [Google Scholar] [CrossRef] [PubMed]
- Kuss, D.J.; Griffiths, M.D. Online social networking and addiction—A review of the psychological literature. In Substance and Behavioral Addictions: Co-Occurrence and Specificity; Sussman, S., Ed.; MDPI: Basel, Switzerland, 2012; pp. 117–141. [Google Scholar]
- Rumpf, H.-J.; Vermulst, A.A.; Bischof, A.; Kastirke, N.; Guertler, D.; Bischof, G.; Meerkerk, G.-J.; John, U.; Meyer, C. Occurence of Internet Addiction in a General Population Sample: A Latent Class Analysis. Eur. Addict. Res. 2013, 20, 159–166. [Google Scholar] [CrossRef] [PubMed]
- LaRose, R.; Kim, J.; Peng, W. Social networking: Addictive, compulsive, problematic, or just another media habit? In A Networked Self: Identity, Community, and Culture on Social Network Sites; Papacharissi, Z., Ed.; Taylor & Francis: New York, NY, USA, 2010. [Google Scholar]
- Ryan, T.; Chester, A.; Reece, J.; Xenos, S. The uses and abuses of Facebook: A review of Facebook addiction. J. Behav. Addict. 2014, 4, 133–148. [Google Scholar] [CrossRef]
- Alabi, O.F. A survey of Facebook addiction level among selected Nigerian University undergraduates. New Media Mass Commun. 2013, 10, 70–80. [Google Scholar]
- Wolniczak, I.; Cáceres-DelAguila, J.A.; Palma-Ardiles, G.; Arroyo, K.J.; Solís-Visscher, R.; Paredes-Yauri, S.; Mego-Aquije, K.; Bernabe-Ortiz, A. Association between Facebook Dependence and Poor Sleep Quality: A Study in a Sample of Undergraduate Students in Peru. PLoS ONE 2013, 8, e59087. [Google Scholar] [CrossRef]
- Wu, A.M.S.; Cheung, V.I.; Ku, L.; Hung, E.P.W. Psychological risk factors of addiction to social networking sites among Chinese smartphone users. J. Behav. Addict. 2013, 2, 160–166. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Kuss, D.; Griffiths, M.; Karila, L.; Billieux, J. Internet Addiction: A Systematic Review of Epidemiological Research for the Last Decade. Curr. Pharm. Des. 2014, 20, 4026–4052. [Google Scholar] [CrossRef] [PubMed]
- Andreassen, C.S.; Torsheim, T.; Brunborg, G.S.; Pallesen, S. Development of a Facebook addiction scale. Psychol. Rep. 2012, 110, 501–517. [Google Scholar] [CrossRef] [PubMed]
- Floros, G.; Siomos, K. The relationship between optimal parenting, Internet addiction and motives for social networking in adolescence. Psychiatry Res. 2013, 209, 529–534. [Google Scholar] [CrossRef] [PubMed]
- Çam, E.; Isbulan, O. A new addiction for teacher candidates: Social networks. Turk. Online J. Educ. Technol. 2012, 11, 14–19. [Google Scholar]
- Andreassen, C.S.; Billieux, J.; Griffiths, M.D.; Kuss, D.J.; Demetrovics, Z.; Mazzoni, E.; Pallesen, S. The relationship between addictive use of social media and video games and symptoms of psychiatric disorders: A large-scale cross-sectional study. Psychol. Addict. Behav. 2016, 30, 252–262. [Google Scholar] [CrossRef]
- Andreassen, C.S.; Griffiths, M.D.; Gjertsen, S.R.; Krossbakken, E.; Kvam, S.; Pallesen, S. The relationships between behavioral addictions and the five-factor model of personality. J. Behav. Addict. 2013, 2, 90–99. [Google Scholar] [CrossRef] [Green Version]
- Andreassen, C.S. Online social network site addiction: A comprehensive review. Curr. Addict Rep. 2015, 2, 175–184. [Google Scholar] [CrossRef]
- Griffiths, M.D.; Kuss, D.J.; Demetrovics, Z. Social networking addiction: An overview of preliminary findings. In Behavioral Addictions; Academic Press: Cambridge, MA, USA, 2014; pp. 119–141. [Google Scholar]
