What Do You Say Before You Relapse? How Language Use in a Peer-to-peer Online Discussion Forum Predicts Risky Drinking among Those in Recovery

References

• Aharonovich, E., Amrhein, P. C., Bisaga, A., Nunes, E. V., & Hasin, D. S. (2008). Cognition, commitment language, and behavioral change among cocaine-dependent patients. Psychology of Addictive Behaviors, 22, 557–562. doi:10.1037/a0012971
   PubMed Web of Science ®Google Scholar
• Åkerlind, I., & Hörnquist, J. O. (1992). Loneliness and alcohol abuse: A review of evidences of an interplay. Social Science & Medicine, 34, 405–414. doi:10.1016/0277-9536(92)90300-F
   PubMed Web of Science ®Google Scholar
• Amrhein, P. C., Miller, W. R., Yahne, C. E., Palmer, M., & Fulcher, L. (2003). Client commitment language during motivational interviewing predicts drug use outcomes. Journal of Consulting and Clinical Psychology, 71, 862–878. doi:10.1037/0022-006X.71.5.862
   PubMed Web of Science ®Google Scholar
• Anderson, B., Goldin, P. R., Kurita, K., & Gross, J. J. (2008). Self-representation in social anxiety disorder: Linguistic analysis of autobiographical narratives. Behaviour Research and Therapy, 46, 1119–1125. doi:10.1016/j.brat.2008.07.001
   PubMed Web of Science ®Google Scholar
• Arntz, A., Hawke, L. D., Bamelis, L., Spinhoven, P., & Molendijk, M. L. (2012). Changes in natural language use as an indicator of psychotherapeutic change in personality disorders. Behaviour Research and Therapy, 50, 191–202. doi:10.1016/j.brat.2011.12.007
   PubMed Web of Science ®Google Scholar
• Beattie, M. C., & Longabaugh, R. (1997). Interpersonal factors and post-treatment drinking and subjective wellbeing. Addiction, 92, 1507–1521. doi:10.1111/j.1360-0443.1997.tb02871.x
   PubMed Web of Science ®Google Scholar
• Becker, H. C. (2008). Alcohol dependence, withdrawal, and relapse. Alcohol Research and Health, 31, 348–361. doi:10.1016/B978-0-12-405941-2.00019-5
   Google Scholar
• Brancu, M., Jobes, D., Wagner, B. M., Greene, J. A., & Fratto, T. A. (2015). Are there linguistic markers of suicidal writing that can predict the course of treatment? A repeated measures longitudinal analysis. Archives of Suicide Research, 20, 438–450. doi:10.1080/13811118.2015.1040935
   PubMed Web of Science ®Google Scholar
• Brett, J. M., Olekalns, M., Friedman, R., Goates, N., Anderson, C., & Lisco, C. C. (2007). Sticks and stones: Language, face, and online dispute resolution. Academy of Management Journal, 50, 85–99. doi:10.5465/AMJ.2007.24161853
   Web of Science ®Google Scholar
• Cain, C. (1991). Personal stories: Identity acquisition and self-understanding in alcoholics anonymous. Ethos, 19, 210–253. doi:10.1525/eth.1991.19.2.02a00040
   Web of Science ®Google Scholar
• Chancellor, S., Mitra, T., & De Choudhury, M. (2016). Recovery amid pro-anorexia: Analysis of recovery in social media. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems (pp. 2111–2123). Santa Clara, CA: ACM. doi:10.1145/2858036.2858246
   Google Scholar
• Chih, M.-Y., Patton, T., McTavish, F. M., Isham, A. J., Judkins-Fisher, C. L., Atwood, A. K., & Gustafson, D. H. (2014). Predictive modeling of addiction lapses in a mobile health application. Journal of Substance Abuse Treatment, 46, 29–35. doi:10.1016/j.jsat.2013.08.004
   PubMed Web of Science ®Google Scholar
• Chung, C., & Pennebaker, J. (2007). The psychological functions of function words. In K. Fiedler (Ed.), Social communication (pp. 343–359). New York, NY: Psychology Press.
