[Skip to Navigation]
Sign In
Figure 1.  Tweets Per Hospital Per Category
Tweets Per Hospital Per Category

Total amount of tweets per hospital (log10) in each category (orange dots) and uncategorized tweets (blue dots). The uncategorized hospitals are ordered in the assigned Newsweek ranking28 from left to right. Hospitals without an orange dot did not publish any tweets labeled within that category.

Figure 2.  Cumulative Number of Tweets Across Time
Cumulative Number of Tweets Across Time

Cumulative number of tweets across all hospitals over time for each category (orange line) and uncategorized tweets (blue line). The timeline ranges from May 3, 2009 (first collected tweet), to June 26, 2020 (last collected tweet). Dots indicate the earliest publication date of tweets within that category.

Table 1.  Example of Tweets Labeled Within Each Category
Example of Tweets Labeled Within Each Category
Table 2.  Numbers of Tweets by Categories and Top 5 Hashtags
Numbers of Tweets by Categories and Top 5 Hashtags
1.
Pace  TWW, Dodds  SE, Sikorskii  A,  et al.  Cognitively-based compassion training versus cancer health education to improve health-related quality of life in survivors of solid tumor cancers and their informal caregivers: study protocol for a randomized controlled pilot trial.   Trials. 2019;20(1):247. doi:10.1186/s13063-019-3320-9PubMedGoogle Scholar
2.
Hswen  Y, Hawkins  JB, Sewalk  K,  et al.  Racial and ethnic disparities in patient experiences in the United States: 4-year content analysis of Twitter.   J Med Internet Res. 2020;22(8):e17048. doi:10.2196/17048PubMedGoogle Scholar
3.
Hswen  Y, Zhang  A, Sewalk  KC, Tuli  G, Brownstein  JS, Hawkins  JB.  Investigation of geographic and macrolevel variations in LGBTQ patient experiences: longitudinal social media analysis.   J Med Internet Res. 2020;22(7):e17087. doi:10.2196/17087PubMedGoogle Scholar
4.
Hswen  Y, Sewalk  KC, Alsentzer  E, Tuli  G, Brownstein  JS, Hawkins  JB.  Investigating inequities in hospital care among lesbian, gay, bisexual, and transgender (LGBT) individuals using social media.   Soc Sci Med. 2018;215:92-97. doi:10.1016/j.socscimed.2018.08.031PubMedGoogle Scholar
5.
Richter  JP, Muhlestein  DB, Wilks  CE.  Social media: how hospitals use it, and opportunities for future use.   J Healthc Manag. 2014;59(6):447-460. doi:10.1097/00115514-201411000-00011PubMedGoogle Scholar
6.
Griffis  HM, Kilaru  AS, Werner  RM,  et al.  Use of social media across US hospitals: descriptive analysis of adoption and utilization.   J Med Internet Res. 2014;16(11):e264. doi:10.2196/jmir.3758PubMedGoogle Scholar
7.
Wong  CA, Merchant  RM, Moreno  MA.  Using social media to engage adolescents and young adults with their health.   Healthc (Amst). 2014;2(4):220-224. doi:10.1016/j.hjdsi.2014.10.005PubMedGoogle Scholar
8.
Ince  J.,, Rojas  F., and Davis  C.A.,  The social media response to Black Lives Matter: how Twitter users interact with Black Lives Matter through hashtag use.   Ethn Racial Stud. 2017;40(11):1814-1830. doi:10.1080/01419870.2017.1334931Google Scholar
9.
Wortham  J,. Black tweets matter. Smithsonian Magazine. September 2016. Accessed August 23, 2021. https://www.smithsonianmag.com/arts-culture/black-tweets-matter-180960117/
10.
Freelon  D, McIlwain  CD, Clark  MD. Beyond the hashtags: #Ferguson, #BlackLivesMatter, and the online struggle for offline justice. Center for Media & Social Impact. February 29, 2016. Accessed August 23, 2021. https://cmsimpact.org/resource/beyond-hashtags-ferguson-blacklivesmatter-online-struggle-offline-justice/
11.
Anderson  M. The hashtag #BlackLivesMatter emerges: Social activism on Twitter. Pew Research Center. August 15, 2016. Accessed August 23, 2021. https://www.pewresearch.org/internet/2016/08/15/the-hashtag-blacklivesmatter-emerges-social-activism-on-twitter/
12.
