Sociotechnical Challenges and Progress in Using Social Media for Health
Open accessAbstract
Social media tools that connect patients, caregivers, and health providers offer great potential for helping people access health advice, receive and give social support, manage or cope with chronic conditions, and make day-to-day health decisions. These systems have seen widespread adoption, but often fail to support the goals as fully as designers and users would like. Through Ackerman's lens of the "sociotechnical gap" and computer supported cooperative work (CSCW) as a science of the artificial, we review contemporary sociotechnical challenges and progress for using social media to support health. These challenges include a tension between privacy and sharing, policy information credibility, accessibility, and tailoring in social spaces. Those studying, building, deploying, and using social media systems to further health goals will benefit from approaching this work by borrowing from Ackerman's framing of CSCW. In particular, this requires acknowledgment that technical systems will not fully meet our social goals, and then adopting design and educational approaches that are appropriate to fill this gap, building less-nuanced systems as partial solutions and tools for advancing our understanding, and by working with the CSCW research community to develop and pursue key lines of inquiry.
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Concerns about online searching, privacy, and professionalism have been suggested as barriers to doctors' use of social media.
“While concerns about online searching [22,23], privacy [24], and professionalism [25] have been suggested as barriers to the use of social media by doctors, the slow adoption of social media also represents a possible lost opportunity for the medical profession at large to engage with patients and the general community.”
From How Doctors View and Use Social Media: A National Survey (2014) · cites this paper as [24]
Health care organizations experience barriers regarding privacy, confidentiality, reputation management, and the dissemination of inaccurate health information.
“Health care organizations also experience barriers regarding privacy, confidentiality, reputation management, and the dissemination of inaccurate health information [55-57].”
From Improving the Theoretical Understanding Toward Patient-Driven Health Care Innovation Through Online Value Cocreation: Systematic Review (2020) · cites this paper as [56]
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Cites
The theory of planned behavior
Ajzen, I. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90020-t · Cited by 90,587 · see citing works
The Presentation of Self in Everyday Life.
Naegele, K. D., & Goffman, E. (1956) · American Sociological Review · doi:10.2307/2089106 · Cited by 26,021 · see citing works
Nudge: improving decisions about health, wealth, and happiness
(2008) · Choice Reviews Online · doi:10.5860/choice.46-0977 · Cited by 11,614 · see citing works
Loss aversion in riskless choice: A reference-dependent model.
Tversky, A., & Kahneman, D. (1991) · The Quarterly Journal of Economics · doi:10.2307/2937956 · Cited by 6,432 · see citing works
Presentation of Self in Everyday Life, the
&, L. L. K., & Holtz-Bacha, C. (2008) · Sage eBooks · doi:10.4135/9781412953993.n530 · Cited by 3,796 · see citing works
Internet Users' Information Privacy Concerns (IUIPC): The Construct, the Scale, and a Causal Model
Malhotra, N. K., Kim, S. S., & Agarwal, J. (2004) · Information Systems Research · doi:10.1287/isre.1040.0032 · Cited by 3,173 · see citing works
Cialdini, R. B., Kallgren, C. A., & Reno, R. R. (1991) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60330-5 · Cited by 3,143 · see citing works
An Extended Privacy Calculus Model for E-Commerce Transactions
Dinev, T., & Hart, P. (2006) · Information Systems Research · doi:10.1287/isre.1060.0080 · Cited by 2,640 · see citing works
Robust De-anonymization of Large Sparse Datasets
Narayanan, A., & Shmatikov, V. (2008) · 2008 IEEE Symposium on Security and Privacy (sp 2008) · doi:10.1109/sp.2008.33 · Cited by 2,372 · see citing works
Resnick, P., Kuwabara, K., Zeckhauser, R., & Friedman, E. (2000) · Communications of the ACM · doi:10.1145/355112.355122 · Cited by 2,190 · see citing works
Information Privacy Concerns, Procedural Fairness, and Impersonal Trust: An Empirical Investigation
Culnan, M. J., & Armstrong, P. K. (1999) · Organization Science · doi:10.1287/orsc.10.1.104 · Cited by 1,870 · see citing works
The Privacy Paradox: Personal Information Disclosure Intentions versus Behaviors
NORBERG, P. A., HORNE, D. R., & HORNE, D. A. (2007) · Journal of Consumer Affairs · doi:10.1111/j.1745-6606.2006.00070.x · Cited by 1,526 · see citing works
Shafir, E. (1993) · Cognition · doi:10.1016/0010-0277(93)90034-s · Cited by 1,453 · see citing works
Attitudinal and normative variables as predictors of specific behavior.
