Mental Health Support and its Relationship to Linguistic Accommodation in Online Communities
Abstract
Many online communities cater to the critical and unmet needs of individuals challenged with mental illnesses. Generally, communities engender characteristic linguistic practices, known as norms. Conformance to these norms, or linguistic accommodation, encourages social approval and acceptance. This paper investigates whether linguistic accommodation impacts a specific social feedback: the support received by an individual in an online mental health community. We first quantitatively derive two measures for each post in these communities: 1) the linguistic accommodation it exhibits, and 2) the level of support it receives. Thereafter, we build a statistical framework to examine the relationship between these measures. Although the extent to which accommodation is associated with support varies, we find a positive link between the two, consistent across 55 Reddit communities serving various psychological needs. We discuss how our work surfaces a tension in the functioning of these sensitive communities, and present design implications for improving their support provisioning mechanisms.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Emotional and informational support have been found to be most prevalent and effective in several studies of online support and social media.
“These two forms of support have been found to be most prevalent and effective in several studies of online support and social media [38,62,66,67].”
From Psychosocial Effects of the COVID-19 Pandemic: Large-scale Quasi-Experimental Study on Social Media (2020) · cites this paper as [38]
Cites
Diagnostic and Statistical Manual of Mental Disorders
American Psychiatric Association (2013) · doi:10.1176/appi.books.9780890425596 · Cited by 116,369 · see citing works
Stress, social support, and the buffering hypothesis
Cohen, S., & Wills, T. A. (1985) · Psychological Bulletin · doi:10.1037/0033-2909.98.2.310 · Cited by 18,093 · see citing works
Bourdieu, P. (1990) · doi:10.1515/9781503621749 · Cited by 17,271 · see citing works
Stigma: Notes on the Management of Spoiled Identity
(1969) · Postgraduate Medical Journal · doi:10.1136/pgmj.45.527.642 · Cited by 14,251 · see citing works
(1975) · Medical Entomology and Zoology · Cited by 7,245 · see citing works
The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods
Tausczik, Y. R., & Pennebaker, J. W. (2010) · Journal of Language and Social Psychology · doi:10.1177/0261927x09351676 · Cited by 5,774 · see citing works
(1972) · Behavior Therapy · doi:10.1016/s0005-7894(72)80121-7 · Cited by 4,362 · see citing works
Cook, K. S., Cheshire, C., Rice, E. R. W., & Nakagawa, S. (2006) · The Blackwell Encyclopedia of Sociology · doi:10.1002/9781405165518.wbeoss149.pub2 · Cited by 3,642 · see citing works
Kawachi, I. I. (2001) · Journal of Heredity · doi:10.1093/jurban/78.3.458 · Cited by 3,564 · see citing works
Cognitive Psychology and Emotional Disorders
Williams, J. M. G. (1988) · UWA Profiles and Research Repository (UWA) · Cited by 1,871 · see citing works
Online Communities: Designing Usability, Supporting Sociability
Preece, J. J. (2000) · Industrial Management & Data Systems · doi:10.1108/imds.2000.100.9.459.3 · Cited by 1,390 · see citing works
The health-related functions of social support
Schaefer, C. A., Coyne, J. C., & Lazarus, R. S. (1981) · Journal of Behavioral Medicine · doi:10.1007/bf00846149 · Cited by 1,326 · see citing works
Eysenbach, G., Powell, J., Englesakis, M., Rizo, C., & Stern, A. (2004) · BMJ · doi:10.1136/bmj.328.7449.1166 · Cited by 1,268 · see citing works
The future of mental health care: peer-to-peer support and social media
Naslund, J. A., Aschbrenner, K. A., Marsch, L. A., & Bartels, S. J. (2016) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796015001067 · Cited by 1,180 · see citing works
Identity and deception in the virtual community
Donath, J. (2002) · Routledge eBooks · doi:10.4324/9780203194959-11 · Cited by 1,177 · see citing works
Type of social support and specific stress: Toward a theory of optimal matching.
Cutrona, C. E., & Russell, D. W. (1990) · Cited by 1,124 · see citing works
The Development and Enforcement of Group Norms
Feldman, D. C. (1984) · The Academy of Management Review · doi:10.5465/amr.1984.4277934 · Cited by 945 · see citing works
Kaplan, B. H., Cassel, J. C., & Gore, S. L. (1977) · Medical Care · doi:10.1097/00005650-197705001-00006 · Cited by 856 · see citing works
Mental Health Discourse on reddit: Self-Disclosure, Social Support, and Anonymity
De Choudhury, M., & De, S. (2014) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v8i1.14526 · Cited by 836 · see citing works
Who talks? The social psychology of illness support groups.