Anderson  M, Toor  S, Rainie  L, Smith  A. An analysis of #BlackLivesMatter and other Twitter hashtags related to political or social issues. July 11, 2018. Pew Research Center. Accessed August 23, 2021. https://www.pewresearch.org/internet/2018/07/11/an-analysis-of-blacklivesmatter-and-other-twitter-hashtags-related-to-political-or-social-issues/
13.
Eichelberger  KY, Doll  K, Ekpo  GE, Zerden  ML.  Black Lives Matter: claiming a space for evidence-based outrage in obstetrics and gynecology.   Am J Public Health. 2016;106(10):1771-1772. doi:10.2105/AJPH.2016.303313PubMedGoogle Scholar
14.
Bonilla  T., and Tillery  A.B.,  Which identity frames boost support for and mobilization in the #BlackLivesMatter movement: an experimental test.   Am Polit Sci Rev. 2020;114(4):947-962. doi:10.1017/S0003055420000544Google Scholar
15.
Centers for Disease Control and Prevention. Risk for COVID-19 infection, hospitalization, and death by race/ethnicity. Updated September 2021. Accessed August 6, 2021. https://www.cdc.gov/coronavirus/2019-ncov/covid-data/investigations-discovery/hospitalization-death-by-race-ethnicity.html
16.
Centers for Disease Control and Prevention. COVID Data Tracker weekly review. Accessed August 6, 2020. https://www.cdc.gov/coronavirus/2019-ncov/covid-data/covidview/index.html
17.
Centers for Disease Control and Prevention. Daily updates of totals by week and state: provisional death counts for coronavirus disease 2019 (COVID-19). Accessed August 6, 2020. https://www.cdc.gov/nchs/nvss/vsrr/COVID19/index.htm
18.
Cheng  KJG, Sun  Y, Monnat  SM.  COVID-19 death rates are higher in rural counties with larger shares of Blacks and Hispanics.   J Rural Health. 2020;36(4):602-608. doi:10.1111/jrh.12511PubMedGoogle Scholar
19.
Income, poverty, and health insurance coverage in the United States: 2019. News release. US Census Bureau. September 15, 2020. Accessed August 23, 2021. https://www.census.gov/newsroom/press-releases/2020/income-poverty.html
20.
Batelaan  K.  ‘When Whites catch a cold, Black folks get pneumonia’: a look at racialized poverty, space and HIV/AIDS.   Soc Identities. 2021;27(2):262-282. doi:10.1080/13504630.2020.1823827Google Scholar
21.
Storer  A, Schneider  D, Harknett  K. What explains race/ethnic inequality in job quality in the service sector? Washington Center for Equitable Growth. October 16, 2019. Accessed August 23, 2021. https://equitablegrowth.org/working-papers/what-explains-race-ethnic-inequality-in-job-quality-in-the-service-sector/
22.
Louis-Jean  J, Cenat  K, Njoku  CV, Angelo  J, Sanon  D.  Coronavirus (COVID-19) and racial disparities: a perspective analysis.   J Racial Ethn Health Disparities. 2020;7(6):1039-1045. doi:10.1007/s40615-020-00879-4PubMedGoogle Scholar
23.
Webb Hooper  M, Nápoles  AM, Pérez-Stable  EJ.  COVID-19 and racial/ethnic disparities.   JAMA. 2020;323(24):2466-2467. doi:10.1001/jama.2020.8598PubMedGoogle Scholar
24.
Fisher  KA, Bloomstone  SJ, Walder  J, Crawford  S, Fouayzi  H, Mazor  KM.  Attitudes toward a potential SARS-CoV-2 vaccine: a survey of U.S. adults.   Ann Intern Med. 2020;173(12):964-973. doi:10.7326/M20-3569PubMedGoogle Scholar
25.
Dovidio  JF, Penner  LA, Albrecht  TL, Norton  WE, Gaertner  SL, Shelton  JN.  Disparities and distrust: the implications of psychological processes for understanding racial disparities in health and health care.   Soc Sci Med. 2008;67(3):478-486. doi:10.1016/j.socscimed.2008.03.019PubMedGoogle Scholar
26.
Obek  C, Doganca  T, Argun  OB, Kural  AR.  Management of prostate cancer patients during COVID-19 pandemic.   Prostate Cancer Prostatic Dis. 2020;23(3):398-406. doi:10.1038/s41391-020-0258-7PubMedGoogle Scholar
27.
Tai  DBG, Shah  A, Doubeni  CA, Sia  IG, Wieland  ML.  The disproportionate impact of COVID-19 on racial and ethnic minorities in the United States.   Clin Infect Dis. 2021;72(4):703-706. doi:10.1093/cid/ciaa815PubMedGoogle Scholar