Ajzen, I., & Fishbein, M. (1973) · Journal of Personality and Social Psychology · doi:10.1037/h0034440 · Cited by 1,165 · see citing works
Nudge: Improving Decisions About Health, Wealth, and Happiness
Hoyt, G. M. (2009) · International Review of Economics Education · doi:10.1016/s1477-3880(15)30073-6 · Cited by 1,164 · see citing works
Privacy and rationality in individual decision making
Acquisti, A., & Grossklags, J. (2005) · IEEE Security and Privacy Magazine · doi:10.1109/msp.2005.22 · Cited by 1,123 · see citing works
Angst, C. M., & Agarwal, R. (2009) · MIS Quarterly · doi:10.2307/20650295 · Cited by 1,043 · see citing works
Understanding tailoring in communicating about health
Hawkins, R. P., Kreuter, M., Resnicow, K., Fishbein, M., & Dijkstra, A. (2008) · Health Education Research · doi:10.1093/her/cyn004 · Cited by 934 · cited 1× · see citing works
“Tailoring health messages has shown promise for increasing individuals’ likelihood of attending to and complying with them [88].”
BackgroundThe Intellectual Challenge of CSCW: The Gap Between Social Requirements and Technical Feasibility
Ackerman, M. S. (2000) · Human–Computer Interaction · doi:10.1207/s15327051hci1523_5 · Cited by 892 · see citing works
Fish’n’Steps: Encouraging Physical Activity with an Interactive Computer Game
Lin, J. J.-W., Mamykina, L., Lindtner, S., Delajoux, G., & Strub, H. B. (2006) · Lecture notes in computer science · doi:10.1007/11853565_16 · Cited by 853 · see citing works
Hawn, C. (2009) · Health Affairs · doi:10.1377/hlthaff.28.2.361 · Cited by 821 · see citing works
Design requirements for technologies that encourage physical activity
Consolvo, S., Everitt, K., Smith, I., & Landay, J. A. (2006) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1124772.1124840 · Cited by 801 · see citing works
Information Privacy Concerns: Linking Individual Perceptions with Institutional Privacy Assurances
Xu, H., Dinev, T., Smith, J., & Hart, P. (2011) · Journal of the Association for Information Systems · doi:10.17705/1jais.00281 · Cited by 776 · see citing works
The Presentation of Self in Everyday Life. Harmondsworth (Penguin) 1959.
Goffman, E. (1959) · Cited by 610 · see citing works
Attitudinal and normative variables as predictors of specific behaviors.
Ajzen, I., & Fishbein, M. (1973) · Cited by 599 · see citing works
Butler, D. (2013) · Nature · doi:10.1038/494155a · Cited by 517 · see citing works
Changes in use and perception of facebook
Lampe, C., Ellison, N. B., & Steinfield, C. (2008) · Proceedings of the 2008 ACM conference on Computer supported cooperative work · doi:10.1145/1460563.1460675 · Cited by 505 · see citing works
Infodemiology: tracking flu-related searches on the web for syndromic surveillance.