- Koc, M.; Gulyagci, S. Facebook Addiction Among Turkish College Students: The Role of Psychological Health, Demographic, and Usage Characteristics. Cyberpsychol. Behav. Soc. Netw. 2013, 16, 279–284. [Google Scholar] [CrossRef]
- Turel, O.; Serenko, A. The benefits and dangers of enjoyment with social networking websites. Eur. J. Inform. Syst. 2012, 21, 512–528. [Google Scholar] [CrossRef]
- Elphinston, R.A.; Noller, P. Time to Face It! Facebook Intrusion and the Implications for Romantic Jealousy and Relationship Satisfaction. Cyberpsychol. Behav. Soc. Netw. 2011, 14, 631–635. [Google Scholar] [CrossRef] [PubMed]
- Uysal, R.; Satici, S.A.; Akin, A. Mediating Effect of Facebook® Addiction on the Relationship between Subjective Vitality and Subjective Happiness. Psychol. Rep. 2013, 113, 948–953. [Google Scholar] [CrossRef] [PubMed]
- Wolniczak, I.; Caceres-DelAguila, J.; Palma-Ardiles, G.; Arroyo, K.J.; Solís-Visscher, R.; Paredes-Yauri, S.; Mego-Aquije, K.; Bernabe-Ortiz, A. Association between Facebook dependence and poor sleep quality: A study in a sample of undergraduate students in Peru. PLoS ONE 2013, 12, e59087. [Google Scholar] [CrossRef] [PubMed]
- Błachnio, A.; Przepiorka, A.; Pantic, I. Association between Facebook addiction, self-esteem and life satisfaction: A cross-sectional study. Comput. Hum. Behav. 2016, 55, 701–705. [Google Scholar] [CrossRef]
- Hong, F.-Y.; Huang, D.-H.; Lin, H.-Y.; Chiu, S.-L. Analysis of the psychological traits, Facebook usage, and Facebook addiction model of Taiwanese university students. Telemat. Inform. 2014, 31, 597–606. [Google Scholar] [CrossRef]
- Jafarkarimi, H.; Sim, A.T.H.; Saadatdoost, R.; Hee, J.M. Facebook Addiction among Malaysian Students. IJIET 2016, 6, 465–469. [Google Scholar] [CrossRef]
- American Psychiatric Association. Diagnostic and Statistical Manual of Mental Disorders (DSM-5®); American Psychiatric Pub: Washington, DC, USA,, 2013. [Google Scholar]
- Bányai, F.; Zsila, Á.; Bányai, F.; Király, O.; Maraz, A.; Elekes, Z.; Griffiths, M.D.; Andreassen, C.S.; Demetrovics, Z. Problematic Social Media Use: Results from a Large-Scale Nationally Representative Adolescent Sample. PLoS ONE 2017, 12, e0169839. [Google Scholar] [CrossRef]
- Xu, H.; Tan, B.C. Why do I keep checking Facebook: Effects of message characteristics on the formation of social network services addiction. In Proceedings of the International Conference on Information Systems (ICIS), Orlando, FL, USA, 16 December 2012. [Google Scholar]
- Carli, V.; Durkee, T.; Wasserman, D.; Hadlaczky, G.; Despalins, R.; Kramarz, E.; Wasserman, C.; Sarchiapone, M.; Hoven, C.; Brunner, R.; et al. The Association between Pathological Internet Use and Comorbid Psychopathology: A Systematic Review. Psychopathology 2013, 46, 1–13. [Google Scholar] [CrossRef]
- Cho, S.-M.; Sung, M.-J.; Shin, K.-M.; Lim, K.Y.; Shin, Y.-M. Does psychopathology in childhood predict internet addiction in male adolescents? Child Psychiatry Hum. Dev. 2013, 44, 549–555. [Google Scholar] [CrossRef]
- Ho, R.C.; Zhang, M.W.; Tsang, T.Y.; Toh, A.H.; Pan, F.; Lu, Y.; Cheng, C.; Yip, P.S.; Lam, L.T.; Lai, C.-M.; et al. The association between internet addiction and psychiatric co-morbidity: A meta-analysis. BMC Psychiatry 2014, 14, 183. [Google Scholar] [CrossRef]