28.
Newsweek. The world’s best hospitals 2020. Accessed June 22, 2020. https://www.newsweek.com/best-hospitals-2020/united-states
29.
Namey  EE, Guest  G, MacQueen  KM.  Applied Thematic Analysis. Sage Publications; 2012. doi:10.4135/9781483384436
30.
Boyatzis  R.  Transforming Qualitative Information: Thematic Analysis and Code Development. Sage Publications; 1998.
31.
Braun  V, Clarke  V.  Using thematic analysis in psychology.   Qual Res Psychol. 2006;3(2):77-101. doi:10.1191/1478088706qp063oaGoogle Scholar
32.
Braun  V, Clarke  V, Hayfield  N, Terry  G. Thematic Analysis. In: Liamputtong  P, ed.  Handbook of Research Methods in Health Social Sciences. Springer; 2019:843-860. doi:10.1007/978-981-10-5251-4_103
33.
MacDonald  F, Dobrowolsky  A, eds.  Turbulent Times, Transformational Possibilities: Gender and Politics Today and Tomorrow. University of Toronto Press; 2020.
34.
Ahlberg  BM, Hamed  S, Thapar-Björkert  S, Bradby  H.  Invisibility of racism in the global neoliberal era: implications for researching racism in healthcare.   Front Sociol. 2019;4:61. doi:10.3389/fsoc.2019.00061PubMedGoogle Scholar
35.
Bauer  GR, Hammond  R, Travers  R, Kaay  M, Hohenadel  KM, Boyce  M.  “I don’t think this is theoretical; this is our lives”: how erasure impacts health care for transgender people.   J Assoc Nurses AIDS Care. 2009;20(5):348-361. doi:10.1016/j.jana.2009.07.004PubMedGoogle Scholar
36.
Kiang  MV, Tsai  AC.  Failure of leadership in U.S. academic medicine after George Floyd’s killing by police and amidst subsequent unrest.   Ann Epidemiol. Published online May 21, 2021. doi:10.1016/j.annepidem.2021.04.018PubMedGoogle Scholar
37.
Marmot  M.  Social justice, epidemiology and health inequalities.   Eur J Epidemiol. 2017;32(7):537-546. doi:10.1007/s10654-017-0286-3PubMedGoogle Scholar
38.
Fortuna  LR, Tolou-Shams  M, Robles-Ramamurthy  B, Porche  MV.  Inequity and the disproportionate impact of COVID-19 on communities of color in the United States: the need for a trauma-informed social justice response.   Psychol Trauma. 2020;12(5):443-445. doi:10.1037/tra0000889PubMedGoogle Scholar
39.
Bhugra  D.  Social discrimination and social justice.   Int Rev Psychiatry. 2016;28(4):336-341. doi:10.1080/09540261.2016.1210359PubMedGoogle Scholar
40.
Noonan  AS, Velasco-Mondragon  HE, Wagner  FA.  Improving the health of African Americans in the USA: an overdue opportunity for social justice.   Public Health Rev. 2016;37:12. doi:10.1186/s40985-016-0025-4PubMedGoogle Scholar
41.
Bhatt  J, Bathija  P.  Ensuring access to quality health care in vulnerable communities.   Acad Med. 2018;93(9):1271-1275. doi:10.1097/ACM.0000000000002254PubMedGoogle Scholar
42.
Katz  A, Chateau  D, Enns  JE,  et al.  Association of the social determinants of health with quality of primary care.   Ann Fam Med. 2018;16(3):217-224. doi:10.1370/afm.2236PubMedGoogle Scholar
43.
Dukhanin  V, Searle  A, Zwerling  A, Dowdy  DW, Taylor  HA, Merritt  MW.  Integrating social justice concerns into economic evaluation for healthcare and public health: a systematic review.   Soc Sci Med. 2018;198:27-35. doi:10.1016/j.socscimed.2017.12.012PubMedGoogle Scholar
44.
Edrington  CL.  Tweeting a social movement: Black Lives Matter and its use of Twitter to share information, build community, and promote action.   J Pub Interest Comm. 2018;2(2):289. doi:10.32473/jpic.v2.i2.p289Google Scholar
45.
Johnson  A.  Throwing our bodies against the White background of academia.   Area. 2020;52(1):89-96. doi:10.1111/area.12568Google Scholar
46.
Blankenship  M, Reeves  RV. From the George Floyd moment to Black Lives Matter Movement, in tweets. Brookings. July 10, 2020. Accessed August 23, 2021. https://www.brookings.edu/blog/up-front/2020/07/10/from-the-george-floyd-moment-to-a-black-lives-matter-movement-in-tweets/
Original Investigation
Public Health
October 15, 2021