Eysenbach, G. (2006) · PubMed · Cited by 414 · 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
Self-citationDefaults, Framing and Privacy: Why Opting In-Opting Out1
Johnson, E. J., Bellman, S., & Lohse, G. L. (2002) · Marketing Letters · doi:10.1023/a:1015044207315 · Cited by 388 · see citing works
Beyond Concern: Understanding Net Users' Attitudes about Online Privacy
Cranor, L. F., Reagle, J., & Ackerman, M. S. (2000) · The MIT Press eBooks · doi:10.7551/mitpress/3874.003.0008 · Cited by 384 · see citing works
Exploring Goal-setting, Rewards, Self-monitoring, and Sharing to Motivate Physical Activity
Munson, S. A., & Consolvo, S. (2012) · International Conference on Pervasive Computing Technologies for Healthcare · doi:10.4108/icst.pervasivehealth.2012.248691 · Cited by 360 · see citing works
Self-citationBeyond Concern: Understanding Net Users' Attitudes About Online PrivacyPreprint
Cranor, L. F., Reagle, J., & Ackerman, M. S. (1999) · arXiv (Cornell University) · doi:10.48550/arxiv.cs/9904010 · Cited by 337 · see citing works
Flaming, Complaining, Abstaining: How Online Users Respond to Privacy Concerns
Sheehan, K. B., & Hoy, M. G. (1999) · Journal of Advertising · doi:10.1080/00913367.1999.10673588 · Cited by 329 · see citing works
Terveen, L., & McDonald, D. W. (2005) · ACM Transactions on Computer-Human Interaction · doi:10.1145/1096737.1096740 · Cited by 315 · see citing works
Harnessing the cloud of patient experience: using social media to detect poor quality healthcare
Greaves, F., Ramirez-Cano, D., Millett, C., Darzi, A., & Donaldson, L. (2013) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001527 · Cited by 272 · see citing works
Fit4life: the design of a persuasive technology promoting healthy behavior and ideal weight
Purpura, S., Schwanda, V., Williams, K., Stubler, W., & Sengers, P. (2011) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1978942.1979003 · Cited by 264 · see citing works
Managing the Personal Side of Health: How Patient Expertise Differs from the Expertise of Clinicians
Hartzler, A., & Pratt, W. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1728 · Cited by 259 · see citing works
Personality and Persuasive Technology: An Exploratory Study on Health-Promoting Mobile Applications
Halko, S., & Kientz, J. A. (2010) · Lecture notes in computer science · doi:10.1007/978-3-642-13226-1_16 · Cited by 256 · see citing works
Predicting Social Security numbers from public data
Acquisti, A., & Ralph Gross, A. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0904891106 · Cited by 247 · see citing works
SpiroSmart: using a microphone to measure lung function on a mobile phone
Larson, E. C., Goel, M., Boriello, G., Heltshe, S., Rosenfeld, M., & Patel, S. N. (2012) · Proceedings of the 2012 ACM Conference on Ubiquitous Computing · doi:10.1145/2370216.2370261 · Cited by 245 · see citing works
Richardson, C. R., Buis, L. R., Janney, A. W., Goodrich, D. E., Sen, A., Hess, M. L., Mehari, K. S., Fortlage, L. A., Resnick, P. J., Zikmund-Fisher, B. J., et al. (2010) · Journal of Medical Internet Research · doi:10.2196/jmir.1338 · Cited by 239 · see citing works
Diabetes Self-Management Care via Cell Phone: A Systematic Review
Krishna, S., & Boren, S. A. (2008) · Journal of Diabetes Science and Technology · doi:10.1177/193229680800200324 · Cited by 225 · see citing works
Accurate and privacy preserving cough sensing using a low-cost microphone
Larson, E. C., Lee, T.-J., Liu, S. T. H., Rosenfeld, M., & Patel, S. (2011) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/2030112.2030163 · Cited by 224 · see citing works
A study of privacy settings errors in an online social network
Madejski, M., Johnson, M., & Bellovin, S. M. (2012) · IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops) · doi:10.1109/percomw.2012.6197507 · Cited by 189 · see citing works
Dwelling Disparities: How Poor Housing Leads to Poor Health