- Morrison, C.M.; Gore, H. The Relationship between Excessive Internet Use and Depression: A Questionnaire-Based Study of 1319 Young People and Adults. Psychopathology 2010, 43, 121–126. [Google Scholar] [CrossRef] [PubMed]
- Huang, R.L.; Lu, Z.; Liu, J.J.; You, Y.M.; Pan, Z.Q.; Wei, Z.; He, Q.; Wang, Z.Z. Features and predictors of problematic internet use in Chinese college students. Behav. Inform. Technol. 2009, 28, 485–490. [Google Scholar] [CrossRef]
- Lin, M.-P.; Ko, H.-C.; Wu, J.Y.-W. Prevalence and Psychosocial Risk Factors Associated with Internet Addiction in a Nationally Representative Sample of College Students in Taiwan. Cyberpsychol. Behav. Soc. Netw. 2011, 14, 741–746. [Google Scholar] [CrossRef] [PubMed]
- Shensa, A.; Escobar-Viera, C.G.; Sidani, J.E.; Bowman, N.D.; Marshal, M.P.; Primack, B.A. Problematic social media use and depressive symptoms among U.S. young adults: A nationally-representative study. Soc. Sci. Med. 2017, 182, 150–157. [Google Scholar] [CrossRef] [PubMed]
- Karaiskos, D.; Tzavellas, E.; Balta, G.; Paparrigopoulos, T. P02-232—Social network addiction: A new clinical disorder? Eur. Psychiatry 2010, 25, 855. [Google Scholar] [CrossRef]
- Weinstein, A.; Dorani, D.; Elhadif, R.; Bukovza, Y.; Yarmulnik, A.; Dannon, P. Internet addiction is associated with social anxiety in young adults. Ann. Clin. Psychiatry 2015, 27, 4–9. [Google Scholar]
- Wilson, K.; Fornasier, S.; White, K.M. Psychological Predictors of Young Adults’ Use of Social Networking Sites. Cyberpsychol. Behav. Soc. Netw. 2010, 13, 173–177. [Google Scholar] [CrossRef]
- Wang, C.-W.; Ho, R.T.; Chan, C.L.; Tse, S. Exploring personality characteristics of Chinese adolescents with internet-related addictive behaviors: Trait differences for gaming addiction and social networking addiction. Addict. Behav. 2015, 42, 32–35. [Google Scholar] [CrossRef] [PubMed]
- Pearson, C.; Hussain, Z. Smartphone Use, Addiction, Narcissism, and Personality. Int. J. Cyber Behav. Psychol. Learn. 2015, 5, 17–32. [Google Scholar] [CrossRef]
- Ryan, T.; Xenos, S. Who uses Facebook? An investigation into the relationship between the Big Five, shyness, narcissism, loneliness, and Facebook usage. Comput. Hum. Behav. 2011, 27, 1658–1664. [Google Scholar] [CrossRef]
- Malik, S.; Khan, M. Impact of facebook addiction on narcissistic behavior and self-esteem among students. J. Pak. Med. Assoc. 2015, 65, 260–263. [Google Scholar] [PubMed]
- Wang, J.-L.; Jackson, L.A.; Zhang, D.-J.; Su, Z.-Q. The relationships among the Big Five Personality factors, self-esteem, narcissism, and sensation-seeking to Chinese University students’ uses of social networking sites (SNSs). Comput. Hum. Behav. 2012, 28, 2313–2319. [Google Scholar] [CrossRef]
- Valkenburg, P.M.; Peter, J.; Schouten, A.P. Friend Networking Sites and Their Relationship to Adolescents’ Well-Being and Social Self-Esteem. CyberPsychol. Behav. 2006, 9, 584–590. [Google Scholar] [CrossRef] [PubMed]
- Atroszko, P.A.; Balcerowska, J.M.; Bereznowski, P.; Biernatowska, A.; Pallesen, S.; Andreassen, C.S.; Balcerowsk, J.M.; Biernatowsk, A. Facebook addiction among Polish undergraduate students: Validity of measurement and relationship with personality and well-being. Comput. Hum. Behav. 2018, 85, 329–338. [Google Scholar] [CrossRef]
- Hou, X.-L.; Wang, H.-Z.; Guo, C.; Gaskin, J.; Rost, D.H.; Wang, J.-L. Psychological resilience can help combat the effect of stress on problematic social networking site usage. Pers. Individ. Differ. 2017, 109, 61–66. [Google Scholar] [CrossRef]