A 10-Year Social Media Analysis Exploring Hospital Online Support of Black Lives Matter and the Black Community

Author Affiliations
  • 1Department of Epidemiology and Biostatistics, University of California, San Francisco
  • 2Bakar Computational Health Sciences Institute, University of California, San Francisco
  • 3Computational Epidemiology Lab, Harvard Medical School, Boston, Massachusetts
  • 4Innovation Program, Boston Children’s Hospital, Boston, Massachusetts
  • 5Department of Social Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
JAMA Netw Open. 2021;4(10):e2126714. doi:10.1001/jamanetworkopen.2021.26714
Key Points

Question  Do the top hospitals in the United States show public-facing support for the Black community on social media?

Findings  In this cohort study including 281 850 tweets from 2009 to 2020, top hospitals in the United States did not communicate a high level of support for the Black community or topics related to social justice. Only 4 tweets related to the Black Lives Matter movement predated the killing of George Floyd.

Meaning  These findings suggest that hospitals should consider how their social communication habits portray their commitment to a community.

Abstract

Importance  Tensions around COVID-19 and systemic racism have raised the question: are hospitals advocating for equity for their Black patients? It is imperative for hospitals to be supportive of the Black community and acknowledge themselves as safe spaces, run by clinicians and staff who care about social justice issues that impact the health of the Black community; without the expression of support, Black patients may perceive hospitals as uncaring and unsafe, potentially delaying or avoiding treatment, which can result in serious complications and death for those with COVID-19.

Objective  To explore how hospitals showed public-facing support for the Black community as measured through tweets about social equity or the Black Lives Matter (BLM) movement.

Design, Setting, and Participants  Using a retrospective longitudinal cohort study design, tweets from the top 100 ranked hospitals were collected, starting with the most recent over a 10-year span, from May 3, 2009, to June 26, 2020. The date of the George Floyd killing, May 25, 2020, was investigated as a point of interest. Data were analyzed from June 11 to December 4, 2020.

Main Outcomes and Measures  Tweets were manually identified based on 4 categories: BLM, associated with the BLM movement; Black support, expressed support for Black population within the hospital’s community; Black health, pertained to health concerns specific to and the creation of health care for the Black community; or social justice, associated with general social justice terms that were too general to label as Black. If a tweet did not contain any hashtags from these categories, it remained unlabeled.