Hood, E. (2005) · Environmental Health Perspectives · doi:10.1289/ehp.113-a310 · Cited by 188 · see citing works
Catalyzing social support for breast cancer patients
Skeels, M. M., Unruh, K. T., Powell, C., & Pratt, W. (2010) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1753326.1753353 · Cited by 163 · see citing works
Social media policies at US medical schools
Kind, T., Genrich, G., Sodhi, A., & Chretien, K. C. (2010) · Medical Education Online · doi:10.3402/meo.v15i0.5324 · Cited by 161 · see citing works
A Ubiquitous Chronic Disease Care system using cellular phones and the internet
Yoo, H. J., Park, M. S., Kim, T. N., Yang, S. J., Cho, G. J., Hwang, T. G., Baik, S. H., Choi, D. S., Park, G. H., & Choi, K. M. (2009) · Diabetic Medicine · doi:10.1111/j.1464-5491.2009.02732.x · Cited by 161 · see citing works
van der Velden, M., & Emam, K. E. (2012) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2012-000949 · Cited by 157 · see citing works
Grimes, A., Bednar, M., Bolter, J. D., & Grinter, R. E. (2008) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/1460563.1460579 · Cited by 154 · see citing works
Evaluation of a Telemedicine Service for the Secondary Prevention of Coronary Artery Disease
Blasco, A., Carmona, M., Fernández-Lozano, I., Salvador, C. H., Pascual, M., Sagredo, P. G., Somolinos, R., Muñoz, A., García-López, F., Escudier, J. M., et al. (2012) · Journal of Cardiopulmonary Rehabilitation and Prevention · doi:10.1097/hcr.0b013e3182343aa7 · Cited by 115 · see citing works
Privacy in Multimedia Communications: Protecting Users, Not Just Data
Adams, A., & Angela Sasse, M. (2001) · People and Computers XV—Interaction without Frontiers · doi:10.1007/978-1-4471-0353-0_4 · Cited by 114 · see citing works
Byrne, E., & Sahay, S. (2006) · Information Technology for Development · doi:10.1002/itdj.20052 · Cited by 109 · see citing works
Decision bias and personnel selection strategies
Huber, V. L., Neale, M. A., & Northcraft, G. B. (1987) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(87)90009-4 · Cited by 108 · see citing works
Prescriptive persuasion and open-ended social awareness: expanding the design space of mobile health
Baumer, E. P. S., Katz, S. J., Freeman, J. E., Adams, P., Gonzales, A. L., Pollak, J., Retelny, D., Niederdeppe, J., Olson, C. M., & Gay, G. K. (2012) · Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work · doi:10.1145/2145204.2145279 · Cited by 107 · see citing works
Privacy policies and practices
Smith, H. J. (1993) · Communications of the ACM · doi:10.1145/163298.163349 · Cited by 104 · see citing works
Personal health information management: consumers' perspectives.
Civan, A., Skeels, M. M., Stolyar, A., & Pratt, W. (2006) · Europe PMC (PubMed Central) · Cited by 96 · see citing works
Happier Together: Integrating a Wellness Application into a Social Network Site
Munson, S. A., Lauterbach, D., Newman, M. W., & Resnick, P. (2010) · Lecture Notes in Computer Science · doi:10.1007/978-3-642-13226-1_5 · Cited by 86 · see citing works
Self-citationHealth promotion as activism: building community capacity to effect social change
Parker, A., Kantroo, V., Lee, H. R., Osornio, M., Sharma, M., & Grinter, R. (2012) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/2207676.2207692 · Cited by 84 · see citing works
Messin’ with Texas Deriving Mother’s Maiden Names Using Public Records
Griffith, V., & Jakobsson, M. (2005) · Lecture notes in computer science · doi:10.1007/11496137_7 · Cited by 81 · see citing works
Cultivating healthy places and communities: evidenced-based nature contact recommendations
Largo-Wight, E. (2011) · International Journal of Environmental Health Research · doi:10.1080/09603123.2010.499452 · Cited by 81 · see citing works
Resnick, P., Janney, A. W., Buis, L. R., & Richardson, C. R. (2010) · Journal of Medical Internet Research · doi:10.2196/jmir.1339 · Cited by 64 · see citing works
Exploring personality-targeted UI design in online social participation systems
