Social Media and Rating Sites as Tools to Understanding Quality of Care: A Scoping Review
Open accessAbstract
BACKGROUND: Insight into the quality of health care is important for any stakeholder including patients, professionals, and governments. In light of a patient-centered approach, it is essential to assess the quality of health care from a patient's perspective, which is commonly done with surveys or focus groups. Unfortunately, these "traditional" methods have significant limitations that include social desirability bias, a time lag between experience and measurement, and difficulty reaching large groups of people. Information on social media could be of value to overcoming these limitations, since these new media are easy to use and are used by the majority of the population. Furthermore, an increasing number of people share health care experiences online or rate the quality of their health care provider on physician rating sites. The question is whether this information is relevant to determining or predicting the quality of health care. OBJECTIVE: The goal of our research was to systematically analyze the relation between information shared on social media and quality of care. METHODS: We performed a scoping review with the following goals: (1) to map the literature on the association between social media and quality of care, (2) to identify different mechanisms of this relationship, and (3) to determine a more detailed agenda for this relatively new research area. A recognized scoping review methodology was used. We developed a search strategy based on four themes: social media, patient experience, quality, and health care. Four online scientific databases were searched, articles were screened, and data extracted. Results related to the research question were described and categorized according to type of social media. Furthermore, national and international stakeholders were consulted throughout the study, to discuss and interpret results. RESULTS: Twenty-nine articles were included, of which 21 were concerned with health care rating sites. Several studies indicate a relationship between information on social media and quality of health care. However, some drawbacks exist, especially regarding the use of rating sites. For example, since rating is anonymous, rating values are not risk adjusted and therefore vulnerable to fraud. Also, ratings are often based on only a few reviews and are predominantly positive. Furthermore, people providing feedback on health care via social media are presumably not always representative for the patient population. CONCLUSIONS: Social media and particularly rating sites are an interesting new source of information about quality of care from the patient's perspective. This new source should be used to complement traditional methods, since measuring quality of care via social media has other, but not less serious, limitations. Future research should explore whether social media are suitable in practice for patients, health insurers, and governments to help them judge the quality performance of professionals and organizations.
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A doctor's online profile will be developed even without their participation via increasing use of third-party review sites.
“This only further marginalizes doctors from developing experience and fluency in the use of the technology and ignores the fact that as time goes on a doctor’s online profile will be developed even without their participation via the increasing use of third-party review sites [40,41] such as RateMDs.com and Google Reviews.”
From How Doctors View and Use Social Media: A National Survey (2014) · cites this paper as [41]
The Introduction says patients can rate individual doctors on physician-rating sites and that these sites are growing despite resistance from the medical profession. This supports the idea that an online reputation can develop without a doctor's participation, but the paper does not establish that every doctor will acquire an online profile. (LLM, conf=0.82)
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Cites
Scoping studies: towards a methodological framework
Arksey, H., & O'Malley, L. (2005) · International Journal of Social Research Methodology · doi:10.1080/1364557032000119616 · Cited by 36,742 · see citing works
Users of the world, unite! The challenges and opportunities of Social Media
Kaplan, A. M., & Haenlein, M. (2010) · Business Horizons · doi:10.1016/j.bushor.2009.09.003 · Cited by 17,875 · see citing works
Scoping studies: advancing the methodology
Levac, D., Colquhoun, H., & O'Brien, K. K. (2010) · Implementation Science · doi:10.1186/1748-5908-5-69 · Cited by 15,268 · see citing works
