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Original Article

Linguistic Predictors of Problematic Drinking in Alcohol-related Facebook Posts

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References

  • Anker, J. J., Kushner, M. G., Thuras, P., Menk, J., & Unruh, A. S. (2016). Drinking to cope with negative emotions moderates alcohol use disorder treatment response in patients with co-occurring anxiety disorder. Drug and Alcohol Dependence, 159, 93–100. doi:10.1016/j.drugalcdep.2015.11.031
  • Baer, J. S., Kivlahan, D. R., Blume, A. W., McKnight, P., & Marlatt, G. A. (2001). Brief intervention for heavy-drinking college students: 4-year follow-up and natural history. American Journal of Public Health, 91(8), 1310–1316. doi:10.2105/AJPH.91.8.1310
  • Berry, D. S., & Pennebaker, J. W. (1993). Nonverbal and verbal emotional expression and health. Psychotherapy and Psychosomatics, 59, 11–19. doi:10.1159/000288640
  • Bolton, J. M., Robinson, J., & Sareen, J. (2009). Self-medication of mood disorders with alcohol and drugs in the national epidemiologic survey on alcohol and related conditions. Journal of Affective Disorders, 115, 367–375. doi:10.1016/j.jad.2008.10.003
  • Boyle, S. C., LaBrie, J. W., Froidevaux, N. M., & Witkovic, Y. D. (2016). Different digital paths to the key? How exposure to peers’ alcohol-related social media content influences drinking among male and female first year college students. Addictive Behaviors, 57, 21–29. doi:10.1016/j.addbeh.2016.01.011
  • Cohen-Gilbert, J. E., Nickerson, L. D., Sneider, J. T., Oot, E. N., Seraikas, A. M., Rohan, M. L., & Silveri, M. M. (2017). College binge drinking associated with decreased frontal activation to negative emotional distractors during inhibitory control. Frontiers in Psychology: Psychopathology, 8, 1–12. doi:10.3389/fpsyg.2017.01650
  • Deas, D., & Brown, E. S. (2006). Adolescent substance abuse and psychiatric comorbidities. Journal of Clinical Psychiatry, 67, e02. doi:10.4088/JCP.0706e02
  • Derman, K. H., Cooper, M. L., & Agocha, V. B. (1998). Sex-related alcohol expectancies as moderators of the relationship between alcohol use and risky sex in adolescents. Journal of Studies on Alcohol, 59, 71–77. doi:10.15288/jsa.1998.59.71
  • Duggan, M., Ellison, N. B., Lampe, C., Lenhart, A., & Madden, M., (2014). Social media update 2014. Pew Research Center. Retrieved from https://www.pewinternet.org/2015/01/09/social-media-update-2014/
  • Eaton, D. K., Kann, L., Kinchen, S., Shanklin, S., Ross., J., Hawkins, J., … Lim, C. (2008). Youth risk behavior surveillance-United States, 2007. MMWR Surveillance Summary, 57, 1–131. Retrieved from http://worldcat.org/issn/00910031
  • Egan, K. G., & Moreno, M. A. (2011). Prevalence of stress references on college freshmen facebook profiles. Cin-Computers Informatics Nursing, 29(10), 586–592. doi:10.1097/NCN.0b013e3182160663
  • Facebook Newsroom. (2019). Retrieved from https://newsroom.fb.com/company-info/
  • Falk, D. E., Yi, H. Y., & Hilton, M. E. (2008). Age of onset and temporal sequencing of lifetime DSM-IV alcohol use disorders relative to comorbid mood and anxiety disorders. Drug and Alcohol Dependence, 94, 234–245. doi:10.1016/j.drugalcdep.2007.11.022
  • Foote, J., Wilkens, C., & Vavagiakis, P. (2004). A national survey of alcohol screening and referral in college health centers. Journal American College Health, 52, 149–157. Retrieved from https://europepmc.org/abstract/med/15018426
  • Fortney, J., Mukherjee, S., Curran, G., Fortney, S., Han, X. T., & Booth, B. M. (2004). Factors associated with perceived stigma for alcohol use and treatment among at-risk drinkers. Journal of Behavioral Health Services & Research, 31, 418–429. doi:10.1007/BF02287693
  • Francis, M. E., & Pennebaker, J. W. (1992). Talking and writing as illness prevention. Medicine, Exercise, Nutrition and Health, 1, 27–33.