- Meena, P.S.; Soni, R.; Jain, M.; Paliwal, S. Social networking sites addiction and associated psychological problems among young adults: A study from North India. Sri Lanka J. Psychiatry 2015, 6, 14–16. [Google Scholar] [CrossRef]
- Pontes, H.M. Investigating the differential effects of social networking site addiction and Internet gaming disorder on psychological health. J. Behav. Addict. 2017, 6, 601–610. [Google Scholar] [CrossRef]
- Seidman, G.; Miller, O.S. Effects of Gender and Physical Attractiveness on Visual Attention to Facebook Profiles. Cyberpsychol. Behav. Soc. Netw. 2013, 16, 20–24. [Google Scholar] [CrossRef]
- Vraga, E.; Bode, L.; Troller-Renfree, S. Beyond self-reports: Using eye tracking to measure topic and style differences in attention to social media content. Comm. Meth. Meas. 2016, 10, 149–164. [Google Scholar] [CrossRef]
- Andersen, N.E.; Dahmani, L.; Konishi, K.; Bohbot, V.D. Eye tracking, strategies, and sex differences in virtual navigation. Neurobiol. Learn. Mem. 2012, 97, 81–89. [Google Scholar] [CrossRef]
- Renaud, P.; Décarie, J.; Gourd, S.-P.; Paquin, L.-C.; Bouchard, S. Eye-Tracking in Immersive Environments: A General Methodology to Analyze Affordance-Based Interactions from Oculomotor Dynamics. CyberPsychol. Behav. 2003, 6, 519–526. [Google Scholar] [CrossRef] [PubMed]
- Hwang, Y.M.; Lee, K.C. Using Eye Tracking to Explore Consumers’ Visual Behavior According to Their Shopping Motivation in Mobile Environments. Cyberpsychol. Behav. Soc. Netw. 2017, 20, 442–447. [Google Scholar] [CrossRef]
- Otterbring, T.; Wästlund, E.; Gustafsson, A.; Shams, P. Vision (im)possible? The effects of in-store signage on customers’ visual attention. J. Retail. Consum. Serv. 2014, 21, 676–684. [Google Scholar] [CrossRef] [Green Version]
- Poole, A.; Ball, L.J. Eye Tracking in Human-Computer Interaction and Usability Research: Current Status and Future Prospects. In Encyclopedia of Human Computer Interaction; Ghaoui, C., Ed.; Idea Group: Hershey, PA, USA, 2006. [Google Scholar]
- Kwak, S.-M.; Na, D.L.; Kim, G.; Kim, G.S.; Lee, J.-H. Use of Eye Movement to Measure Smokers’ Attentional Bias to Smoking-Related Cues. CyberPsychol. Behav. 2007, 10, 299–304. [Google Scholar] [CrossRef] [PubMed]
- Kammerer, Y.; Gerjets, P. Effects of search interface and Internet-specific epistemic beliefs on source evaluations during Web search for medical information: An eye-tracking study. Behav. Inform. Technol. 2012, 31, 83–97. [Google Scholar] [CrossRef]
- Yang, S.-F. An eye-tracking study of the Elaboration Likelihood Model in online shopping. Electron. Commerce Res. Appl. 2015, 14, 233–240. [Google Scholar] [CrossRef]
- Hernández-Méndez, J.; Muñoz-Leiva, F. What type of online advertising is most effective for eTourism 2.0? An eye tracking study based on the characteristics of tourists. Comput. Hum. Behav. 2015, 50, 618–625. [Google Scholar] [CrossRef]
- Woods, H.C.; Scott, H. #Sleepyteens: Social media use in adolescence is associated with poor sleep quality, anxiety, depression and low self-esteem. J. Adolesc. 2016, 51, 41–49. [Google Scholar]
- Griffiths M., D. A ‘components’ model of addiction within a biopsychosocial framework. J. Sub. Use. 2005, 10, 191–197. [Google Scholar] [CrossRef]