Davison, K. P., Pennebaker, J. W., & Dickerson, S. S. (2000) · American Psychologist · doi:10.1037/0003-066x.55.2.205 · Cited by 695 · see citing works
The Anthropology of Online Communities
Wilson, S. M., & Peterson, L. C. (2002) · Annual Review of Anthropology · doi:10.1146/annurev.anthro.31.040402.085436 · Cited by 576 · see citing works
The formation of group norms in computer-mediated communication
Postmes, T., Spears, R., & Lea, M. (2000) · Human Communication Research · doi:10.1093/hcr/26.3.341 · Cited by 557 · see citing works
Language Style Matching Predicts Relationship Initiation and Stability
Ireland, M. E., Slatcher, R. B., Eastwick, P. W., Scissors, L. E., Finkel, E. J., & Pennebaker, J. W. (2010) · Psychological Science · doi:10.1177/0956797610392928 · Cited by 532 · see citing works
(2007) · Cited by 521 · see citing works
Towards a theory of interpersonal accommodation through language: some Canadian data
Giles, H., Taylor, D. M., & Bourhis, R. Y. (1973) · Language in Society · doi:10.1017/s0047404500000701 · Cited by 519 · see citing works
Social Support and Cancer: Findings Based on Patient Interviews and Their Implications
Dunkel‐Schetter, C. (1984) · Journal of Social Issues · doi:10.1111/j.1540-4560.1984.tb01108.x · Cited by 482 · see citing works
Language Style Matching as a Predictor of Social Dynamics in Small Groups
Gonzales, A. L., Hancock, J. T., & Pennebaker, J. W. (2009) · Communication Research · doi:10.1177/0093650209351468 · Cited by 432 · see citing works
The Secret Life of Pronouns: Flexibility in Writing Style and Physical Health
Campbell, R. S., & Pennebaker, J. W. (2003) · Psychological Science · doi:10.1111/1467-9280.01419 · Cited by 430 · see citing works
Social Support, Negative Life Events and Mental Health
Dalgard, O. S., Bj⊘rk, S., & Tambs, K. (1995) · The British Journal of Psychiatry · doi:10.1192/bjp.166.1.29 · Cited by 413 · see citing works
It's not that i don't have problems, i'm just not putting them on facebook
Newman, M., Lauterbach, D., Munson, S. A., Resnick, P., & Morris, M. E. (2011) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/1958824.1958876 · Cited by 399 · see citing works
Cognitive Therapy and the Emotional Disorders
Mott, T. (1980) · The Journal of Nervous and Mental Disease · doi:10.1097/00005053-198004000-00012 · Cited by 398 · see citing works
Andalibi, N., Haimson, O. L., De Choudhury, M., & Forte, A. (2016) · Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems · doi:10.1145/2858036.2858096 · Cited by 378 · see citing works
Danescu-Niculescu-Mizil, C., West, R., Jurafsky, D., Leskovec, J., & Potts, C. (2013) · International World Wide Web Conference (WWW) · doi:10.1145/2488388.2488416 · Cited by 342 · see citing works
Danescu-Niculescu-Mizil, C., & Lee, L. (2011) · arXiv (Cornell University) · doi:10.48550/arxiv.1106.3077 · Cited by 329 · see citing works
Sensitive Self-disclosures, Responses, and Social Support on Instagram
Andalibi, N., Ozturk, P., & Forte, A. (2017) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/2998181.2998243 · Cited by 329 · see citing works
Danescu-Niculescu-Mizil, C., Lee, L., Pang, B., & Kleinberg, J. M. (2012) · International World Wide Web Conference (WWW) · doi:10.1145/2187836.2187931 · Cited by 287 · see citing works
Sparse Additive Generative Models of Text
Eisenstein, J., Ahmed, A. A., & Xing, E. P. (2018) · Figshare · doi:10.1184/r1/6476342 · Cited by 283 · see citing works
Wang, Y.-C., Kraut, R., & Levine, J. M. (2012) · Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work · doi:10.1145/2145204.2145329 · Cited by 282 · see citing works
The Buffering Effect of Social Support Subsequent to an Important Life Event
Lin, N., Woelfel, M. W., & Light, S. C. (1985) · Journal of Health and Social Behavior · doi:10.2307/2136756 · Cited by 263 · see citing works
Cutrona, C. E., & Suhr, J. A. (1994) · Cited by 259 · see citing works
The Language of Social Support in Social Media and Its Effect on Suicidal Ideation Risk
De Choudhury, M., & Kiciman, E. (2017) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v11i1.14891 · Cited by 202 · see citing works
Mark My Words! Linguistic Style Accommodation in Social MediaPreprint
Danescu-Niculescu-Mizil, C., Gamon, M., & Dumais, S. (2011) · arXiv (Cornell University) · doi:10.48550/arxiv.1105.0673 · Cited by 188 · see citing works
Linguistic Style Matching and Negotiation Outcome
Taylor, P. J., & Thomas, S. (2008) · Negotiation and Conflict Management Research · doi:10.1111/j.1750-4716.2008.00016.x · Cited by 185 · see citing works
Online Social Support: The Interplay of social networks and computer-mediated communication
Bambina, A. D. (2007) · Cited by 184 · see citing works
Bringing theory to research on computer-mediated comforting communication
Caplan, S. E., & Turner, J. S. (2005) · Computers in Human Behavior · doi:10.1016/j.chb.2005.08.003 · Cited by 181 · see citing works
