Social media, big data, and public health informatics: Ruminating behavior of depression revealed through twitter

Proceedings of the Annual Hawaii International Conference on System Sciences

Volumn 2015-March, Issue , 2015, Pages 2906-2913

  Nambisan, Priya ^a   Luo, Zhihui ^a   Kapoor, Akshat ^a   Patrick, Timothy B ^a   Cisler, Ron A ^a  

^a UNIVERSITY OF WISCONSIN MILWAUKEE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BEHAVIORAL RESEARCH; BIG DATA; PUBLIC HEALTH; SOCIAL NETWORKING (ONLINE);

MICRO BLOGGING; PUBLIC HEALTH ISSUES; SOCIAL MEDIA;

MEDICAL INFORMATICS;

EID: 84944200426     PISSN: 15301605     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/HICSS.2015.351     Document Type: Conference Paper

References (40)

1. Cassano, P. J., Fava, M. "Depression and public health: An overview. " J Psychosom Res. 2002 Oct;53(4):849-57.
2. Coryell, W. J., Endicott, J., Winokur, G., Akiskal, H., Solomon, D., Leon, A., Mueller, T., Shea T. "Characteristics and significance of untreated major depressive disorder. " Am J Psychiatry. 1995 Aug;152(8):1124-9.
3. Kessler R. C., Chiu W. T., Demler O., Walters E. E. Prevalence, severity, and comorbidity of twelve-month DSM-IV disorders in the National Comorbidity Survey Replication (NCS-R), Arch Gen Psychiatry, 2005, 62 (6); 617-627.
4. Smith K. M., Renshaw, P. F., & Bilello, J. (2013). "The diagnosis of depression: current and emerging methods", Comprehensive psychiatry, 2013, 54(1); 1-6.
5. Costello, J. Erkanli, A., Angold, A. "Is there an epidemic of child or adolescent depression?" J Child Psychol Psychiatry, 2006, 47 (12); 1263-1271.
6. Lewinsohn, P. M., Rohde, P., Seeley,J. R. Major depressive disorder in older adolescents: Prevalence, risk factors, and clinical implications, Clin Psychol Rev, 1998, 18 (7);765-794.
7. Zahn-Waxler, C., Klimes-Dougan, B., & Slattery, M. J. "Internalizing problems of childhood and adolescence: Prospects, pitfalls, and progress in understanding the development of anxiety and depression. " Development and Psychopathology, 2000, 12(3), 443-466.
8. Wehner, M. R., Chren, M. M., Shive, M. L., Resneck, J. S., Pagoto, S., Seidenberg, A. B., & Linos, E. (2014). Twitter: An opportunity for public health campaigns. The Lancet, 384(9938), 131-132.
9. Velardi, P., Stilo, G., Tozzi, A. E., & Gesualdo, F. (2014). Twitter mining for fine-grained syndromic surveillance. Artificial intelligence in medicine.
10. Pagoto, S., Schneider, K. L., Evans, M., Waring, M. E., Appelhans, B., Busch, A. M.., & Ziedonis, M. (2014). Tweeting it off: characteristics of adults who tweet about a weight loss attempt. Journal of the American Medical Informatics Association, amiajnl-2014.
11. De Choudhury, M., Gamon, M., Counts, S., & Horvitz, E. "Predicting depression via social media. " AAAI Conference on Weblogs and Social Media. 2013.
12. Neuman, Y., Cohen, Y., Assaf, D., & Kedma, G. "Proactive screening for depression through metaphorical and automatic text analysis. " Artificial intelligence in medicine 56. 1 (2012): 19-25.
13. Papageorgiou, C. & Wells, A. Nature, functions, and beliefs about depressive rumination. In C. Papageorgiou & A. Wells (Eds.), Depressive Rumination: Nature, Theory and Treatment (pp. 3-20). West Sussex: John Wiley & Sons, 2004.
14. Harvey A. G., Watkins E., Mansell W., & Shafran R. Cognitive behavioural processes across psychological disorders. Oxford, United Kingdom: Oxford University Press, 2004.
15. Horowitz M. J. "Stress-response syndromes: A review of posttraumatic and adjustment disorders. " Hospital and Community Psychiatry, 1986, 37, 241-249.
16. Pennebaker J. W. "Writing about emotional experiences as a therapeutic process". Psychological Science, 8, 1997;162-166.