- American Psychiatric Association. Diagnostic and Statistical Manual of Mental Disorders (DSM-IV); American Psychiatric Pub: Washington, DC, USA,, 1994. [Google Scholar]
- Rosenberg, M. Rosenberg self-esteem scale. Acceptance and commitment therapy. Meas. Pack. 1965, 61, 52. [Google Scholar]
- Sinclair, S.J.; Blais, M.A.; Gansler, D.A.; Sandberg, E.; Bistis, K.; LoCicero, A. Psychometric Properties of the Rosenberg Self-Esteem Scale: Overall and Across Demographic Groups Living Within the United States. Eval. Health Prof. 2010, 33, 56–80. [Google Scholar] [CrossRef]
- Lovibond, P.; Lovibond, P. The structure of negative emotional states: Comparison of the Depression Anxiety Stress Scales (DASS) with the Beck Depression and Anxiety Inventories. Behav. Res. Therapy 1995, 33, 335–343. [Google Scholar] [CrossRef]
- Antony, M.M.; Bieling, P.J.; Cox, B.J.; Enns, M.W.; Swinson, R.P. Psychometric properties of the 42-item and 21-item versions of the Depression Anxiety Stress Scales in clinical groups and a community sample. Psychol. Assess. 1998, 10, 176–181. [Google Scholar] [CrossRef]
- Gosling, S.D.; Rentfrow, P.J.; Swann, W.B., Jr. A very brief measure of the Big-Five personality domains. J. Res. Pers. 2003, 37, 504–528. [Google Scholar] [CrossRef] [Green Version]
- Yang, C.C.; Brown, B.B. Motives for using Facebook, patterns of Facebook activities, and late adolescents’ social adjustment to college. J. Youth Adoles. 2013, 42, 403–416. [Google Scholar] [CrossRef] [PubMed]
- Bessi, A.; Zollo, F.; Del Vicario, M.; Puliga, M.; Scala, A.; Caldarelli, G.; Uzzi, B.; Quattrociocchi, W. Users Polarization on Facebook and Youtube. PLoS ONE 2016, 11, 0159641. [Google Scholar] [CrossRef]
- DeVito, M.A. From editors to algorithms: A values-based approach to understanding story selection in the Facebook news feed. Dig. Journal. 2017, 5, 753–773. [Google Scholar] [CrossRef]
- Lee, Z.W.Y.; Cheung, C.M.K.; Thadani, D.R. An Investigation into the Problematic Use of Facebook. In Proceedings of the 2012 45th Hawaii International Conference on System Sciences, Maui, HI, USA, 4–7 January 2012; pp. 1768–1776. [Google Scholar]
- Hormes, J.M.; Kearns, B.; Timko, A. Craving Facebook? Behavioral addiction to online social networking and its association with emotion regulation deficits. Addiction 2014, 109, 2079–2088. [Google Scholar] [CrossRef]
- Montag, C.; Błaszkiewicz, K.; Lachmann, B.; Sariyska, R.; Andone, I.; Trendafilov, B.; Markowetz, A. Recorded Behavior as a Valuable Resource for Diagnostics in Mobile Phone Addiction: Evidence from Psychoinformatics. Behav. Sci. 2015, 5, 434–442. [Google Scholar] [CrossRef] [Green Version]
- Montag, C.; Duke, É.; Markowetz, A. Toward Psychoinformatics: Computer Science Meets Psychology. Comput. Math. Methods Med. 2016, 2016. [Google Scholar] [CrossRef] [PubMed]
Study Variables | Mean (SD) |
---|---|
Facebook Addiction | 12.56 (4.14) |
Facebook Account length (months) | 70.0 (31.12) |
Extraversion | 4.59 (1.52) |
Openness | 5.56 (1.06) |
Agreeableness | 4.18 (1.04) |
Conscientiousness | 5.33 (1.20) |
Emotional Stability | 4.54 (1.40) |
Social Facebook Total Inspection Time (seconds) | 30.32 (45.18) |
Facebook Updates Total Inspection Time (seconds) | 118.07 (44.12) |
Facebook Session Length (minutes) | 105.22 (96.47) |
Depression | 10.31 (7.41) |
Anxiety | 9.30 (7.27) |
Stress | 15.40 (6.49) |
Self-Esteem | 20.10 (4.43) |
Depression Change Score | −2.70 (4.55) |