Nov, O., Arazy, O., López, C., & Brusilovsky, P. L. (2013) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2470654.2470707 · Cited by 64 · see citing works
Locating patient expertise in everyday life
Civan, A., McDonald, D. W., Unruh, K. T., & Pratt, W. (2009) · Proceedings of the 2009 ACM International Conference on Supporting Group Work · doi:10.1145/1531674.1531718 · Cited by 48 · see citing works
Wellness: the history and development of a concept
Miller, J. W. (2014) · DuEPublico (University of Duisburg-Essen) · Cited by 46 · see citing works
Evaluating Active U: an internet-mediated physical activity program
Buis, L. R., Poulton, T. A., Holleman, R. G., Sen, A., Resnick, P., Goodrich, D. E., Palma-Davis, L., & Richardson, C. R. (2009) · BMC Public Health · doi:10.1186/1471-2458-9-331 · Cited by 44 · see citing works
Advances in Network Analysis and its Applications
Kranakis, E. (2012) · Mathematics in industry · doi:10.1007/978-3-642-30904-5 · Cited by 42 · see citing works
Testing the reference-dependent model: an experiment on asymmetrically dominated reference points
Herne, K. (1998) · Journal of Behavioral Decision Making · doi:10.1002/(sici)1099-0771(199809)11:3 · Cited by 41 · see citing works
A pilot study of mobile phone-based therapy for obese patients
Morak, J., Schindler, K., Goerzer, E., Kastner, P., Toplak, H., Ludvik, B., & Schreier, G. (2008) · Journal of Telemedicine and Telecare · doi:10.1258/jtt.2008.003015 · Cited by 40 · see citing works
Determining the privacy policy deficiencies of health ICT applications through semi-formal modelling
Croll, P. (2010) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2010.10.006 · Cited by 32 · see citing works
Sermo: A Community-Based, Knowledge EcosystemPreprint
Bray, D. A., Croxson, K., Dutton, W. H., & Konsynski, B. R. (2007) · SSRN Electronic Journal · doi:10.2139/ssrn.1016483 · Cited by 29 · see citing works
The internet upheaval. raising questions, seeking answers in communications policy
McEwan, T. (2001) · Telecommunications Policy · doi:10.1016/s0308-5961(01)00017-9 · Cited by 29 · see citing works
Hartzler, A. L., Skeels, M. M., Mukai, M., Powell, C., Klasnja, P., & Pratt, W. (2011) · PubMed Central · Cited by 26 · see citing works
Investigating Social Software as Persuasive Technology
Khaled, R., Barr, P., Noble, J., & Biddle, R. (2006) · Lecture notes in computer science · doi:10.1007/11755494_15 · Cited by 23 · see citing works
Watts, G. (2008) · BMJ · doi:10.1136/bmj.a3076 · Cited by 20 · see citing works
Determining the Determinants of Health Behaviour Change through an Online Social Network
Kamal, N. R., & Fels, S. (2012) · Lecture notes in computer science · doi:10.1007/978-3-642-31037-9_1 · Cited by 16 · see citing works
Self-citationBeyond the Share Button: Making Social Network Sites Work for Health and Wellness
Munson, S. A. (2011) · IEEE Potentials · doi:10.1109/mpot.2011.941731 · Cited by 15 · see citing works
Self-citationHansen, D. L., & Johnson, C. (2012) · International Health Informatics Symposium · doi:10.1145/2110363.2110393 · Cited by 12 · see citing works
Real users, real data, real problems: the MiTAP system for monitoring bio events
Damianos, L. E., Wohlever, S., Ponte, J. M., Wilson, G. D., Reeder, F. M., McEntee, T., Kozierok, R., Hirschman, L., & Day, D. S. (2002) · International Conference on Human Language Technology Research · Cited by 12 · see citing works
Damianos, L. E., Polyak, M. G., Bayer, S., Chisholm, M. A., Henderson, J., Hirschman, L., Morgan, W., Ubaldino, M., Zarrella, G., & Wilson, J. M. (2004) · doi:10.3115/1614025.1614029 · Cited by 10 · see citing works
Bulgurcu, B. (2012) · cIRcle (University of British Columbia) · doi:10.14288/1.0073262 · Cited by 9 · see citing works
Social Media and Population-Based Care Management
Sidorov, J. E. (2010) · Population Health Management · doi:10.1089/pop.2010.1341 · Cited by 5 · see citing works
Text Classification to Weave Medical Advice with Patient Experiences.