Benefiting from Social Capital in Online Support Groups: An Empirical Study of Cancer Patients
Beaudoin, C. E., & Tao, C.-C. (2007) · CyberPsychology & Behavior · doi:10.1089/cpb.2007.9986 · Cited by 165 · see citing works
Helgeson, V. S., Cohen, S., Schulz, R., & Yasko, J. M. (2001) · Health Psychology · doi:10.1037//0278-6133.20.5.387 · Cited by 160 · see citing works
Leavitt, A. (2015) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/2675133.2675175 · Cited by 159 · see citing works
Helgeson, V. S., Cohen, S., Schulz, R., & Yasko, J. M. (2001) · Health Psychology · doi:10.1037/0278-6133.20.5.387 · Cited by 156 · see citing works
Chung, J. E. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.01.019 · Cited by 155 · see citing works
Encyclopedia of Language and Education
Hornberger, N. H., & Corson, D. (1997) · Springer eBooks · doi:10.1007/978-94-011-4535-0 · Cited by 149 · see citing works
Neural inhibition enables selection during language processing
Snyder, H. R., Hutchison, N., Nyhus, E., Curran, T., Banich, M. T., O’Reilly, R. C., & Munakata, Y. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1002291107 · Cited by 135 · see citing works
Whittaker, S., Isaacs, E. A., & O’Day, V. L. (1997) · ACM SIGCHI Bulletin · doi:10.1145/264853.264867 · Cited by 130 · see citing works
Danescu-Niculescu-Mizil, C., Gamon, M., & Dumais, S. (2011) · International World Wide Web Conference (WWW) · doi:10.1145/1963405.1963509 · Cited by 113 · see citing works
Modeling Self-Disclosure in Social Networking Sites
Wang, Y., Burke, M., & Kraut, R. E. (2016) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/2818048.2820010 · Cited by 110 · see citing works
Lawlor, A., & Kirakowski, J. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2013.11.015 · Cited by 107 · see citing works
Becker, B., & Mark, G. (2002) · Computer supported cooperative work · doi:10.1007/978-1-4471-0277-9_2 · Cited by 84 · see citing works
Support matching and satisfaction in an online breast cancer support community
Vlahovic, T. A., Wang, Y., Kraut, R. E., & Levine, J. M. (2014) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2556288.2557108 · Cited by 77 · see citing works
Clinical Questions in Online Health Communities
Huh, J. (2015) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/2675133.2675259 · Cited by 74 · see citing works
Commitment of Newcomers and Old-timers to Online Health Support Communities
Yang, D., Kraut, R. E., & Levine, J. M. (2017) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3025453.3026008 · Cited by 74 · see citing works
Mental Illness and Social Processes
Bennett, D. (1967) · PubMed Central · Cited by 65 · see citing works
Language use as a reflection of socialization in online communities
Nguyen, D., & Rosé, C. P. (2011) · Cited by 53 · see citing works
Identifying Emotional and Informational Support in Online Health Communities
Biyani, P., Caragea, C., Mitra, P., & Yen, J. (2014) · University of North Texas Digital Library (University of North Texas) · Cited by 53 · see citing works
VisOHC: Designing Visual Analytics for Online Health Communities
Kwon, B. C., Kim, S.-H., Lee, S., Choo, J., Huh, J., & Yi, J. S. (2015) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2015.2467555 · Cited by 47 · see citing works
Fernandes, S. M., & Bernardino, J. (2014) · International Database Engineering & Applications Symposium (IDEAS) · doi:10.1145/2790755.2790797 · Cited by 44 · see citing works
Towards Conceptual Convergence: An Examination of Interpersonal Adaptation
Toma, C. L. (2014) · Communication Quarterly · doi:10.1080/01463373.2014.890116 · Cited by 42 · see citing works
Beefmoves: Dissemination, Diversity, and Dynamics of English Borrowings in a German Hip Hop Forum
Garley, M., & Hockenmaier, J. (2012) · CUNY Academic Works (City University of New York) · Cited by 37 · see citing works
Mental illness and social processes
Scheff, T. J. (1967) · Medical Entomology and Zoology · Cited by 33 · see citing works
Communities, Values, Conventions and Actions
Biggs, M., & Büchler, D. (2015) · Routledge eBooks · doi:10.4324/9780203841327.ch5 · Cited by 24 · see citing works
Everitt, B. S. (1982) · Personality and Individual Differences · doi:10.1016/0191-8869(82)90017-4 · Cited by 19 · see citing works
Recipients' perceptions of support attempts across various stressful life events
Sullivan, C. F. (1996) · Communication Research Reports · doi:10.1080/08824099609362085 · Cited by 14 · see citing works
Pragmatic Alignment on Social Support Type in Health Forum Conversations
Wang, Y.-F., Yen, J., & Reitter, D. (2015) · CMCL@NAACL-HLT · doi:10.3115/v1/w15-1102 · Cited by 13 · see citing works
Park, A., Hartzler, A. L., Huh, J., McDonald, D. W., & Pratt, W. (2015) · PubMed Central · Cited by 13 · see citing works
Cognitive psychology and emotional disorders.