Moorhead, S. A., Hazlett, D. E., Harrison, L., Carroll, J. K., Irwin, A., & Hoving, C. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.1933 · Cited by 2,517 · see citing works
Small Area Variations in Health Care Delivery
Wennberg, J. E., & Gittelsohn, A. M. (1973) · Science · doi:10.1126/science.182.4117.1102 · Cited by 1,891 · see citing works
Daudt, H. M., van Mossel, C., & Scott, S. J. (2013) · BMC Medical Research Methodology · doi:10.1186/1471-2288-13-48 · Cited by 1,891 · see citing works
Google Trends: A Web‐Based Tool for Real‐Time Surveillance of Disease Outbreaks
Carneiro, H. A., & Mylonakis, E. E. (2009) · Clinical Infectious Diseases · doi:10.1086/630200 · Cited by 815 · see citing works
A User’s Manual For The IOM’s ‘Quality Chasm’ Report
Berwick, D. M. (2002) · Health Affairs · doi:10.1377/hlthaff.21.3.80 · Cited by 709 · see citing works
Gao, G. G., McCullough, J. S., Agarwal, R., & Jha, A. K. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2003 · Cited by 371 · see citing works
A Demonstration of the Impact of Response Bias on the Results of Patient Satisfaction Surveys
Mazor, K. M., Clauser, B. E., Field, T. S., Yood, R. A., & Gurwitz, J. H. (2002) · Health Services Research · doi:10.1111/1475-6773.11194 · Cited by 327 · see citing works
Use of Sentiment Analysis for Capturing Patient Experience From Free-Text Comments Posted Online
Greaves, F., Ramirez-Cano, D., Millett, C. J., Darzi, A. W., & Donaldson, L. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2721 · Cited by 322 · see citing works
Patient satisfaction revisited: A multilevel approach
Hekkert, K., Cihangir, S., Kleefstra, S. M., van den Berg, B., & Kool, R. B. (2009) · Social Science & Medicine · doi:10.1016/j.socscimed.2009.04.016 · Cited by 311 · see citing works
Self-citationLagu, T., Hannon, N. S., Rothberg, M. B., & Lindenauer, P. K. (2010) · Journal of General Internal Medicine · doi:10.1007/s11606-010-1383-0 · Cited by 290 · 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
What Patients Say About Their Doctors Online: A Qualitative Content Analysis
López, A., Detz, A. A., Ratanawongsa, N., & Sarkar, U. (2012) · Journal of General Internal Medicine · doi:10.1007/s11606-011-1958-4 · Cited by 247 · see citing works
Kadry, B., Chu, L. F., Kadry, B., Gammas, D., & Macario, A. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1960 · Cited by 244 · see citing works
Adams, S. A. (2010) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2010.01.006 · Cited by 244 · see citing works
An Evidence Based Checklist for the Peer Review of Electronic Search Strategies (PRESS EBC)
McGowan, J., Sampson, M., & Lefebvre, C. (2010) · Evidence Based Library and Information Practice · doi:10.18438/b8sg8r · Cited by 200 · see citing works
Emmert, M., Meier, F., Pisch, F., & Sander, U. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2702 · Cited by 194 · see citing works
Bardach, N. S., Asteria-Peñaloza, R., Boscardin, W. J., & Dudley, R. A. (2012) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001360 · Cited by 175 · see citing works
Eight Questions About Physician-Rating Websites: A Systematic Review
Emmert, M., Sander, U., & Pisch, F. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2360 · Cited by 155 · see citing works
Patient-centred healthcare, social media and the internet: the perfect storm?
Rozenblum, R., & Bates, D. W. (2013) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001744 · Cited by 151 · see citing works
Practice Variations And Health Care Reform: Connecting The Dots
Wennberg, J. E. (2004) · Health Affairs · doi:10.1377/hlthaff.var.140 · Cited by 150 · see citing works
Greaves, F., Pape, U. J., King, D., Darzi, A. W., Majeed, A., Wachter, R. M., & Millett, C. J. (2012) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-000906 · Cited by 120 · see citing works
Emmert, M., & Meier, F. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2655 · Cited by 112 · see citing works
Adams, S. (2011) · Social Science & Medicine · doi:10.1016/j.socscimed.2011.02.001 · Cited by 100 · see citing works
Associations Between Web-Based Patient Ratings and Objective Measures of Hospital Quality
Greaves, F. (2012) · Archives of Internal Medicine · doi:10.1001/archinternmed.2011.1675 · Cited by 97 · see citing works
Hoffman, D. L., & Novak, T. P. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.1989586 · Cited by 82 · see citing works
Reimann, S., & Strech, D. (2010) · BMC Health Services Research · doi:10.1186/1472-6963-10-332 · Cited by 80 · see citing works
Greaves, F., Pape, U. J., Lee, H., Smith, D. M., Darzi, A. W., Majeed, A., & Millett, C. J. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2280 · Cited by 76 · see citing works
Online Doctor Reviews: Do They Track Surgeon Volume, a Proxy for Quality of Care?