Anxiety Change Score | −1.37 (5.52) |
Stress Change Score | −2.89 (4.19) |
Self-Esteem Change Score | 0.61 (2.06) |
Account Duration | Facebook Session Length | Social Feature Inspection | Update/ Newsfeed Inspection | Facebook Addiction | |
---|---|---|---|---|---|
Facebook Addiction | rs = 0.163 p = 0.216 | rs = 0.366 * p = 0.004 | rs = 0.035 p = 0.800 | rs = −0.091 p = 0.507 | |
Extraversion | rs = −0.024 p = 0.856 | rs = 0.271 p = 0.038 | rs = −0.322 p = 0.016 | rs = −0.119 p = 0.387 | rs = 0.146 p = 0.253 |
Openness | rs = 0.125 p = 0.345 | rs = 0.264 p = 0.044 | rs = 0.052 p = 0.708 | rs = −0.353 * p = 0.008 | rs = 0.133 p = 0.300 |
Agreeableness | rs = −0.211 p = 0.109 | rs = 0.044 p = 0.740 | rs = −0.204 p = 0.135 | rs = −0.042 p = 0.759 | rs = 0.080 p = 0.534 |
Conscientiousness | rs = 0.085 p = 0.524 | rs = −0.113 p = 0.395 | rs = −0.151 p = 0.272 | rs = 0.167 p = 0.222 | rs = −0.063 p = 0.625 |
Emotional Stability | rs = −0.039 p = 0.768 | rs = −0.038 p = 0.778 | rs = 0.027 p = 0.844 | rs = 0.032 p = 0.814 | rs = −0.184 p = 0.814 |
Depression | rs = 0.353 * p = 0.005 | rs = −0.008 p = 0.950 | rs = 0.330 p = 0.012 | rs = 0.080 p = 0.553 | rs = 0.241 p = 0.057 |
Anxiety | rs = −0.123 p = 0.345 | rs = −0.076 p = 0.561 | rs = −0.121 p = 0.371 | rs = 0.055 p = 0.686 | rs = 0.161 p = 0.208 |
Stress | rs = 0.132 p = 0.312 | rs = −0.086 p = 0.511 | rs = 0.011 p = 0.937 | rs = 0.095 p = 0.483 | rs = 0.039 p = 0.761 |
Self Esteem | rs = −0.096 p = 0.468 | rs = 0.108 p = 0.415 | rs = −0.121 p = 0.379 | rs = −0.069 p = 0.617 | rs = −0.120 p = 0.350 |
Social Facebook Total Inspection-time | Facebook Updates Total Inspection-time | Facebook Session Length | |
---|---|---|---|
Social Facebook Total Inspection Time | 1.000 | ||
Facebook Updates Total Inspection Time | rs = −0.096, p = 0.456 | 1.000 | |
Facebook Session Length | rs = −0.021, p = 0.875 | rs = 0.026, p = 0.847 | 1.000 |
Depression Change Score | rs = − 0.173, p = 0.197 | rs = −0.365, p = 0.005 * | rs = 0.293, p = 0.022 |
Anxiety Change Score | rs = 0.021, p = 0.877 | rs = −0.200, p = 0.136 | rs = 0.248, p = 0.054 |
Stress Change Score | rs = −0.226, p = 0.092 | rs = −0.098, p = 0.469 | rs = 0.187, p = 0.148 |
Self-Esteem Change Score | rs = 0.020, p = 0.884 | rs = 0.042, p = 0.762 | rs = −0.111, p = 0.403 |
© 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
Share and Cite
Hussain, Z.; Simonovic, B.; Stupple, E.J.N.; Austin, M. Using Eye Tracking to Explore Facebook Use and Associations with Facebook Addiction, Mental Well-being, and Personality. Behav. Sci. 2019, 9, 19. https://doi.org/10.3390/bs9020019
Hussain Z, Simonovic B, Stupple EJN, Austin M. Using Eye Tracking to Explore Facebook Use and Associations with Facebook Addiction, Mental Well-being, and Personality. Behavioral Sciences. 2019; 9(2):19. https://doi.org/10.3390/bs9020019
Chicago/Turabian StyleHussain, Zaheer, Boban Simonovic, Edward J. N. Stupple, and Maggie Austin. 2019. "Using Eye Tracking to Explore Facebook Use and Associations with Facebook Addiction, Mental Well-being, and Personality" Behavioral Sciences 9, no. 2: 19. https://doi.org/10.3390/bs9020019
APA StyleHussain, Z., Simonovic, B., Stupple, E. J. N., & Austin, M. (2019). Using Eye Tracking to Explore Facebook Use and Associations with Facebook Addiction, Mental Well-being, and Personality. Behavioral Sciences, 9(2), 19. https://doi.org/10.3390/bs9020019