Bellack, A. S. (1992) · Clinical Psychology Review · doi:10.1016/0272-7358(92)90144-w · Cited by 13 · see citing works
Linguistic Style Matching and Negotiation OutcomePreprint
Taylor, P. J., & Thomas, S. (2005) · SSRN Electronic Journal · doi:10.2139/ssrn.736244 · Cited by 12 · see citing works
Online support groups for mental health
LawlorAideen, & KirakowskiJurek (2014) · Computers in Human Behavior · doi:10.5555/2753876.2753982 · Cited by 5 · see citing works
Flagged first, then by citations
2 of the 78 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data
Xu, X., Yao, B., Dong, Y., Gabriel, S., Yu, H., Hendler, J., Ghassemi, M., Dey, A. K., & Wang, D. (2024) · Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies · doi:10.1145/3643540 · Cited by 278 · see citing works
A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Support
Sharma, A., Miner, A., Atkins, D., & Althoff, T. (2020) · Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · doi:10.18653/v1/2020.emnlp-main.425 · Cited by 268 · see citing works
Beyond Screen Time: Identity Development in the Digital Age
Granic, I., Morita, H., & Scholten, H. (2020) · Psychological Inquiry · doi:10.1080/1047840x.2020.1820214 · Cited by 237 · see citing works
“Then, the contingent peer responses that follow these expressions can be identified and the extent to which these responses either dampen or amplify further contamination expressions can be tested (e.g. De Choudhury & Kiciman, 2017; Sharma & De Choudhury, 2018).”
BackgroundPsychosocial Effects of the COVID-19 Pandemic: Large-scale Quasi-Experimental Study on Social Media
Saha, K., Torous, J., Caine, E. D., & De Choudhury, M. (2020) · Journal of Medical Internet Research · doi:10.2196/22600 · Cited by 166 · see citing works
Sharma, A. K., Lin, I. W., Miner, A. S., Atkins, D. C., & Althoff, T. (2021) · International World Wide Web Conference (WWW) · doi:10.1145/3442381.3450097 · Cited by 168 · see citing works
Reclaiming Stigmatized Narratives
Gallagher, R. J., Stowell, E., Parker, A. G., & Welles, B. F. (2019) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3359198 · Cited by 130 · see citing works
From Treatment to Healing:Envisioning a Decolonial Digital Mental Health
Pendse, S. R., Nkemelu, D., Bidwell, N. J., Jadhav, S., Pathare, S., De Choudhury, M., & Kumar, N. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3501982 · Cited by 115 · see citing works
Ernala, S., Birnbaum, M., Candan, K. A., Rizvi, A., Sterling, W. A., Kane, J., & de Choudhury, M. (2019) · International Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300364 · Cited by 145 · see citing works
Conway, M., Hu, M., & Chapman, W. W. (2019) · Yearbook of Medical Informatics · doi:10.1055/s-0039-1677918 · Cited by 91 · see citing works
Learning from and with Menstrupedia
Tuli, A., Chopra, S., Kumar, N., & Singh, P. (2018) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3274443 · Cited by 91 · see citing works
Discovering Alternative Treatments for Opioid Use Recovery Using Social Media
Chancellor, S., Nitzburg, G. C., Hu, A., Zampieri, F., & Choudhury, M. D. (2019) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300354 · Cited by 91 · see citing works
Peng, Z., Guo, Q., Tsang, K. W., & Ma, X. (2020) · Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376695 · Cited by 81 · see citing works
Studies of Depression and Anxiety Using Reddit as a Data Source: Scoping Review
Boettcher, N. (2021) · JMIR Mental Health · doi:10.2196/29487 · Cited by 70 · see citing works
Pruksachatkun, Y., Pendse, S. R., & Sharma, A. (2019) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300294 · Cited by 71 · see citing works
Impact of contextual and personal determinants on online social conformity
Wijenayake, S., van Berkel, N., Kostakos, V., & Gonçalves, J. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106302 · Cited by 78 · see citing works
What is Spiritual Support and How Might It Impact the Design of Online Communities?