Segal, J. J., Sacopulos, M., Sheets, V. L., Thurston, I., Brooks, K., & Puccia, R. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2005 · Cited by 76 · see citing works
Do patients “like” good care? Measuring hospital quality via Facebook
Timian, A., Rupcic, S., Kachnowski, S., & Luisi, P. (2013) · American Journal of Medical Quality · doi:10.1177/1062860612474839 · Cited by 75 · see citing works
Social Media: Ubiquitous Community and Patient Engagement
Thielst, C. B. (2011) · Frontiers of Health Services Management · doi:10.1097/01974520-201110000-00002 · Cited by 70 · see citing works
Putting the Public Back in Public Reporting of Health Care Quality
Lagu, T. C., & Lindenauer, P. K. (2010) · JAMA · doi:10.1001/jama.2010.1499 · Cited by 67 · see citing works
Public Reporting in Germany: the Content of Physician Rating Websites
Sander, U., Esslinger, A., Maryschok, M., Schöffski, O., & Emmert, M. (2011) · Methods of Information in Medicine · doi:10.3414/me11-01-0045 · Cited by 60 · see citing works
Will doctor rating sites improve the quality of care? No
McCartney, M. (2009) · BMJ · doi:10.1136/bmj.b1033 · Cited by 58 · see citing works
Patients’ opinions of health care providers for supporting choice and quality improvement
Trigg, L. J. (2010) · Journal of Health Services Research & Policy · doi:10.1258/jhsrp.2010.010010 · Cited by 56 · see citing works
Formative Research on MySpace: Online Methods to Engage Hard-to-Reach Populations
Levine, D. K., Madsen, A., Wright, E., Barar, R. E., Santelli, J. S., & Bull, S. S. (2011) · Journal of Health Communication · doi:10.1080/10810730.2010.546486 · Cited by 56 · see citing works
Who is more likely to use doctor-rating websites, and why? A cross-sectional study in London
Galizzi, M. M., Miraldo, M., Stavropoulou, C., Desai, M., Jayatunga, W., Joshi, M., & Parikh, S. (2012) · BMJ Open · doi:10.1136/bmjopen-2012-001493 · Cited by 56 · see citing works
Consistently Increasing Numbers of Online Ratings of Healthcare in England
Greaves, F., & Millett, C. J. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2157 · Cited by 55 · see citing works
Ethical Principles for Physician Rating Sites
Strech, D. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1899 · Cited by 53 · see citing works
An analysis of healthcare providers' online ratings
Black, E. W., Thompson, L. A., Saliba, H., Dawson, K., & Black, N. P. (2009) · Journal of Innovation in Health Informatics · doi:10.14236/jhi.v17i4.744 · Cited by 50 · see citing works
Will doctor rating sites improve standards of care? Yes
Bacon, N. (2009) · BMJ · doi:10.1136/bmj.b1030 · Cited by 46 · see citing works
Towards Crowd Validation of the UK National Health Service
Cambria, E., Hussain, A., Havasi, C., Eckl, C., & Munro, J. B. (2010) · Cited by 45 · see citing works
Benchmarking Strategies for Measuring the Quality of Healthcare: Problems and Prospects
Lovaglio, P. G. (2012) · The Scientific World JOURNAL · doi:10.1100/2012/606154 · Cited by 41 · see citing works
Facebook use leads to health-care reform in Taiwan
Syed-Abdul, S., Lin, C., Scholl, J., Fernández-Luque, L., Jian, W., Hsu, M., Liou, D.-M., & Li, Y. (2011) · The Lancet · doi:10.1016/s0140-6736(11)60919-7 · Cited by 37 · see citing works
Doctor-rating websites base their reports on only a few patient reviews
Tanne, J. H. (2013) · BMJ · doi:10.1136/bmj.f295 · Cited by 14 · see citing works
Giebel, G. D., & Groeben, N. (2008) · Langenbeck s Archives of Surgery · doi:10.1007/s00423-008-0310-x · Cited by 11 · see citing works
Web Science in Medicine and Healthcare
Brooks, E., & Denecke, K. (2013) · Methods of Information in Medicine · doi:10.1055/s-0038-1627054 · Cited by 7 · see citing works
Willis, C. D., Evans, S. M., Stoelwinder, J. U., & Cameron, P. A. (2007) · Australian Health Review · doi:10.1071/ah070276 · Cited by 5 · see citing works
Tello, S., Torres, M. F., Monroe, F. J., & Segura, E. R. (2013) · American Journal of Medical Quality · doi:10.1177/1062860613488435 · Cited by 4 · see citing works
Flagged first, then by citations
Cited by
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How the public uses social media wechat to obtain health information in china: a survey study
Zhang, X., Wen, D., Liang, J., & Lei, J. (2017) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-017-0470-0 · Cited by 391 · see citing works
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
“This only further marginalizes doctors from developing experience and fluency in the use of the technology and ignores the fact that as time goes on a doctor’s online profile will be developed even without their participation via the increasing use of third-party review sites [40,41] such as RateMDs.”