  • Frohlick, J. R., Rapinda, K. K., O’ Connor, R. M., & Keough, M. T. (2018). Examining co-patterns of depression and alcohol misuse in emerging adults following university graduation. Addictive Behavior Reports, 8, 40–45. doi:10.1016/j.abrep.2018.06.002
  • Gill, A. J., French, R. M., Gergle, D., & Oberlander, J. (2008). The language of emotion in short blog texts. Proceedings of CSCR, 299–302. doi:10.1145/1460563.1460612
  • Gilles, D. M., Turk, C. L., & Fresco, D. M. (2006). Social anxiety, alcohol expectancies, and self-efficacy as predictors of heavy drinking in college students. Addictive Behaviors, 31, 388–398. doi:10.1016/j.addbeh.2005.05.020
  • Gonzalez, V. M., & Skewes, M. C. (2013). Solitary heavy drinking, social relationships, and negative mood regulation in college drinkers. Addiction Research & Theory, 21(4), 285–294. doi:10.3109/16066359.2012.714429
  • Ham, L. S., & Hope, D. A. (2006). Incorporating social anxiety into a model of college problem drinking: Replication and extension. Psychology of Addictive Behaviors, 20, 348–355. doi:10.1037/0893-164X.20.3.348
  • Hingson, R., Heeren, T., Winter, M., & Wechsler, H. (2005). Magnitude of alcohol-related mortality and morbidity among U.S. college students ages 18-24: Changes from 1998 to 2001. Annual Review of Public Health, 26, 259–279. doi:10.1146/annurev.publhealth.26.021304.144652
  • Hingson, R. W., Heeren, T., & Winter, M. R. (2006). Age at drinking onset and alcohol dependence: Age at onset, duration, and severity. Archives of Pediatrics & Adolescent Medicine, 160(7), 739–746. doi:10.1001/archpedi.160.7.739
  • Hingson, R. W., Zha, W., & Weitzman, E. R. (2009). Magnitude of and trends in alcohol related mortality and morbidity among U.S. college students ages 18-24, 1998-2005. Journal of Studies on Alcohol and Drugs Supplement, 16, 12–20. doi:10.15288/jsads.2009.s16.12
  • Holtgraves, T. M., & Kashima, Y. (2008). Language, meaning, and social cognition. Personality and Social Psychology Review, 12, 73–94. doi:10.1177/1088868307309605
  • Hussong, A. M., Hicks, R. E., Levy, S. A., & Curran, P. J. (2001). Specifying the relations between affect and heavy alcohol use among young adults. Journal of Abnormal Psychology, 110, 449–461. doi:10.1037/0021-843X.110.3.449
  • Johnsen, J. K., Vambheim, S. M., Wynn, R., & Wangberg, S. C. (2014). Language motivation and emotion in an internet support group for smoking cessation: Explorative use of automated content analysis to measure regulatory focus. Psychology Research Behavior Management, 7, 19–29. doi:10.2147/PRBM.S54947
  • 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
  • Kimberlin, C. L., & Winterstein, A. G. (2008). Validity and reliability of measurement instruments used in research. American Journal of Health System Pharmacy, 65, 2276–2284. doi:10.2146/ajhp070364
  • Kornfield, R., Toma, C. L., Shah, D. V., Moon, T. J., & Gustafson, D. H. (2017). 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. Health Communication, 33, 1184–1193. doi:10.1080/10410236.2017.1350906
  • Lenhart, A., Purcell, K., Smith, A., & Zickuhr, K. (2010). Social media and young adults. Pew Internet and American Life Research Center Project: Washington, DC. Retrieved from http://www.pewinternet.org/2010/02/03/social-media-and-young-adults/
  • Leppink, E. W., Odlaug, B. L., Lust, K., Christenson, G., & Grant, J. E. (2016). The young and the stressed: Stress, impulse control, and health in college students. Journal of Nervous Mental Disease, 12, 931–938. doi:10.1097/NMD.0000000000000586
  • Mahmoud, J. S. R., Staten, R. T., Hall, L. A., & Lennie, T. A. (2012). The Relationship among young adult college students’ depression, anxiety, stress, demographics, life satisfaction, and coping styles. Issues in Mental Health Nursing, 33:3, 149–156. doi:10.3109/01612840.2011.632708
  • Malouff, J. M., Thorsteinsson, E. B., Rooke, S. E., & Schutte, N. S. (2007). Alcohol involvement and the Five-Factor Model of personality: A meta-analysis. Journal of Drug Education, 37, 277–294. doi:10.2190/DE.37.3.d
  • McDonnell, M. (2015). Comparison of text analysis programs for identification of emotional expression. Loma Linda University Electronic Theses, Dissertations & Projects. Retrieved from https://scholarsrepository.llu.edu/etd/308
  • Mehl, M. R., Gosling, S. D., & Pennebaker, J. W. (2006). Personality in its natural habitat: Manifestations and implicit folk theories of personality in daily life. Journal of Personality and Social Psychology, 90, 862–877. doi:10.1037/0022-3514.90.5.862