Smith, C. E., Kaur, A., Gach, K. Z., Terveen, L. G., Kreitzer, M., & O'Conner-Von, S. (2021) · Proc. ACM Hum. Comput. Interact. · doi:10.1145/3449117 · Cited by 71 · see citing works
Chopra, S., Zehrung, R., Shanmugam, T. A., & Choe, E. K. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445706 · Cited by 70 · see citing works
The Effect of Moderation on Online Mental Health Conversations
Wadden, D., August, T., Li, Q., & Althoff, T. (2021) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v15i1.18100 · Cited by 61 · see citing works
Chikersal, P., Belgrave, D. C. M., Doherty, G. J., Enrique, Á., Palacios, J. E., Richards, D., & Thieme, A. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376341 · Cited by 63 · see citing works
Wang, L., Wang, D., Tian, F., Peng, Z., Fan, X., Zhang, Z., Yu, M., Ma, X., & Wang, H. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3449083 · Cited by 85 · see citing works
"They Just Don't Get It": Towards Social Technologies for Coping with Interpersonal Racism
To, A., Sweeney, W., Hammer, J., & Kaufman, G. F. (2020) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3392828 · Cited by 63 · see citing works
Detection of Suicidality Among Opioid Users on Reddit: Machine Learning–Based Approach
Yao, H., Rashidian, S., Dong, X., Duanmu, H., Rosenthal, R. N., & Wang, F. (2020) · Journal of Medical Internet Research · doi:10.2196/15293 · Cited by 61 · see citing works
Cross-Cultural Differences in the Use of Online Mental Health Support Forums
Pendse, S. R., Niederhoffer, K. G., & Sharma, A. (2019) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3359169 · Cited by 60 · see citing works
Engagement Patterns of Peer-to-Peer Interactions on Mental Health Platforms
Sharma, A. K., Choudhury, M., Althoff, T., & Sharma, A. K. (2020) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v14i1.7328 · Cited by 62 · see citing works
Causal Factors of Effective Psychosocial Outcomes in Online Mental Health Communities
Saha, K., & Sharma, A. (2020) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v14i1.7326 · Cited by 72 · see citing works
"I Cannot Do All of This Alone"
Smith, C. E., Levonian, Z., Ma, H., Giaquinto, R. A., Lein-Mcdonough, G., Li, Z., O’Conner-Von, S., & Yarosh, S. (2020) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3402855 · Cited by 62 · see citing works
Understanding Moderation in Online Mental Health Communities
Saha, K., Ernala, S. K., Dutta, S., Sharma, E., & Choudhury, M. D. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-49576-3_7 · Cited by 49 · see citing works
Self-citationCognitive Reframing of Negative Thoughts through Human-Language Model Interaction
Sharma, A., Rushton, K., Lin, I. W., Wadden, D., Lucas, K., Miner, A. S., Nguyen, T., & Althoff, T. (2023) · Proceedings of the conference - Association for Computational Linguistics. Meeting · doi:10.18653/v1/2023.acl-long.555 · Cited by 76 · see citing works
Karusala, N., Seeh, D., Mugo, C., Guthrie, B. L., Moreno, M. A., John-Stewart, G. C., Inwani, I. W., Anderson, R., & Ronen, K. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445313 · Cited by 50 · see citing works
Chen, Y., & Yang, X. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18136855 · Cited by 49 · see citing works
Modeling Motivational Interviewing Strategies on an Online Peer-to-Peer Counseling Platform
Shah, R. S., Holt, F. V., Hayati, S. A., Agarwal, A., Wang, Y.-C., Kraut, R. E., & Yang, D. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3555640 · Cited by 55 · see citing works
Das, A., Selek, S., Warner, A. R., Zuo, X., Hu, Y., Kuttichi Keloth, V., Li, J., Zheng, W. J., & Xu, H. (2022) · Proceedings of the 21st Workshop on Biomedical Language Processing · doi:10.18653/v1/2022.bionlp-1.27 · Cited by 47 · see citing works
Menstrual (Im)Mobilities and Safe Spaces
Tuli, A., Chopra, S., Singh, P., & Kumar, N. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376653 · Cited by 43 · see citing works
Generative AI Characteristics, User Motivations, and Usage Intention
Kim, D., Kim, S., Kim, S., & Lee, B. H. (2024) · Journal of Computer Information Systems · doi:10.1080/08874417.2024.2442438 · Cited by 42 · see citing works
Quantifying the Effect of Social Presence on Online Social Conformity
Wijenayake, S., van Berkel, N., Kostakos, V., & Gonçalves, J. (2020) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3392863 · Cited by 32 · see citing works
Measuring the Effects of Gender on Online Social Conformity
Wijenayake, S., van Berkel, N., Kostakos, V., & Gonçalves, J. (2019) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3359247 · Cited by 31 · see citing works
Priya, P., Firdaus, M., & Ekbal, A. (2023) · Expert Systems with Applications · doi:10.1016/j.eswa.2023.120025 · Cited by 28 · see citing works
Mittal, S., & Choudhury, M. D. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3580834 · Cited by 34 · see citing works
Understanding the Online Social Support Dynamics for Postpartum Depression
Progga, F. T., Kumar, A. S., & Rubya, S. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3581311 · Cited by 28 · see citing works
Peng, Z., Ma, X., Yang, D., Tsang, K. W., & Guo, Q. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445446 · Cited by 26 · see citing works
Exploring Self-Identified Counseling Expertise in Online Support Forums