Results  A total of 281 850 tweets from 90 unique social media accounts were collected. Each handle returned at least 1279 tweets, with 85 handles (94.4%) returning at least 3000 tweets. Tweet publication dates ranged from 2009 to 2020. A total of 274 tweets (0.097%) from 67 handles (74.4%) used a hashtag to support the BLM movement. Among the tweets labeled BLM, the first tweet was published in 2018 and only 4 tweets (1.5%) predated the killing of George Floyd. A similar trend of low signal observed was detected for the other categories (Black support: 244 tweets [0.086%] from 42 handles [46.7%] starting in 2013; Black health: 28 tweets [0.0099%] from 15 handles [16.7%] starting in 2018; social justice: 40 tweets [0.014%] from 21 handles [23.3%] starting in 2015).

Conclusions and Relevance  These findings reflect the low signal of tweets regarding the Black community and social justice in a generalized way across approximately 10 years of tweets for all the hospital handles within the data set. From 2009 to 2020, hospitals rarely engaged in issues pertaining to the Black community and if so, only within the last half of this time period. These later entrances into these discussions indicate that these discussions are relatively recent.

Introduction

Research has shown that patients who perceive their health care practitioners as concerned and compassionate experience better health outcomes.1-3 To that end, hospitals have increasingly leveraged social media to promote themselves as safe spaces for marginalized populations, such as Black individuals, to receive nondiscriminatory care.3-8 Our study seeks to examine whether hospitals express support for the Black population in relation to social justice issues on the social media platform Twitter.

This approach reflects the dominance of social media in addressing social justice issues online within the United States. In the US, a greater proportion of Black individuals use Twitter relative to White individuals, with the extensive conversations and communities of Black users and Black followers often referred to as Black Twitter.8,9 The hashtag synonymous with Black social justice issues, #BlackLivesMatter, and its diminutive #BLM, first appeared in 2012,10 and by 2016, it was the third most used social cause hashtag on the platform,11 appearing a mean of 17 002 times per day between 2013 and 2018.12 Although often used following fatal encounters with law enforcement, #BlackLivesMatter also became an important tool to raise awareness around health inequities in Black communities, such as HIV, adequate access to analgesia, and cancer screening.13,14

In 2020, #BlackLivesMatter took on new urgency owing to the convergence of several public heath crises that disproportionately impacted Black communities, including the COVID-19 pandemic and several high-profile cases of police violence against Black men and women. The Centers for Disease Control and Prevention estimates that cases of COVID-19 are 2.6-fold higher among the Black population than the White population,15 and that Black people with COVID-19 are 4.7-fold more likely to be hospitalized and 2.1-fold more likely to die than White people.16,17 Risk of death from COVID-19 is exacerbated in areas with larger populations of racial and ethnic minorities, such as Black individuals.18 This disparity reflects underlying social determinants of health: Black people are more likely to live in poverty, have limited access to health care,19,20 and work in essential, public-facing positions with limited social distancing and access to personal protective equipment.21 The ongoing incidents of police violence have resulted in demonstrations and discussions about the social and health impacts of systemic racism in America. While these events raised awareness, they also appeared to have heightened historic distrust of the medical community among underserved Black communities who expressed concerns about being exploited by researchers testing COVID-19 treatments and vaccines.22-24

It is imperative for hospitals to acknowledge themselves as safe spaces, run by clinicians and staff who care about social justice issues impacting the health of the Black community. Without the promotion of activism for the Black Lives Matter (BLM) movement, Black patients may perceive hospitals as uncaring and unsafe, possibly delaying or avoiding treatment,25,26 potentially resulting in serious complications and death for those with COVID-19.27 We explored how hospitals showed public-facing support for the Black community as measured through tweets about social equity and/or the BLM movement.

Methods

This cohort study was approved by the Boston Children’s Hospital internal review board. Informed consent was waived because this study did not include any human participants.

Using the Newsweek world’s best hospitals 2020 list,28 we accessed each of the top 100 ranked hospitals’ official websites to retrieve their official account name on the social media platform. Since each account was obtained via hospital websites, it is reasonable to conclude that these hospital handles are run in an official capacity. The media relations department traditionally handles all outgoing communication for hospitals.

We pulled the most recent tweets from each handle starting from June 26, 2020, using the platform’s application programming interface until the interface would no longer return tweets for the handle. A total of 90 unique handles were collected from the top 100 hospitals. For hospitals that were part of the same health care system, the same handle represented several hospitals. One hospital did not have a handle linked to their website and was excluded from analysis.