17. Rachman S. Emotional processing. Behav Res Ther. 1980; 18(1): 51-60.
18. Tedeschi R. G., & Calhoun L. G. (2004). Posttraumatic growth: Conceptual foundations and empirical evidence. Psychological Inquiry, 15, 1-18.
19. Ingram RE. Self-focused attention in clinical disorders: review and a conceptual model. Psychol Bull. 1990 Mar; 107(2): 156-76.
20. Nolen-Hoeksema S. Responses to depression and their effects on the duration of depressive episodes. J Abnorm Psychol. 1991 Nov; 100(4): 569-82.
21. Nolen-Hoeksema S. "The role of rumination in depressive disorders and mixed anxiety/depressive symptoms. " J Abnorm Psychol. 2000 Aug; 109(3):504-11.
22. Pyszczynski T, Greenberg J. Self-regulatory perseveration and the depressive self-focusing style: A selfawareness theory of reactive depression. Psychol Bull. 1987 Jul; 102(1): 122-38.
23. Stern, R. S., M. S. Lipsedge, and I. M. Marks. "Obsessive ruminations: A controlled trial of thoughtstopping technique. " Behaviour Research and Therapy 11. 4 1973; 659-662.
24. Koole, S. L., Smeets, K., Van Knippenberg, A., & Dijksterhuis, A. "The cessation of rumination through selfaffirmation. " Journal of Personality and Social Psychology 77. 1 1999; 111.
25. Wenzlaff, R. M., Luxton, D. D. "The role of thought suppression in depressive rumination. " Cognitive Therapy and Research 27. 3, 2003; 293-308.
26. Lavender, A., and Edward Watkins. "Rumination and future thinking in depression. " British Journal of Clinical Psychology 43. 2, 2004; 129-142.
27. Gortner, E-M, Rude S. S.,Pennebaker J. W. "Benefits of expressive writing in lowering rumination and depressive symptoms. " Behavior Therapy 37. 3, 2006; 292-303.
28. Watkins, E. R. "Constructive and unconstructive repetitive thought. " Psychological bulletin 134. 2, 2008; 163.
29. Nolen-Hoeksema, S., Wisco, B. E., & Lyubomirsky, S. (2008) Rethinking rumination. Perspectives on Psychological Science, 3, 400-424.
30. Benca RM, Obermeyer WH, Thisted RA, Gillin JC: Sleep and psychiatric disorders: A meta-analysis. Arch Gen Psychiatry 1992; 49:651-668.
31. Roberts, R. E., et al. "Sleep complaints and depression in an aging cohort: A prospective perspective. " American Journal of Psychiatry 157. 1, 2000; 81-88.
32. Breslau, Naomi, et al. "Sleep disturbance and psychiatric disorders: A longitudinal epidemiological study of young adults. " Biological psychiatry 39. 6, 1996; 411-418.
33. Harris, N. L. "Chronic pain and depression". Australian family physician 28. 1, 1999; 36-39.
34. France, R. D. "Chronic pain and depression. " Journal of pain and symptom management 2. 4, 1987; 234-236.
35. Zhou, W., Dantzer, R., Kelley, K. W., & Kavelaars, A. (2012). 162. Comorbid chronic pain and depression: A search for common neuroimmune mechanisms. Brain, Behavior, and Immunity, 26, S45.
36. Giraud-Carrier, C. et al. "Suicidal talk on Twitter mirrors suicide rates", Retrieved on June 13, 2014 from http://news. byu. edu/archive13-oct-suicide. aspx
37. Ritter, A., Cherry, C., Dolan, B. "Unsupervised modeling of Twitter conversations". In Proceedings of HLTNAACL, 2010.
38. Boyd, D., Golder, S., Lotan, G. "Tweet, tweet, retweet: Conversational aspects of retweeting on Twitter". In Proceedings of the 2010 43rd Hawaii International Conference on System Sciences, 1-10. IEEE Computer Society.
39. Honey, C., and Herring, S. "Beyond microblogging: Conversation and collaboration via Twitter". In System Sciences, 2009. HICSS'09. 42nd Hawaii International Conference on, 1-10. IEEE.
40. Kim, S., Bak, J. Y., Haeyun Oh, A. "Do You Feel What I Feel? Social Aspects of Emotions in Twitter Conversations. " ICWSM. 2012.