BackgroundMeasuring patient-perceived quality of care in US hospitals using Twitter
Hawkins, J. B., Brownstein, J. S., Tuli, G., Runels, T., Broecker, K., Nsoesie, E. O., McIver, D. J., Rozenblum, R., Wright, A. T., Bourgeois, F. T., et al. (2015) · BMJ Quality & Safety · doi:10.1136/bmjqs-2015-004309 · Cited by 168 · see citing works
Using social media to engage adolescents and young adults with their health
Wong, C. A., Merchant, R. M., & Moreno, M. A. (2014) · Healthcare · doi:10.1016/j.hjdsi.2014.10.005 · Cited by 146 · see citing works
Deng, Z., Hong, Z., Zhang, W., Evans, R. D., & Chen, Y. (2018) · Journal of Medical Internet Research · doi:10.2196/10170 · Cited by 130 · see citing works
Operational efficiency and patient‐centered health care: A view from online physician reviews
Ko, D., Mai, F., Shan, Z., & Zhang, D. (2019) · Journal of Operations Management · doi:10.1002/joom.1028 · Cited by 123 · see citing works
Niu, Z., Willoughby, J., & Zhou, R. (2021) · Journal of Medical Internet Research · doi:10.2196/19134 · Cited by 111 · see citing works
Tursunbayeva, A., Franco, M., & Pagliari, C. (2017) · Government Information Quarterly · doi:10.1016/j.giq.2017.04.001 · Cited by 112 · see citing works
What Do Patients Say About Doctors Online? A Systematic Review of Studies on Patient Online Reviews
Hong, Y. A., Liang, C., Radcliff, T. A., Wigfall, L. T., & Street, R. L. (2019) · Journal of Medical Internet Research · doi:10.2196/12521 · Cited by 107 · see citing works
Iftikhar, R., & Abaalkhail, B. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.5989 · Cited by 101 · see citing works
Grabner‐Kräuter, S., & Waiguny, M. K. J. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3991 · Cited by 103 · see citing works
Combating Vaccine Hesitancy: Teaching the Next Generation to Navigate Through the Post Truth Era
Arede, M., Araya, M. B., Bouchard, É., Gill, G. S., Plajer, V., Shehraj, A., & Shuaib, Y. A. (2019) · Frontiers in Public Health · doi:10.3389/fpubh.2018.00381 · Cited by 95 · see citing works
Hao, H. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4365 · Cited by 95 · see citing works
Rani, P., Mishra, A. R., & Pardasani, K. R. (2019) · Soft Computing · doi:10.1007/s00500-019-04065-5 · Cited by 87 · see citing works
Glover, M., Khalilzadeh, O., Choy, G., Prabhakar, A. M., Pandharipande, P. V., & Gazelle, G. S. (2015) · Journal of General Internal Medicine · doi:10.1007/s11606-015-3236-3 · Cited by 84 · see citing works
Daskivich, T. J., Houman, J., Fuller, G., Black, J. T., Kim, H. L., & Spiegel, B. M. R. (2017) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocx083 · Cited by 79 · see citing works
Yaraghi, N., Wang, W., Gao, G. G., & Agarwal, R. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.8986 · Cited by 75 · see citing works
Patient Perceptions and Current Trends in Internet Use by Orthopedic Outpatients
Burrus, M. T., Werner, B. C., Starman, J. S., Kurkis, G. M., Pierre, J. M., Diduch, D. R., & Hart, J. M. (2017) · HSS Journal® The Musculoskeletal Journal of Hospital for Special Surgery · doi:10.1007/s11420-017-9568-2 · Cited by 70 · see citing works
Jessup, D. L., Glover, M., Daye, D., Banzi, L., Jones, P., Choy, G., Shepard, J.-A. O., & Flores, E. J. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.8932 · Cited by 64 · see citing works
Social Media and Adolescent Health
Moreno, M. A., Standiford, M., & Cody, P. J. (2018) · Current Pediatrics Reports · doi:10.1007/s40124-018-0165-8 · Cited by 66 · see citing works
Web-Based Textual Analysis of Free-Text Patient Experience Comments From a Survey in Primary Care
Maramba, I. D. C., Davey, A. F., Elliott, M. N., Roberts, M. J., Roland, M. O., Brown, F., Burt, J., Boiko, O., & Campbell, J. (2015) · JMIR Medical Informatics · doi:10.2196/medinform.3783 · Cited by 60 · see citing works
Collecting and Analyzing Patient Experiences of Health Care From Social Media
Rastegar-Mojarad, M., Ye, Z., Wall, D., Murali, N. S., & Lin, S. M. (2015) · JMIR Research Protocols · doi:10.2196/resprot.3433 · Cited by 58 · see citing works