   Google Scholar
• Cohn, M. A., Mehl, M. R., & Pennebaker, J. W. (2004). Linguistic markers of psychological change surrounding September 11, 2001. Psychological Science, 15, 687–693. doi:10.1111/j.0956-7976.2004.00741.x
   PubMed Web of Science ®Google Scholar
• Collins, S. E., Chawla, N., Hsu, S. H., Grow, J., Otto, J. M., & Marlatt, G. A. (2009). Language-based measures of mindfulness: Initial validity and clinical utility. Psychology of Addictive Behaviors, 23, 743–749. doi:10.1037/a0017579
   PubMed Web of Science ®Google Scholar
• Coulson, N. S. (2014). Sharing, supporting and sobriety: A qualitative analysis of messages posted to alcohol-related online discussion forums in the United Kingdom. Journal of Substance Use, 19, 176–180. doi:10.3109/14659891.2013.765516
   Web of Science ®Google Scholar
• De Choudhury, M., Counts, S., & Horvitz, E. (2013). Social media as a measurement tool of depression in populations. In Proceedings of the 5th Annual ACM Web Science Conference (pp. 47–56). New York, NY, USA: ACM. doi:10.1145/2464464.2464480
   Google Scholar
• Dennis, M., & Scott, C. K. (2007). Managing addiction as a chronic condition. Addiction Science & Clinical Practice, 4, 45–55. doi:10.1151/ascp074145
   PubMedGoogle Scholar
• Downey, L., Rosengren, D. B., & Donovan, D. M. (2001). Sources of motivation for abstinence: A replication analysis of the reasons for quitting questionnaire. Addictive Behaviors, 26, 79–89. doi:10.1016/S0306-4603(00)00090-3
   PubMed Web of Science ®Google Scholar
• Dunlop, W. L., & Tracy, J. L. (2013). Sobering stories: Narratives of self-redemption predict behavioral change and improved health among recovering alcoholics. Journal of Personality and Social Psychology, 104, 576. doi:10.1037/a0031185
   PubMed Web of Science ®Google Scholar
• Grant, B. F., Goldstein, R. B., Saha, T. D., Chou, S. P., Jung, J., Zhang, H., … Hasin, D. S. (2015). Epidemiology of DSM-5 alcohol use disorder: Results from the national epidemiologic survey on alcohol and related conditions iii. Journal of the American Medical Association Psychiatry, 72, 757–766. doi:10.1001/jamapsychiatry.2015.0584
   Web of Science ®Google Scholar
• Green-Hamann, S., Campbell Eichhorn, K., & Sherblom, J. C. (2011). An exploration of why people participate in second life social support groups. Journal of Computer-Mediated Communication, 16, 465–491. doi:10.1111/j.1083-6101.2011.01543.x
   Web of Science ®Google Scholar
• Gustafson, D. H., McTavish, F. M., Chih, M. Y., Atwood, A. K., Johnson, R. A., Boyle, M. G., … Isham, A. (2014). A smartphone application to support recovery from alcoholism: A randomized clinical trial. Journal of the American Medical Association Psychiatry, 71, 566–572. doi:10.1001/jamapsychiatry.2013.4642
   Web of Science ®Google Scholar
• Hopwood, C. J., Schade, N., Matusiewicz, A., Daughters, S. B., & Lejuez, C. W. (2015). Emotion regulation promotes persistence in a residential substance abuse treatment. Substance Use & Misuse, 50, 251–256. doi:10.3109/10826084.2014.977393
   PubMed Web of Science ®Google Scholar
• Hunter-Reel, D., McCrady, B., & Hildebrandt, T. (2009). Emphasizing interpersonal factors: An extension of the Witkiewitz and Marlatt relapse model. Addiction, 104, 1281–1290. doi:10.1111/j.1360-0443.2009.02611.x
   PubMed Web of Science ®Google Scholar
• Khantzian, E. J. (1997). The self-medication hypothesis of substance use disorders: A reconsideration and recent applications. Harvard Review of Psychiatry, 4, 231–244. doi:10.3109/10673229709030550
   PubMed Web of Science ®Google Scholar
• Kornfield, R. (2014). (Re)working the program: Gender and openness in alcoholics anonymous. Ethos, 4, 415–439. doi:10.1111/etho.12062
   Web of Science ®Google Scholar
• Krebs, P., & Duncan, D. T. (2015). Health app use among US mobile phone owners: A national survey. JMIR mHealth and uHealth, 3, e101. doi:10.2196/mhealth.4924