Huh, J., Yetisgen-Yildiz, M., Hartzler, A. L., McDonald, D. W., Park, A., & Pratt, W. (2012) · AMIA · Cited by 5 · see citing works
The Peckham Experiment Revisited: Cultivating Health
Farber, A. S. (1976) · Health & Social Work · doi:10.1093/hsw/1.3.27 · Cited by 2 · see citing works
A physicians-only Web site: building an intellectual and activist community online
Young, P. (2008) · Community Oncology · doi:10.1016/s1548-5315(11)70505-8 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 4
- [33]Nissenbaum H Privacy as Contextual Integrity Washington Law Review 2004 79 1 101 139
- [59]Aleem U Master Thesis 2012 2013-09-30 University of British Columbia Exploring the influence of privacy management tools on online information sharing decision https://circle.ubc.ca/handle/2429/43340
- [61]Bulgurcu B Understanding the information privacy-related perceptions and behaviors of an online social network user (PhD Thesis) 2012 2013-09-30 University of British Columbia The Roles of Permission Requests and Privacy Controls in Shaping a User’s Primary Appraisal and Use Intentions: An Empirical Study on Facebook Applications https://circle.ubc.ca/handle/2429/43380
- [91]Aakhus M Understanding the Socio-Technical Gap: A case of GDSS Facilitation 2004 Second International Conference on Action in Language, Organisations, and Information Systems 17-18 March 2004 Linköping, Sweden 137 148
Cited by
Sorted by citations
How Doctors View and Use Social Media: A National Survey
Brown, J., Ryan, C., & Harris, A. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3589 · Cited by 190 · see citing works
“While concerns about online searching [22,23], privacy [24], and professionalism [25] have been suggested as barriers to the use of social media by doctors, the slow adoption of social media also represents a possible lost opportunity for the medical profession at large to engage with patients and the general communit…”
BackgroundPersonal Informatics in Interpersonal Contexts
Murnane, E. L., Walker, T., Tench, B., Voida, S., & Snyder, J. (2018) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3274396 · Cited by 196 · see citing works
When Personal Tracking Becomes Social
Chung, C.-F., Agapie, E., Schroeder, J., Mishra, S. R., Fogarty, J. A., & Munson, S. A. (2017) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3025453.3025747 · Cited by 190 · see citing works
Self-citationSelf-tracking for Mental Wellness
Kelley, C., Lee, B., & Wilcox, L. G. (2017) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3025453.3025750 · Cited by 178 · see citing works
Taylor, J., & Pagliari, C. (2017) · Research Ethics · doi:10.1177/1747016117738559 · Cited by 132 · see citing works
Health Advice from Internet Discussion Forums: How Bad Is Dangerous?
Cole, J., Watkins, C., & Kleine, D. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5051 · Cited by 131 · see citing works
“Technology enabled Health” – Insights from twitter analytics with a socio-technical perspective
Grover, P., Kar, A. K., & Davies, G. H. (2018) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2018.07.003 · Cited by 126 · see citing works
Townsend, A., Leese, J., Adam, P., McDonald, M., Li, L. C., Kerr, S., & Backman, C. L. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3792 · Cited by 106 · see citing works
Chancellor, S., Hu, A., & Choudhury, M. D. (2018) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3173574.3174240 · Cited by 105 · see citing works
From "nobody cares" to "way to go!"
Epstein, D. A., Jacobson, B. H., Bales, E., McDonald, D. W., & Munson, S. A. (2015) · ACM Conference on Computer Supported Cooperative Work (CSCW) · doi:10.1145/2675133.2675135 · Cited by 96 · see citing works
Self-citationCharting the Sociotechnical Gap in Explainable AI: A Framework to Address the Gap in XAI
Ehsan, U., Saha, K., Choudhury, M. D., & Riedl, M. O. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3579467 · Cited by 92 · see citing works
“Social Networkout”: Connecting Social Features of Wearable Fitness Trackers with Physical Exercise
Zhu, Y., Dailey, S. L., Kreitzberg, D. S., & Bernhardt, J. M. (2017) · Journal of Health Communication · doi:10.1080/10810730.2017.1382617 · Cited by 75 · see citing works
Beyond Words: Amplification of Cancer Risk Communication on Social Media
Strekalova, Y. A., & Krieger, J. L. R. (2017) · Journal of Health Communication · doi:10.1080/10810730.2017.1367336 · Cited by 60 · see citing works
Rezaei Aghdam, A., Watson, J., Cliff, C., & Miah, S. J. (2020) · Journal of Medical Internet Research · doi:10.2196/16324 · Cited by 57 · see citing works