Social Media and the Patient Experience
Hawkins, C. M., DeLaO, A. J., & Hung, C. (2016) · Journal of the American College of Radiology · doi:10.1016/j.jacr.2016.09.006 · Cited by 57 · see citing works
Sun, R., Hu, J., & Chen, X. (2017) · Soft Computing · doi:10.1007/s00500-017-2949-0 · Cited by 57 · see citing works
Investigating Substance Use via Reddit: Systematic Scoping Review
Chi, Y., & Chen, H.-Y. (2023) · Journal of Medical Internet Research · doi:10.2196/48905 · Cited by 56 · see citing works
Foster, D. (2016) · Social Science & Medicine · doi:10.1016/j.socscimed.2016.08.007 · Cited by 56 · see citing works
Bidmon, S., Elshiewy, O., Terlutter, R., & Boztuğ, Y. (2019) · Journal of Medical Internet Research · doi:10.2196/13830 · Cited by 54 · see citing works
Predicting HCAHPS scores from hospitals’ social media pages: A sentiment analysis
Huppertz, J. W., & Otto, P. (2017) · Health Care Management Review · doi:10.1097/hmr.0000000000000154 · Cited by 54 · see citing works
Understanding the Health Information Sharing Behavior of Social Media Users
Hong, Y., Wan, M., & Li, Z. (2021) · Journal of Organizational and End User Computing · doi:10.4018/joeuc.20210901.oa9 · Cited by 52 · see citing works
Glover, M., Choy, G., Boland, G. W., Saini, S., & Prabhakar, A. M. (2015) · Journal of the American College of Radiology · doi:10.1016/j.jacr.2014.11.005 · Cited by 51 · see citing works
Trust and Reputation Management in Healthcare Systems: Taxonomy, Requirements and Open Issues
Jabeen, F., Hamid, Z., Akhunzada, A., Abdul, W., & Ghouzali, S. (2018) · IEEE Access · doi:10.1109/access.2018.2810337 · Cited by 47 · see citing works
Patel, S., Cain, R. L., Neailey, K., & Hooberman, L. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4989 · Cited by 45 · see citing works
Sewalk, K. C., Tuli, G., Hswen, Y., Brownstein, J. S., & Hawkins, J. B. (2018) · Journal of Medical Internet Research · doi:10.2196/10043 · Cited by 44 · see citing works
Rahim, A. I. A., Ibrahim, M. I., Musa, K. I., Chua, S.-L., & Yaacob, N. M. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18189912 · Cited by 44 · see citing works
WeChatting for Health: An Examination of the Relationship between Motivations and Active Engagement
Zhang, L., & Jung, E. H. (2018) · Health Communication · doi:10.1080/10410236.2018.1536942 · Cited by 43 · see citing works
Evaluations of Dentists on a German Physician Rating Website: An Analysis of the Ratings
Emmert, M., Halling, F., & Meier, F. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3830 · Cited by 42 · see citing works
Rothenfluh, F., & Schulz, P. J. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6875 · Cited by 40 · see citing works
Hind, J. M. (2022) · In clinical practice · doi:10.1007/978-3-030-98808-1_21 · Cited by 38 · see citing works
The Use of Social Media by Healthcare Quality Personnel in Saudi Arabia
Alanzi, T. M., & Al-Habib, D. K. (2020) · Journal of Environmental and Public Health · doi:10.1155/2020/1417478 · Cited by 36 · see citing works
Using online patient feedback to improve NHS services: the INQUIRE multimethod study
powell, J. A., Atherton, H., Williams, V., Mazanderani, F., Dudhwala, F., Woolgar, S., Boylan, A. R., Fleming, J., Kirkpatrick, S., Martin, A., et al. (2019) · Health Services and Delivery Research · doi:10.3310/hsdr07380 · Cited by 34 · see citing works
Using Patient Experiences on Dutch Social Media to Supervise Health Care Services: Exploratory Study
van de Belt, T. H., Engelen, L. J., Verhoef, L. M., der Weide, M. J. A. V., Schoonhoven, L., & Kool, R. B. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3906 · Cited by 34 · see citing works
Self-citationLiu, J. J., Matelski, J. J., & Bell, C. M. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.7475 · Cited by 34 · see citing works
Emmert, M., Adelhardt, T., Sander, U., Wambach, V., & Lindenthal, J. (2015) · BMC Health Services Research · doi:10.1186/s12913-015-1051-5 · Cited by 32 · see citing works
Online physician reviews: is there a place for them?