Lahnala, A., Zhao, Y., WELCH, C. A., Kummerfeld, J. K., An, L. C., Resnicow, K., Mihalcea, R. F., & Pérez‐Rosas, V. (2021) · Findings of the Association for Computational Linguistics: ACL (Findings of ACL) · doi:10.18653/v1/2021.findings-acl.392 · Cited by 27 · see citing works
Soubutts, E., Marshall, P., Mcnaney, R., Shrestha, P., Davidson, B. I., Qu, C., Mindel, C., & Sefi, A. (2024) · International Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642641 · Cited by 28 · see citing works
Veteran Critical Theory as a Lens to Understand Veterans' Needs and Support on Social Media
Zhou, J., Saha, K., Carron, I. M. L., Yoo, D. W., Deeter, C. R., Choudhury, M. D., & Arriaga, R. I. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3512980 · Cited by 26 · see citing works
How HCI Bridges Health and Design in Online Health Communities: A Systematic Review
Gatos, D., Günay, A., Kırlangıç, G., Kuşçu, K., & Yantaç, A. E. (2021) · Designing Interactive Systems Conference · doi:10.1145/3461778.3462100 · Cited by 25 · see citing works
Bursts of Activity: Temporal Patterns of Help-Seeking and Support in Online Mental Health Forums
Kushner, T., & Sharma, A. (2020) · International World Wide Web Conference (WWW) · doi:10.1145/3366423.3380056 · Cited by 25 · see citing works
Takano, M., & Takaaki, T. (2019) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v13i01.3353 · Cited by 24 · see citing works
Supporters First: Understanding Online Social Support on Mental Health from a Supporter Perspective
Kim, M., Saha, K., Choudhury, M. D., & Choi, D. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3579525 · Cited by 25 · see citing works
Explain like I am a Scientist: The Linguistic Barriers of Entry to r/science
August, T., Card, D., Hsieh, G., Smith, N. A., & Reinecke, K. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376524 · Cited by 23 · see citing works
Helping the Helper : Supporting Peer Counselors via AI-Empowered Practice and Feedback
Hsu, S.-L., Shah, R. S., Senthil, P., Ashktorab, Z., Dugan, C., Geyer, W., & Yang, D. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3710993 · Cited by 69 · see citing works
Ismail, N. H., Liu, N., Du, M., He, Z., & Hu, X. (2020) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-020-01272-1 · Cited by 21 · see citing works
CASS: Towards Building a Social-Support Chatbot for Online Health CommunityPreprint
Wang, L., Wang, D., Tian, F., Peng, Z., Fan, X., Zhang, Z., Ma, S., Yu, M., Ma, X., & Wang, H. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2101.01583 · Cited by 22 · see citing works
Quantifying the Causal Effects of Conversational Tendencies
Zhang, J., Mullainathan, S., & Danescu-Niculescu-Mizil, C. (2020) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3415202 · Cited by 23 · see citing works
Using the Lenses of Emotion and Support to Understand Unemployment Discourse on Reddit
Garg, R., Kapadia, Y., & Sengupta, S. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3449088 · Cited by 21 · see citing works
Designing for Youth-Centered Moderation and Community Governance in Minecraft
Tekinbaş, K. S., Jagannath, K., Lyngs, U., & Slovák, P. (2021) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3450290 · Cited by 21 · see citing works
Exploring the Effects of AI-assisted Emotional Support Processes in Online Mental Health Community
Shin, D., Park, S., Kim, E. H., Kim, S., Seo, J., & Hong, H. (2022) · CHI Conference on Human Factors in Computing Systems Extended Abstracts · doi:10.1145/3491101.3519854 · Cited by 21 · see citing works
Measuring Linguistic Synchrony in Psychotherapy
Shapira, N., Atzil–Slonim, D., Tuval‐Mashiach, R., & Shapira, O. (2022) · Workshop on Computational Linguistics and Clinical Psychology (CLPsych) · doi:10.18653/v1/2022.clpsych-1.14 · Cited by 20 · see citing works
Understanding Disclosure and Support for Youth Mental Health in Social Music Communities
Jin, Y., Cai, W., Chen, L., Dai, Y., & Jiang, T. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3579629 · Cited by 21 · see citing works
Online Self-Disclosure, Social Support, and User Engagement During the COVID-19 Pandemic
Lee, J., Rajtmajer, S. M., Srivatsavaya, E., & Wilson, S. (2023) · ACM Transactions on Social Computing · doi:10.1145/3617654 · Cited by 22 · see citing works
#PoetsOfInstagram: Navigating The Practices And Challenges Of Novice Poets On Instagram
De, A., & Lu, Z. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642173 · Cited by 23 · see citing works
A Social Media Study on Mental Health Status Transitions Surrounding Psychiatric Hospitalizations
Ernala, S., Kashiparekh, K., Bolous, A., Ali, A. F., Kane, J., Birnbaum, M., & de Choudhury, M. (2021) · Proc. ACM Hum. Comput. Interact. · doi:10.1145/3449229 · Cited by 19 · see citing works
Chen, Y., & Yang, X. (2021) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3411763.3451644 · Cited by 18 · see citing works
How affordances and social norms shape the discussion of harmful social media challenges on reddit
Park, J., Lediaeva, I., Lopez, M., Godfrey, A. J., Madathil, K. C., Zinzow, H. M., & Wiśniewski, P. (2023) · Human Factors in Healthcare · doi:10.1016/j.hfh.2023.100042 · Cited by 17 · see citing works
Smith, C. E., Miller, H. J., & Levonian, Z. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3610035 · Cited by 17 · see citing works
How Successful Is Transfer Learning for Detecting Anorexia on Social Media?