Data representations for in-situ exploration of health and fitness data
Amini, F., Hasan, K., Bunt, A., & Irani, P. (2017) · International Conference on Pervasive Computing Technologies for Healthcare · doi:10.1145/3154862.3154879 · Cited by 57 · see citing works
Prioritizing Barriers to Successful Implementation of Hospital Information Systems
Ahmadian, L., Khajouei, R., Salehinejad, S., Ebrahimzadeh, M., & Nikkar, S. E. (2014) · Journal of Medical Systems · doi:10.1007/s10916-014-0151-9 · Cited by 47 · see citing works
Feustel, C., Aggarwal, S., Lee, B., & Wilcox, L. G. (2018) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3264917 · Cited by 49 · see citing works
Diet and physical activity behaviour in nurses: a qualitative study
Torquati, L., Kolbe-Alexander, T. L., Pavey, T., Persson, C., & LEVERITT, M. D. (2016) · International Journal of Health Promotion and Education · doi:10.1080/14635240.2016.1169943 · Cited by 39 · see citing works
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Pianese, T., & Belfiore, P. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18147295 · Cited by 36 · see citing works
Bornkessel, A. S., Furberg, R., & Lefebvre, R. C. (2014) · Current Cardiology Reports · doi:10.1007/s11886-014-0504-5 · Cited by 34 · see citing works
Being (In)Visible: Privacy, Transparency, and Disclosure in the Self-Management of Bipolar Disorder
Petelka, J., Kleunen, L. B. V., Albright, L., Murnane, E. L., Voida, S., & Snyder, J. (2020) · International Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376573 · Cited by 31 · see citing works
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Li, J. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3973 · Cited by 29 · see citing works
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Ogola, G. (2018) · Journal of Eastern African Studies · doi:10.1080/17531055.2018.1547263 · Cited by 28 · 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
Bhuiyan, M. M., Isaza, C. A. B., Mitra, T., & Lee, S. W. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3502028 · Cited by 22 · see citing works
Zia, J. K., Le, T., Munson, S. A., Heitkemper, M. M., & Demiris, G. (2015) · Clinical and Translational Gastroenterology · doi:10.1038/ctg.2015.25 · Cited by 21 · see citing works
Self-citationHarnessing the Social Web for Health and Wellness: Issues for Research and Knowledge Translation
Ho, K., & Participants, P. W. W. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.2969 · Cited by 21 · see citing works
Chandwani, R. K., & Kulkarni, V. (2016) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2858036.2858500 · Cited by 17 · see citing works
Walsh, J., Dwumfour, C., Cave, J. A. K., & Griffiths, F. E. (2022) · BMC Medical Research Methodology · doi:10.1186/s12874-022-01610-z · Cited by 16 · see citing works
Engebretsen, M. (2024) · Frontiers in Communication · doi:10.3389/fcomm.2024.1296296 · Cited by 14 · see citing works
Comment Topic Evolution on a Cancer Institution’s Facebook Page
Zhou, L., Plasek, J. M., Rozenblum, R., Bates, D. W., & Tang, C. (2017) · Applied Clinical Informatics · doi:10.4338/aci-2017-04-ra-0055 · Cited by 11 · see citing works
Shyr, C., Kushniruk, A., van Karnebeek, C., & Wasserman, W. (2015) · J. Am. Medical Informatics Assoc. · doi:10.1093/jamia/ocv053 · Cited by 14 · see citing works
Murray, R., & Turner, L. (2021) · Chronic Illness · doi:10.1177/17423953211064989 · Cited by 10 · see citing works
Using Technology to Facilitate Collaboration in Community-Based Participatory Research (CBPR)
Jessell, L., Smith, V., Jemal, A., & Windsor, L. C. (2016) · Journal of Technology in Human Services · doi:10.1080/15228835.2016.1186581 · Cited by 8 · see citing works
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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
Caddle, X., Qadir, S., Hughes, C. E., Sweigart, E. A., Park, J., & Wiśniewski, P. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3757459 · Cited by 11 · see citing works
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Zeng, L., Almquist, Z. W., & Spiro, E. S. (2017) · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign) · doi:10.9776/17028 · Cited by 4 · see citing works
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Tateyama, N., Yokomura, R., Ban, Y., Warisawa, S., & Fukui, R. (2024) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3643538 · Cited by 4 · see citing works
Evolution of Research on Smart Health: A Bibliometrics Analysis