Murphy, G. P., Radadia, K. D., & Breyer, B. N. (2019) · Risk Management and Healthcare Policy · doi:10.2147/rmhp.s170381 · Cited by 32 · see citing works
Boylan, A. R., Turk, A., van Velthoven, M. H., & powell, J. A. (2020) · BMJ Open · doi:10.1136/bmjopen-2019-031820 · Cited by 32 · see citing works
Web-Based Physician Ratings for California Physicians on Probation
Murphy, G. P., Awad, M. A., Osterberg, E. C., Gaither, T. W., Chumnarnsongkhroh, T., Washington, S. L., & Breyer, B. N. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7488 · Cited by 31 · see citing works
Online patient feedback: a scoping review and stakeholder consultation to guide health policy
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Emmert, M., Meszmer, N., & Schlesinger, M. J. (2018) · BMC Health Services Research · doi:10.1186/s12913-018-2886-3 · Cited by 29 · see citing works
Analysis and study of hospital communication via social media from the patient perspective
Heras-Pedrosa, C. D. L., Rando-Cueto, D., Jambrino-Maldonado, C., & Rojano, F. J. P. (2020) · Cogent Social Sciences · doi:10.1080/23311886.2020.1718578 · Cited by 28 · see citing works
Kleefstra, S. M., Zandbelt, L. C., Borghans, I., de Haes, J. C. J. M., & Kool, R. B. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5552 · Cited by 29 · see citing works
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Comprehensive scoping review of health research using social media data
Taylor, J., & Pagliari, C. (2018) · BMJ Open · doi:10.1136/bmjopen-2018-022931 · Cited by 26 · see citing works
The physical environment and patient satisfaction ratings on social media: an exploratory study
Alkazemi, M. F., Bayramzadeh, S., Alkhubaizi, N. B., & Alayoub, A. (2019) · Facilities · doi:10.1108/f-11-2018-0138 · Cited by 25 · see citing works
Patel, S., Cain, R. L., Neailey, K., & Hooberman, L. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5865 · Cited by 24 · see citing works
An empirical examination of surgeon experience, surgeon rating, and costs in perioperative services
Venkataraman, S., Fredendall, L. D., Taaffe, K., Huynh, N., & Ritchie, G. (2018) · Journal of Operations Management · doi:10.1016/j.jom.2018.04.002 · Cited by 23 · see citing works
The growing field of interdisciplinary research on user comments: A computational scoping review
Schindler, M., & Domahidi, E. (2021) · New Media & Society · doi:10.1177/1461444821994491 · Cited by 23 · see citing works
Patient perception of scoliosis correction surgery on Instagram
Agarwal, N., Rahman, A., Jacobs, R. C., Taylor, T., Muthiah, N., Alan, N., Ozpinar, A., Fields, D. P., & Hamilton, D. K. (2021) · Neurosurgical FOCUS · doi:10.3171/2021.8.focus201015 · Cited by 23 · see citing works
Serrano‐Guerrero, J., Bani‐Doumi, M., Romero, F. P., & Olivas, J. Á. (2022) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2022.102298 · Cited by 21 · see citing works
McLennan, S., Strech, D., Meyer, A. H., & Kahrass, H. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7581 · Cited by 21 · see citing works
Placona, A. M., & Rathert, C. (2021) · Medical Care Research and Review · doi:10.1177/10775587211014534 · Cited by 21 · see citing works
The anonymity paradox in patient engagement: reputation, risk and web-based public feedback
Speed, E., Davison, C., & Gunnell, C. (2016) · Medical Humanities · doi:10.1136/medhum-2015-010823 · Cited by 20 · see citing works
Kool, R. B., Kleefstra, S. M., Borghans, I., Atsma, F., & van de Belt, T. H. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5884 · Cited by 20 · see citing works
Self-citationHefele, J. G., Li, Y., Campbell, L. J., Barooah, A., & Wang, X. “. (2017) · BMJ Quality & Safety · doi:10.1136/bmjqs-2017-006492 · Cited by 20 · see citing works
Ryskina, K. L., Andy, A., Manges, K. A., Foley, K. A., Werner, R. M., & Merchant, R. M. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.4682 · Cited by 20 · see citing works
Rahim, A. I. A., Ibrahim, M. I., Chua, S.-L., & Musa, K. I. (2021) · Healthcare · doi:10.3390/healthcare9121679 · Cited by 19 · see citing works
Qian, Y., & Mao, Y. (2021) · International Journal of Intercultural Relations · doi:10.1016/j.ijintrel.2021.05.001 · Cited by 19 · see citing works
Patel, S., Cain, R. L., Neailey, K., & Hooberman, L. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9523 · Cited by 18 · see citing works