López-Úbeda, P., Plaza-del-Arco, F., Díaz-Galiano, M., & Martín-Valdivia, M. (2021) · Applied Sciences · doi:10.3390/app11041838 · Cited by 22 · see citing works
Metrics for Peer Counseling: Triangulating Success Outcomes for Online Therapy Platforms
Wang, T., Shah, H. K., Shah, R. S., Wang, Y.-C., Kraut, R. E., & Yang, D. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3581372 · Cited by 16 · see citing works
Characterization of Anxiety, Depression, and their Comorbidity from Texts of Social Networks
de Souza, V. B., Nobre, J. C., & Becker, K. E. (2020) · Simpósio Brasileiro de Bancos de Dados (SBBD) · doi:10.5753/sbbd.2020.13630 · Cited by 15 · see citing works
Yao, Z. Q., Yang, D., Levine, J. M., Low, C. A., Smith, T. G., Zhu, H., & Kraut, R. E. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3449245 · Cited by 15 · see citing works
Quantifying determinants of social conformity in an online debating website
Wijenayake, S., van Berkel, N., Kostakos, V., & Gonçalves, J. (2021) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2021.102743 · Cited by 14 · see citing works
High Risk, High Reward: Social Networking Online in Under-resourced Communities
Hui, J. S., King, J., Mcleod, C., & Gonzales, A. L. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3581084 · Cited by 14 · see citing works
Machine and Human Understanding of Empathy in Online Peer Support: A Cognitive Behavioral Approach
Syed, S., Iftikhar, Z., Xiao, A. W., & Huang, J. J. S. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642034 · Cited by 14 · see citing works
Investigating Self-injury Support Solicitations and Responses on a Mobile Peer Support Application
Kruzan, K. P., Bazarova, N. N., & Whitlock, J. L. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3479498 · Cited by 14 · see citing works
AI Chatbots for Mental Health Self-Management: Lived Experience–Centered Qualitative Study
Yoo, D. W., Shi, J. M., Rodriguez, V. J., & Saha, K. (2026) · JMIR Mental Health · doi:10.2196/78288 · Cited by 19 · see citing works
"I'm gonna KMS": From Imminent Risk to Youth Joking about Suicide and Self-Harm via Social Media
Ali, N. S., Qadir, S., Alsoubai, A., Choudhury, M. D., Razi, A., & Wiśniewski, P. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642489 · Cited by 13 · see citing works
Li, Z., Zhu, Z., Gui, X.-N., & Luo, Y. (2025) · Int. J. Hum. Comput. Stud. · doi:10.1016/j.ijhcs.2025.103555 · Cited by 23 · see citing works
Social Media Reveals Psychosocial Effects of the COVID-19 PandemicPreprint
Saha, K., Torous, J. B., Caine, E. D., & Choudhury, M. D. (2020) · medRxiv · doi:10.1101/2020.08.07.20170548 · Cited by 13 · see citing works
Fang, A., Chhabria, H., Maram, A., & Zhu, H. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713115 · Cited by 12 · see citing works
What Makes Digital Support Effective? How Therapeutic Skills Affect Clinical Well-Being
Yang, W., Fang, A., Shah, R. S., Mathur, Y., Yang, D., Zhu, H., & Kraut, R. E. (2024) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3641029 · Cited by 18 · see citing works
Wani, A. S., Joshi, I., Nahvi, N. I., & Singh, P. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642507 · Cited by 12 · see citing works
Souza, V., Nobre, J. C., & Becker, K. E. (2021) · Journal of Information and Data Management · doi:10.5753/jidm.2021.1901 · Cited by 12 · see citing works
Exploring Disorder-Aware Attention for Clinical Event Extraction
Yadav, S., Ramteke, P., Ekbal, A., Saha, S., & Bhattacharyya, P. (2020) · ACM Trans. Multim. Comput. Commun. Appl. · doi:10.1145/3372328 · Cited by 13 · see citing works
Takano, M., & Yokotani, K. (2022) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v16i1.19351 · Cited by 10 · see citing works
Marcu, G. M., & Huh, J. (2023) · Designing Interactive Systems Conference · doi:10.1145/3563657.3596009 · Cited by 10 · see citing works
On the Design Risks of Empathy Fatigue
Nourriz, S., Bezabih, A. M., & Smith, C. E. (2024) · doi:10.1145/3661790.3661798 · Cited by 10 · see citing works
A Study on Mental Health Discussion through Reddit
Kamarudin, N. S., Beigi, G., & Liu, H. (2021) · International Conference on Software Engineering and Computer Systems · doi:10.1109/icsecs52883.2021.00122 · Cited by 10 · see citing works