  • Meyer, I. H., Rossano, L., Ellis, J. M., & Bradford, J. (2002). A brief telephone interview to identify lesbian and bisexual women in random digit dialing sampling. Journal of Sex Research, 39, 139–144. doi:10.1080/00224490209552133
  • Moreno, M. A., Briner, L. R., Williams, A., Brockman, L., Walker, L., & Christakis, D. A. (2010). A content analysis of displayed alcohol references on a social networking web site. Journal of Adolescent Health, 47, 168–175. doi:10.1016/j.jadohealth.2010.01.001
  • Moreno, M. A., Christakis, D. A., Egan, K. G., Brockman, L. N., & Becker, T. (2012). Associations between displayed alcohol references on Facebook and problem drinking among college students. Archives of Pediatric Adolescent Medicine, 166, 157–163. doi:10.1001/archpediatrics.2011.180
  • Moreno, M. A., Cox, E. D., Young, H. N., & Haaland, W. (2015). Underage college students’ alcohol displays on Facebook and real-time alcohol behavior. Journal of Adolescent Health, 56, 646–651. doi:10.1016/j.jadohealth.2015.02.020
  • Moreno, M. A., D’Angelo, J., Kacvinsky, L. E., Kerr, B., Zhang, C., & Eickhoff, J. (2014). Emergence and predictors of alcohol reference displays on Facebook during the first year of college. Computers and Human Behavior, 30, 87–94. doi:10.1016/j.chb.2013.07.060
  • Moreno, M. A., Egan, K. G., & Brockman, L. (2011). Development of a researcher codebook for use in evaluating social networking site profiles. Journal of Adolescent Health, 49(1), 29–35. doi:10.1016/j.jadohealth.2011.04.015
  • Moreno, M. A., Parks, M., & Richardson, L. P. (2007). What are adolescents showing the world about their health risk behaviors on MySpace? Medscape General Medicine, 9, 9. Retrieved from https://europepmc.org/abstract/med/18311359
  • Moreno, M. A., Parks, M. R., Zimmerman, F. J., Brito, T. E., & Christakis, D. A. (2009). Display of health risk behaviors on MySpace by adolescents. Prevalence and Associations. Archives of Pediatrics and Adolescent Medicine, 163, 27–34. doi:10.1001/archpediatrics.2008.528
  • Mushquash, A. R., Stewart, S. H., Sherry, S. B., Sherry, D. L., Mushquash, C. J., & Mackinnon, A. L. (2013). Depressive symptoms are a vulnerability factor for heavy episodic drinking: A short-term, four-wave longitudinal study of undergraduate women. Addictive Behaviors, 38, 2180–2186. doi:10.1016/j.addbeh.2012.11.008
  • National Institute on Alcohol Abuse. (2020, February 20). Alcohol facts and statistics. Retrieved from https://www.niaaa.nih.gov/publications/brochures-and-fact-sheets/alcohol-facts-and-statistics
  • Ozer, D. J., & Benet-Martinez, V. (2006). Personality and the prediction of consequential outcomes. Annual Review of Psychology, 57, 401–421. doi:10.1146/annurev.psych.57.102904.190127
  • Paulhus, D. L., & Williams, K. M. (2002). The dark triad of personality: Narcissism, Machiavellianism, and psychopathy. Journal of Research in Personality, 36(6), 556–563. doi:10.1016/S0092-6566(02)00505-6
  • Pennebaker, J. W. (1993). Putting stress into words: Health, linguistic, and therapeutic implications. Behaviour Research and Therapy, 31, 539–548. doi:10.1016/0005-7967(93)90105-4
  • Pennebaker, J. W., Booth, R. J., Boyd, R. L., & Francis, M. E. (2015). Linguistic inquiry and word count: LIWC2015. Retrieved from: https://s3-us-west-2.amazonaws.com/downloads.liwc.net/LIWC2015_OperatorManual.pdf
  • 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
  • Pennebaker, J. W., Mayne, T. J., & Francis, M. E. (1997). Linguistic predictors of adaptive bereavement. Journal of Personality and Social Psychology, 72, 863–871. doi:10.1037/0022-3514.72.4.863
  • 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
  • Perkins, H. W., & Berkowitz, A. D. (1986). Perceiving the community norms of alcohol use among students: Some research implications for campus alcohol education programming. International Journal of the Addictions, 21, 961–976. doi:10.3109/10826088609077249
  • Qiu, L., Lin, H., Ramsay, J., & Yang, F. (2012). You are what you tweet: Personality expression and perception on Twitter. Journal of Research in Personality, 46(6), 710–718. doi:10.1016/j.jrp.2012.08.008
  • 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
  • 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
  • Rosenberg, H. J., Rosenberg, S. D., Ernstoff, M. S., Wolford, G. L., Amdur, R. J., Elshamy, M., … Pennebaker, J. W. (2002). Expressive disclosure and health outcomes in a prostate cancer population. International Journal of Psychiatry in Medicine, 32, 37–53. doi:10.2190/AGPF-VB1G-U82E-AE8C
  • Santos, H. D. P., & Viera, R. (2017). Psycholinguistic features for emotion intensity prediction in tweets. Proceedings from the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, (pp. 189–192), Copenhagen, Denmark.