Zwijnenberg, N. C., Hendriks, M. C. P., Bloemendal, E., Damman, O. C., de Jong, J. D., Delnoij, D. M. J., & Rademakers, J. J. D. J. M. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.4436 · Cited by 17 · see citing works
Lee, J. Y., Gowen, C. R., & McFadden, K. L. (2018) · Quality Management Journal · doi:10.1080/10686967.2018.1515523 · Cited by 17 · see citing works
Horwood, C. R., Latimer, T., Powers, C. J., Moffatt, S. D., Rushing, G., & Eiferman, D. S. (2018) · Surgery · doi:10.1016/j.surg.2018.04.045 · Cited by 16 · see citing works
A tool for measuring SMEs’ reputation, engagement and goodwill
Whiting, R. H., Hansen, P., & Sen, A. (2017) · Journal of Intellectual Capital · doi:10.1108/jic-02-2016-0028 · Cited by 16 · see citing works
Ponathil, A., Khasawneh, A., Byrne, K. A., & Madathil, K. C. (2020) · IISE Transactions on Healthcare Systems Engineering · doi:10.1080/24725579.2020.1854394 · Cited by 14 · see citing works
Patients’ Awareness, Usage and Impact of Hospital Report Cards in the US
Emmert, M., & Schlesinger, M. J. (2017) · Patient · doi:10.1007/s40271-017-0243-y · Cited by 13 · see citing works
McLennan, S., Strech, D., & Kahrass, H. (2018) · BMC Health Services Research · doi:10.1186/s12913-018-3492-0 · Cited by 12 · see citing works
Byrne, M., O'Malley, L. A., Glenny, A., Pretty, I., & Tickle, M. (2021) · PLoS ONE · doi:10.1371/journal.pone.0259797 · Cited by 12 · see citing works
Privacy Matters: Detecting Nocuous Patient Data Exposure in Online Physician Reviews
Bäumer, F. S., Grote, N., Kersting, J., & Geierhos, M. (2017) · Communications in computer and information science · doi:10.1007/978-3-319-67642-5_7 · Cited by 11 · see citing works
Intensive WOM-behavior in the healthcare sector – the case of an Austrian hospital’s Facebook site
Martin, S., & Grüb, B. (2020) · International Review on Public and Nonprofit Marketing · doi:10.1007/s12208-020-00250-7 · Cited by 10 · see citing works
Internet-Based Patient Survey on Urolithiasis Treatment and Patient Satisfaction
Chandrasekar, T., Monga, M., Nguyen, M. M., & Low, R. K. (2014) · Journal of Endourology · doi:10.1089/end.2014.0643 · Cited by 10 · see citing works
The Credibility of Physician Rating Websites: A Systematic Literature Review
Guetz, B., & Bidmon, S. (2023) · Health Policy · doi:10.1016/j.healthpol.2023.104821 · Cited by 9 · see citing works
Assessing Quality of Care and Elder Abuse in Nursing Homes via Google Reviews
Mowery, J., Hohman, E. L., Jian, J., Andrei, A. L., & Ward, M. E. (2016) · Online Journal of Public Health Informatics · doi:10.5210/ojphi.v8i3.6906 · Cited by 9 · see citing works
Yin, Q., Fan, H., Wang, Y., Guo, C., & Cui, X. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19052780 · Cited by 9 · see citing works
Older Adults and Their Families’ Online Reviews of Urban Nursing Homes in China
Yuan, H., Shen, X., Kong, G., & Duan, C. (2023) · The Gerontologist · doi:10.1093/geront/gnad134 · Cited by 8 · see citing works
Gidwani, R. A., & Zulman, D. M. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3801 · Cited by 8 · see citing works
McDonald, T., & Shaw, D. (2018) · Nursing and Health Sciences · doi:10.1111/nhs.12588 · Cited by 8 · see citing works
Managing Service-Specific and Open-Posting Block Sizes when Allocating Operating Room Time
Taaffe, K., Fredendall, L. D., & Weiss, R. (2018) · Quality Management Journal · doi:10.1080/10686967.2018.1404371 · Cited by 7 · see citing works
"I grade what I get but write what I think." Inconsistency Analysis in Patients' Reviews
Geierhos, M., Bäumer, F. S., Schulze, S., & Stuß, V. (2015) · Journal of the Association for Information Systems · doi:10.18151/7217324 · Cited by 7 · see citing works
Web-Based Public Ratings of General Practitioners in Norway: Validation Study
Bjertnæs, Ø. A., Iversen, H. H., Norman, R. M., & Valderas, J. M. (2023) · JMIR Formative Research · doi:10.2196/38932 · Cited by 6 · see citing works
A Corpus-Driven Approach to Sentiment Analysis of Patient Narratives
Stuart, K. D., Trelis, A. B., & Ferri-Miralles, I. (2018) · EPiC series in language and linguistics · doi:10.29007/rs9b · Cited by 6 · see citing works
Are online reviews of assisted living communities associated with patient‐centered outcomes?