Kim, J., Park, O.-Y., & Park, E. (2025) · Information Communication & Society · doi:10.1080/1369118x.2025.2460558 · Cited by 8 · see citing works
Mental wellbeing effects of disclosing life events on social media
Saha, K., Yoo, D. W., Swain, V. D., & Choudhury, M. D. (2025) · Scientific Reports · doi:10.1038/s41598-025-07295-w · Cited by 10 · see citing works
Social Alignment Contagion in Online Social Networks
Mirlohi, A., Mahdavimoghaddam, J., Jovanović, J., Al-Obeidat, F., Khani, M., Ghorbani, A., & Bagheri, E. (2024) · IEEE Transactions on Computational Social Systems · doi:10.1109/tcss.2022.3226346 · Cited by 6 · see citing works
The impact of social network structure on the growth and survival of online communities
Tsugawa, S., & Niida, S. (2019) · IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM) · doi:10.1145/3341161.3343526 · Cited by 8 · see citing works
Detecting Bot-Generated Text by Characterizing Linguistic Accommodation in Human-Bot Interactions
Bhatt, P., & Rios, A. (2021) · Findings of the Association for Computational Linguistics: ACL (Findings of ACL) · doi:10.18653/v1/2021.findings-acl.286 · Cited by 8 · see citing works
Quantifying the Effects of Age-Related Stereotypes on Online Social Conformity
Wijenayake, S., Hu, J., Kostakos, V., & Gonçalves, J. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-85610-6_26 · Cited by 8 · see citing works
Kaliappan, S., Liu, C., Jain, Y., Karkar, R., & Saha, K. (2025) · JMIR Aging · doi:10.2196/68890 · Cited by 7 · see citing works
Butorac, I., McNaney, R., Seguin, J. P., Olivier, P. L., Northam, J. C., Tully, L. A., Carl, T., & Carter, A. (2025) · JMIR Pediatrics and Parenting · doi:10.2196/65163 · Cited by 9 · see citing works
The Practice of Online Peer Counseling and the Potential for AI-Powered Support Tools
Wang, T., Bruckman, A. S., & Yang, D. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3711089 · Cited by 7 · see citing works
The Future of Research on Online Health Communities: Discussing Membership, Structure, and Support
Papoutsaki, A., Huh, J., MacLeod, H., Mamykina, L., Miller, A., Yarosh, S., & Epstein, D. A. (2021) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/3462204.3481721 · Cited by 7 · see citing works
Cai, Y., Wei, E., & Cai, X. (2024) · PLoS ONE · doi:10.1371/journal.pone.0307042 · Cited by 6 · see citing works
With Help from Afar: Cross-Local Communication in an Online COVID-19 Pandemic Community
Tsai, C.-H., Gui, X., Kou, Y., & Carroll, J. M. (2021) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3476062 · Cited by 7 · see citing works
Pendse, S. R., Kumar, N., & Choudhury, M. D. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642477 · Cited by 6 · see citing works
Knowledge sharing discourse types used by key actors in online affinity spaces
Sharma, P. R., Li, Q., & Land, S. M. (2021) · Information and Learning Sciences · doi:10.1108/ils-09-2020-0211 · Cited by 6 · see citing works
Zhang, H., Zhang, J., Zhou, Y., Louie, R., Kim, T., Guo, Q., Li, S., & Peng, Z. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3711031 · Cited by 6 · see citing works
- Authors
- Sharma, E., & De Choudhury, M.
- Affiliations
- Georgia Institute of Technology (US)
- Georgia Institute of Technology, Atlanta, GA, USA
- Venue
- Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems
- Publisher
- ACM
- Published
- 2018-04-21
- Pages
- 1-13
- OpenAlex
- W2795743556
- Cited by
- 156
- References
- 78
- Citations by year
- 2026: 29 · 2025: 18 · 2024: 15 · 2023: 18 · 2022: 13 · 2021: 28 · 2020: 23 · 2019: 11 · 2018: 1
- FWCI
- 28.28
- Type
- conference paper
- Language
- en
- Open access
- closed
- Locations
- CHI Conference on Human Factors in Computing Systems (publishedVersion)
- Funders
- National Institutes of Health (R01GM112697)
- Topics
- Social Sciences › Psychology › Social Psychology › Mental Health via Writing
- Physical Sciences › Computer Science › Human-Computer Interaction › Digital Communication and Language
- Physical Sciences › Computer Science › Human-Computer Interaction › Innovative Human-Technology Interaction
- Keywords
- linguistic accommodation, online mental health communities, social support, language norms, Reddit, social feedback, online communities, social acceptance
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review