  • Settanni, M., & Marengo, D. (2015). Sharing feelings online: Studying emotional well-being via automated text analysis of Facebook posts. Frontiers in Psychology, 6, 1045. doi:10.3389/fpsyg.2015.01045
  • Sobell, L. C., Brown, J., Leo, G. I., & Sobell, M. B. (1996). The reliability of the alcohol timeline followback when administered by telephone and by computer. Drug and Alcohol Dependence, 42(1), 49–54. doi:10.1016/0376-8716(96)01263-x
  • Sobell, L. C., & Sobell, M. B. (1992). Timeline follow-back: A technique for assessing self-reported alcohol consumption. Measuring Alcohol Consumption: Psychosocial and Biochemical Methods, 41–72. doi:10.1007/978-1-4612-0357-5_3
  • Stewart, S. H., Morris, E., Mellings, T., & Komar, J. (2006). Relations of social anxiety variables to drinking motives, drinking quantity and frequency, and alcohol-related problems in undergraduates. Journal of Mental Health, 15, 671–682. doi:10.1080/09638230600998904
  • Stirman, S. W., & Pennebaker, J. W. (2001). Word use in the poetry of suicidal and non-suicidal poets. Psychosomatic Medicine, 63, 517–522. doi:10.1097/00006842-200107000-00001
  • Swendsen, J. D., & Merikangas, K. R. (2000). The comorbidity of depression and substance use disorders. Clinical Psychology Review, 20, 173–189. doi:doi.10.1016/S0272-7358(99)00026-4
  • 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
  • Tov, W., Ng, N. L., Lin, H., & Qiu, L. (2013). Detecting well-being via computerized content analysis of brief diary entries. Psychological Assessment, 25, 1069–1078. doi:10.1037/a0033007
  • Turel, O., & Qahri-Saremi, H. (2016). Problematic use of social networking sites: Antecedents and consequence from a dual-system theory perspective. Journal of Management Information Systems, 33:4, 1087–1116. doi:10.1080/07421222.2016.1267529
  • Turner, S., Mota, N., Bolton, J., & Sareen, J. (2018). Self-medication with alcohol or drugs for mood and anxiety disorders: A narrative review of the epidemiological literature. Depression and Anxiety, 35, 851–860. doi:10.1002/da.22771
  • van Hoof, J. J., Bekkers, J., & van Vuuren, H. A. (2014). Son, you’re smoking on Facebook! College students’ disclosures on social networking sites as indicators of real-life risk behaviors. Computers in Human Behavior, 34, 249–257. doi:10.1016/j.chb.2014.02.008
  • van Swol, L. M., & Kane, A. (2019). Language and group processes: An integrative, interdisciplinary review. Small Group Processes, 50, 3–38. doi:10.1177/1046496418785019
  • Waterloo, S. F., Baumgartner, S. E., Peter, J., & Valkenburg, P. M. (2018). Norms of online expressions of emotion: Comparing Facebook, Twitter, Instagram, and WhatsApp. New Media & Society, 20, 1813–1831.
  • Wechsler, H., Lee, J. E., Kuo, M., Seibring, M., Nelson, T. F., & Lee, H. (2002). Trends in college binge drinking during a period of increased prevention efforts. Findings from 4 harvard school of public health college alcohol study surveys: 1993-2001. Journal American College Health, 50, 203–217. doi:10.1080/07448480209595713
  • Witkiewitz, K. (2011). Predictors of heavy drinking during and following treatment. Psychology of Addictive Behavior, 25, 426–438. doi:10.1037/a0022889
  • Yarkoni, T. (2010). Personality in 100,000 words: A large-scale analysis of personality and word use among bloggers. Journal of Research in Personality, 44, 363–373. doi:10.1016/j.jrp.2010.04.001

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