   PubMed Web of Science ®Google Scholar
• Liu, Y., Kornfield, R., Shaw, B., Shah, D. V., McTavish, F., & Gustafson, D. H. (2017). When support is needed: Social support solicitation and provision in an online alcohol use disorder forum. Digital Health, 3, 1–16. doi:10.1177/2055207617704274
   Web of Science ®Google Scholar
• Lyons, E. J., Mehl, M. R., & Pennebaker, J. W. (2006). Pro-anorexics and recovering anorexics differ in their linguistic Internet self-presentation. Journal of Psychosomatic Research, 60, 253–256. doi:10.1016/j.jpsychores.2005.07.017
   PubMed Web of Science ®Google Scholar
• MacLean, D., Gupta, S., Lembke, A., Manning, C., & Heer, J. (2015, February). Forum77: An analysis of an online health forum dedicated to addiction recovery. In Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work & Social Computing (pp. 1511–1526). Vancouver, BC, Canada: ACM. doi:10.1145/2675133.2675146
   Google Scholar
• McIntosh, J., & McKeganey, N. (2000). Addicts’ narratives of recovery from drug use: Constructing a non-addict identity. Social Science & Medicine, 50, 1501–1510. doi:10.1016/S0277-9536(99)00409-8
   PubMed Web of Science ®Google Scholar
• Meshberg-Cohen, S., Svikis, D., & McMahon, T. J. (2014). Expressive writing as a therapeutic process for drug-dependent women. Substance Abuse, 35, 80–88. doi:10.1080/08897077.2013.805181
   PubMed Web of Science ®Google Scholar
• Miller, W. R. (1983). Motivational interviewing with problem drinkers. Behavioural Psychotherapy, 11, 147–172. doi:10.1017/S0141347300006583
   Web of Science ®Google Scholar
• Moos, R. H., & Moos, B. S. (2006). Rates and predictors of relapse after natural and treated remission from alcohol use disorders. Addiction, 101, 212–222. doi:10.1111/j.1360-0443.2006.01310.x
   PubMed Web of Science ®Google Scholar
• Newman, M. L., Groom, C. J., Handelman, L. D., & Pennebaker, J. W. (2008). Gender differences in language use: An analysis of 14,000 text samples. Discourse Processes, 45, 211–236. doi:10.1080/01638530802073712
   Web of Science ®Google Scholar
• Pedersen, M. U., & Hesse, M. (2009). A simple risk scoring system for prediction of relapse after inpatient alcohol treatment. The American Journal on Addictions, 18, 488–493. doi:10.3109/10550490903205983
   PubMed Web of Science ®Google Scholar
• Pennebaker, J. W., Booth, R. J., & Francis, M. E. (2007). Linguistic inquiry and word count: LIWC. Austin, TX: LIWC.net.
   Google Scholar
• Pennebaker, J. W., & Chung, C. K. (2011). Expressive writing: Connections to physical and mental health. In H. S. Friendman (Ed.), The Oxford handbook of health psychology (pp. 417–437). New York, NY: Oxford University Press.
   Google Scholar
• Pennebaker, J. W., & King, L. A. (1999). Linguistic styles: Language use as an individual difference. Journal of Personality and Social Psychology, 77, 1296–1312. doi:10.1037/0022-3514.77.6.1296
   PubMed Web of Science ®Google Scholar
• Pennebaker, J. W., Mehl, M. R., & Niederhoffer, K. G. (2003). Psychological aspects of natural language. use: Our words, our selves. Annual Review of Psychology, 54, 547–577. doi:10.1146/annurev.psych.54.101601.145041
   PubMed Web of Science ®Google Scholar
• Pennebaker, J. W., & Seagal, J. D. (1999). Forming a story: The health benefits of narrative. Journal of Clinical Psychology, 55, 1243–1254. doi:10.1002/(SICI)1097-4679(199910)55:10<1243::AID-JCLP6>3.0.CO;2-N
   PubMed Web of Science ®Google Scholar
• Peters, G.-J. Y., Ruiter, R. A. C., & Kok, G. (2013). Threatening communication: A critical re-analysis and a revised meta-analytic test of fear appeal theory. Health Psychology Review, 7(Suppl .1), s8–s31. doi:10.1080/17437199.2012.703527
   PubMed Web of Science ®Google Scholar
• Quanbeck, A., Chih, M.-Y., Isham, A., Johnson, R., & Gustafson, D. (2014). Mobile delivery of treatment for alcohol use disorders. Alcohol Research: Current Reviews, 36, 111–122.