Huang, X., Dong, K., & Wu, J. (2018) · Lecture notes in computer science · doi:10.1007/978-3-030-03649-2_35 · Cited by 4 · see citing works
Health Behaviour Change Support Systems: Past Research and Future Challenges
Mettler, T. (2015) · Alexandria (UniSG) (University of St.Gallen) · Cited by 4 · see citing works
Human Context Sensing in Smart Cities
Ranjan, J., Griffiths, E., & Whitehouse, K. (2017) · Smart Cities · doi:10.1002/9781119226444.ch11 · Cited by 4 · see citing works
Peerspective: A Study on Reciprocal Tracking for Self-awareness and Relational Insight
Lee, K., Jung, Y., Jung, G., Lu, X., & Hong, H. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713404 · Cited by 3 · see citing works
Risks, benefits and the role of stakeholders in pathogen reduction technology
Newbold, K. B., Heddle, N. M., Lane, S. J., Arnold, E., Eyles, J. D., & Webert, K. E. (2014) · Health Risk & Society · doi:10.1080/13698575.2014.943159 · Cited by 3 · see citing works
An Online Health Community for Aneurysmal Subarachnoid Hemorrhage Patients: A Pilot Study
Boogaarts, H. D., van Nuenen, W. F. M., van den Abbeele, L., Petersen, H., Draskovic, I., de Vries, J., Westert, G. P., Grotenhuis, J. A., & Bartels, R. (2014) · JMIR Research Protocols · doi:10.2196/resprot.3736 · Cited by 3 · see citing works
Health promotion in the workplace: changing the diet and physical activity behaviour of nurses
Torquati, L. (2016) · The University of Queensland · doi:10.14264/uql.2016.720 · Cited by 3 · see citing works
Addawood, A., Balakumar, P., & Diesner, J. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-15742-5_60 · Cited by 2 · see citing works
Socio-Technical Systems on the Move
Occelli, S. (2015) · Advances in civil and industrial engineering book series · doi:10.4018/978-1-4666-8150-7.ch004 · Cited by 2 · see citing works
#Whatwouldmagufulido? Kenya's digital “practices” and “individuation” as a (non)political act
Ogola, G. (2021) · Routledge eBooks · doi:10.4324/9781003152446-8 · Cited by 1 · see citing works
På YouTube og Instagram i folkehelsas tjeneste
Engebretsen, M. (2024) · Norsk medietidsskrift · doi:10.18261/nmt.30.4.2 · Cited by 1 · see citing works
Internet jako medium informacyjne w usługach medycznych
Frankowska, A., Rasińska, R., & Głowacka-Toba, A. (2014) · Marketing i Rynek · Cited by 1 · see citing works
Towards Future Consumer Health Informatics Adapted Health Care Legislation
Wetter, T. C. (2015) · Health informatics · doi:10.1007/978-3-319-19590-2_17
Socio-Technical Systems on the Move
Occelli, S. (2016) · IGI Global eBooks · doi:10.4018/978-1-5225-1674-3.ch023
Ho, A. T. Y. (2017) · UWSpace (University of Waterloo)
Delgado‐Ron, J. A., & Simancas‐Racines, D. (2020) · doi:10.2196/preprints.18753
Tanna, S., Luengo, S., Bhogal, R., Sethi, S., Gokani, N., Zuberi, S. J., & Grewal, J. (2018) · doi:10.2196/preprints.12325
Rezaeiaghdam, A. (2022) · Queensland University of Technology · doi:10.5204/thesis.eprints.231220
Walsh, J., Dwumfour, C., Cave, J. A. K., & Griffiths, F. (2022) · Figshare · doi:10.6084/m9.figshare.19766112
- Authors
- Munson, S. A., Cavusoglu, H., Frisch, L., & Fels, S.
- Affiliations
- University of Washington (US)
- University of British Columbia (CA)
- Corresponding author
- Munson, Sean A
- Venue
- Journal of Medical Internet Research
- Publisher
- JMIR Publications Inc.
- Published
- 2013-10-22
- Volume
- 15
- Issue
- 10
- Pages
- e226
- ISSN
- 1438-8871 (ISSN-L)
- PMC
- PMC3806390
- OpenAlex
- W1964745528
- Cited by
- 57
- References
- 86
- Citations by year
- 2025: 3 · 2024: 3 · 2023: 1 · 2022: 4 · 2021: 4 · 2020: 2 · 2019: 2 · 2018: 7 · 2017: 10 · 2016: 6 · 2015: 8 · 2014: 7
- FWCI
- 12.68
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Journal of Medical Internet Research (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Health Sciences › Health Professions › General Health Professions › Health Literacy and Information Accessibility
- Social Sciences › Health › Social Media in Health Education
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- computer-supported cooperative work, information credibility, accessibility, personalization, social support, chronic disease management, health data sharing, socio-technical design
- MeSH terms
- Adaptation, Psychological, British Columbia, Chronic Disease, Decision Making, Health Services Accessibility, Humans, Social Support, Social Media
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.
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