Mao, Y., Li, Y., McGarry, B. E., Wang, J., & Temkin‐Greener, H. (2022) · Journal of the American Geriatrics Society · doi:10.1111/jgs.18192 · Cited by 5 · see citing works
Provider attributes correlation analysis to their referral frequency and awards
Wiley, M. T., Rivas, R., & Hristidis, V. (2016) · BMC Health Services Research · doi:10.1186/s12913-016-1338-1 · Cited by 5 · see citing works
Parrish, B., Vyas, A. N., & Douglass, G. (2015) · Patient Experience Journal · doi:10.35680/2372-0247.1059 · Cited by 5 · see citing works
Trends of Social Media Applications in Healthcare
Aboelmaged, M. G. S., Thomas, S. S., & Elsheikh, S. (2016) · Advances in healthcare information systems and administration book series · doi:10.4018/978-1-5225-0920-2.ch025 · Cited by 4 · see citing works
Social media for health care education - Can it make a difference?
Senthilkumaran, S., Benita, F., Balamurugan, N., & Thirumalaikolundusubramanian, P. (2017) · The American Journal of Emergency Medicine · doi:10.1016/j.ajem.2017.07.027 · Cited by 4 · see citing works
Tang, Z., Ma, W., Bai, Z., Liang, J., & Xie, Y. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2026.1839898 · Cited by 4 · see citing works
A good dentist or not: understanding the role of storytelling in online dentist reviews
Mao, B., & Li, C. (2021) · Online Information Review · doi:10.1108/oir-08-2020-0359 · Cited by 3 · see citing works
Pando, A., DelPrete, C. R., Su, J. A., & Edobor‐Osula, F. (2022) · Current Orthopaedic Practice · doi:10.1097/bco.0000000000001170 · Cited by 3 · see citing works
Scope and ethics of psychologists’ use of client testimonials on professional websites.
Lacroix, E., Dobson, K. S., & von Ranson, K. M. (2017) · Canadian Psychology/Psychologie canadienne · doi:10.1037/cap0000123 · Cited by 3 · see citing works
Ramasubramanian, H., Joshi, S., & Krishnan, R. (2022) · Journal of Medical Internet Research · doi:10.2196/34030 · Cited by 3 · see citing works
Berrocal, M. B., & Faba‐Pérez, C. (2016) · Ibersid revista de sistemas de información y documentación · doi:10.54886/ibersid.v10i2.4334 · Cited by 3 · see citing works
- Authors
- Verhoef, L. M., Van de Belt, T. H., Engelen, L. J., Schoonhoven, L., & Kool, R. B.
- Affiliations
- Radboud University Medical Center (NL)
- Corresponding author
- Verhoef, Lise M
- Venue
- Journal of Medical Internet Research
- Publisher
- JMIR Publications Inc.
- Published
- 2014-02-20
- Volume
- 16
- Issue
- 2
- Pages
- e56
- ISSN
- 1438-8871 (ISSN-L)
- PMC
- PMC3961699
- OpenAlex
- W2137260826
- Cited by
- 130
- References
- 51
- Citations by year
- 2026: 5 · 2025: 3 · 2024: 3 · 2023: 6 · 2022: 7 · 2021: 12 · 2020: 11 · 2019: 10 · 2018: 18 · 2017: 18 · 2016: 15 · 2015: 19 · 2014: 3
- FWCI
- 3.10
- 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)
- ePrints Soton (University of Southampton) (acceptedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Radboud Repository (Radboud University) (submittedVersion)
- Radboud Repository (Radboud University) (submittedVersion, other-oa)
- Funders
- ZonMw
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- Topics
- Health Sciences › Health Professions › General Health Professions › Patient Satisfaction in Healthcare
- Social Sciences › Health › Social Media in Health Education
- Social Sciences › Sociology and Political Science › Digital Marketing and Social Media
- Keywords
- social media, quality of care, patient experience, patient feedback, risk adjustment, patient-centered care, quality measurement
- MeSH terms
- Delivery of Health Care, Health Personnel, Humans, Quality of Health Care, Quality Indicators, Health Care, Social Media
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