   PubMed Web of Science ®Google Scholar
• Robbins, M. L., Focella, E. S., Kasle, S., López, A. M., Weihs, K. L., & Mehl, M. R. (2011). Naturalistically observed swearing, emotional support, and depressive symptoms in women coping with illness. Health Psychology, 30, 789–792. doi:10.1037/a0023431
   PubMed Web of Science ®Google Scholar
• Robbins, M. L., Mehl, M. R., Smith, H. L., & Weihs, K. L. (2013). Linguistic indicators of patient, couple, and family adjustment following breast cancer. Psycho-Oncology, 22, 1501–1508. doi:10.1002/pon.3161
   PubMed Web of Science ®Google Scholar
• Rodriguez, A. J., Holleran, S. E., & Mehl, M. R. (2010). Reading between the lines: The lay assessment of subclinical depression from written self-descriptions. Journal of Personality, 78, 575–598. doi:10.1111/j.1467-6494.2010.00627.x
   PubMed Web of Science ®Google Scholar
• Rude, S., Gortner, E.-M., & Pennebaker, J. (2004). Language use of depressed and depression-vulnerable college students. Cognition and Emotion, 18, 1121–1133. doi:10.1080/02699930441000030
   Web of Science ®Google Scholar
• Sarpavaara, H., & Koski-Jännes, A. (2013). Change as a journey—Clients’ metaphoric change talk as an outcome predictor in initial motivational sessions with probationers. Qualitative Research in Psychology, 10, 86–101. doi:10.1080/14780887.2011.586256
   Web of Science ®Google Scholar
• Schwartz, H. A., Sap, M., Kern, M. L., Eichstaedt, J. C., Kapelner, A., Agrawal, M., … Kosinski, M. (2016). Predicting individual well-being through the language of social media. In Proceedings of the Pacific Symposium on Biocomputing (pp. 516–527). Kohala Coast, HI: World Scientific. doi: 10.1142/9789814749411_0047
   Google Scholar
• Shaw, B., Han, J. Y., Kim, E., Gustafson, D., Hawkins, R., Cleary, J., … Lumpkins, C. (2007). Effects of prayer and religious expression within computer support groups on women with breast cancer. Psycho-Oncology, 16, 676–687. doi:10.1002/pon.1129
   PubMed Web of Science ®Google Scholar
• Shaw, B. R., Hawkins, R., McTavish, F., Pingree, S., & Gustafson, D. H. (2006). Effects of insightful disclosure within computer mediated support groups on women with breast cancer. Health Communication, 19, 133–142. doi:10.1207/s15327027hc1902_5
   PubMed Web of Science ®Google Scholar
• Shim, M., Cappella, J. N., & Han, J. Y. (2011). How does insightful and emotional disclosure bring potential health benefits? Study based on online support groups for women with breast cancer. Journal of Communication, 61, 432–454. doi:10.1111/j.1460-2466.2011.01555.x
   PubMed Web of Science ®Google Scholar
• Steigerwald, F., & Stone, D. (1999). Cognitive restructuring and the 12-step program of alcoholics anonymous. Journal of Substance Abuse Treatment, 16, 321–327. doi:10.1016/S0740-5472(98)00052-X
   PubMed Web of Science ®Google Scholar
• Sussman, S., Milam, J., Arpawong, T. E., Tsai, J., Black, D. S., & Wills, T. A. (2013). Spirituality in addictions treatment: Wisdom to know… what it is. Substance Use & Misuse, 48, 1203–1217. doi:10.3109/10826084.2013.800343
   PubMed Web of Science ®Google Scholar
• Swendsen, J. D., Tennen, H., Carney, M. A., Affleck, G., Willard, A., & Hromi, A. (2000). Mood and alcohol consumption: An experience sampling test of the self-medication hypothesis. Journal of Abnormal Psychology, 109, 198–204. doi:10.1037/0021-843X.109.2.198
   PubMed Web of Science ®Google Scholar
• Swora, M. G. (2004). The rhetoric of transformation in the healing of alcoholism: The twelve steps of alcoholics anonymous. Mental Health, Religion & Culture, 7, 187–209. doi:10.1080/13674670310001602445
   Google Scholar
• Tamersoy, A., De Choudhury, M., & Chau, D. H. (2015, August). Characterizing smoking and drinking abstinence from social media. In Proceedings of the 26th ACM Conference on Hypertext & Social Media (pp. 139–148). Ankara, Turkey: ACM. doi: 10.1145/2700171.2791247
   Google Scholar
• Tausczik, Y. R., & Pennebaker, J. W. (2010). The psychological meaning of words: LIWC and computerized text analysis methods. Journal of Language and Social Psychology, 29, 24–54. doi:10.1177/0261927X09351676
   Web of Science ®Google Scholar
• Toma, C. L., & Hancock, J. T. (2012). What lies beneath: The linguistic traces of deception in online dating profiles. Journal of Communication, 62, 78–97. doi:10.1111/j.1460-2466.2011.01619.x
   Web of Science ®Google Scholar
• White, W. L., Kelly, J. F., & Roth, J. D. (2012). New addiction-recovery support institutions: Mobilizing support beyond professional addiction treatment and recovery mutual aid. Journal of Groups in Addiction & Recovery, 7, 297–317. doi:10.1080/1556035X.2012.705719
   Google Scholar
• Witkiewitz, K. (2011). Predictors of heavy drinking during and following treatment. Psychology of Addictive Behaviors, 25, 426–438. doi:10.1037/a0022889
   PubMed Web of Science ®Google Scholar
• Yoo, W., Namkoong, K., Choi, M., Shah, D. V., Tsang, S., Hong, Y., … Gustafson, D. H. (2014). Giving and receiving emotional support online: Communication competence as a moderator of psychosocial benefits for women with breast cancer. Computers in Human Behavior, 30, 13–22. doi:10.1016/j.chb.2013.07.024
   PubMed Web of Science ®Google Scholar
• Young, R. M., Oei, T. P. S., & Crook, G. M. (1991). Development of a drinking self-efficacy questionnaire. Journal of Psychopathology and Behavioral Assessment, 13, 1–15. doi:10.1007/BF00960735
   Web of Science ®Google Scholar