To identify discussions related to the Black population, we reviewed the returned data to collect all hashtags used (including hashtags in retweeted or quoted tweets), conducting a keyword search for Black, AfricanAmerican, and race. Additionally, we conducted searches for specific hashtags related to BLM but not captured by the previous search (eg, BLM and justice to capture hashtags such as racialjustice or justiceforGeorgeFloyd).

Two of us (D.T.H. and Y.H.) manually reviewed all hashtags to remove any unrelated to the Black population (for example blackbeans would have been identified by our search because it has black in the hashtag but not included for our analysis). After a hashtag review, we pulled all tweets that included the identified hashtags to label if the tweet was BLM-related. To identify themes of analytic interest, data were coded by 2 of us (D.T.H. and Y.H.), and themes were built from codes.29-31 Four themes emerged through this thematic analysis31,32: (1) BLM, associated with the BLM movement; (2) Black support, expressed support for the Black population within the hospital’s community; (3) Black health, pertained to health concerns specific to and the creation of health care for the Black community; and (4) social justice, associated with general social justice terms that were too general to label as Black-focused (eg, “racism,” peopleofcolor, and healthjustice).

Both original tweets and retweets were extracted based on these groupings. We pulled all of the hashtags used in the identified tweets of interest, and based on these themes that emerged, we separated hashtags and manually categorized each tweet accordingly. Tweets that contained hashtags from more than 1 category were assigned to multiple categories. The 4 categories and tweet categorization were confirmed by all authors. We again manually reviewed a sample from each hashtag grouping to select the examples of tweets within each category that are provided in Table 1.

Data Analysis

For each category, we explored 4 types of descriptive data. First, how many tweets contained the hashtags that defined the category? Second, how many handles were represented? Third, what were the tweet publication dates? And fourth, what were the most common hashtags?

Analyses were conducted in Python version 2.7.6 (Python Software Foundation). Data were analyzed from June 11 to December 4, 2020.

Results

We collected a total of 281 850 tweets for 90 unique handles for the top 100 hospitals. Each hospital account returned at least 1279 tweets, with 85 handles (94.4%) returning at least 3000 tweets, and 74 handles (82.2%) returning at least 3200 tweets. The earliest tweet collected was published on May 3, 2009, and the latest was on June 26, 2020.

Category Results
BLM

A total of 274 tweets (0.097%) used a hashtag to support the BLM movement, and a total of 67 handles (74.4%) had tweets in the BLM category. Of those 67 handles, 26 (38.8%) had only 1 tweet in this category. The first tweet was published on April 13, 2018 (5 years after the BLM movement and organization was founded). The date of the George Floyd killing, May 25, 2020, was investigated as a point of interest, and we observed that only 4 tweets that were labeled as BLM predated his killing. The median date of all tweets labeled within the BLM category was June 5, 2020 (IQR, 3 days). The most common hashtags used among these tweets included #GeorgeFloyd and 4 variations of #BlackLivesMatter, including 2 variations of #whitecoatsforBlacklives.

Black Support

We found 244 tweets (0.086%) with hashtags expressing acknowledgment or support of the Black community, and a total of 42 handles (46.7%) published tweets contained in the Black support category, 10 of which (23.8%) had only 1 tweet in this category. The first tweet was published on February 21, 2013, and the median tweet date was August 19, 2019 (IQR, 375 days). Popular hashtags recognized Black History Month and Black men and women in medicine.

Black Health

There were only 28 tweets (0.0099%), generated by 15 handles (16.7%), that used hashtags supporting Black community health concerns. Of these 15 handles, 13 (86.7%) had 1 tweet. The first tweet was published on February 12, 2018, and the median tweet date was December 17, 2019 (IQR, 475 days). Popular hashtags referenced African Americans, Black health, and Black lives.

Social Justice

We found 40 tweets (0.014%), produced by 21 handles (23.3%), containing hashtags in the social justice category. Of those 21 handles, 13 handles (61.9%) had 1 social justice tweet. The first tweet was published on April 10, 2015, and the median tweet date for the category was November 28, 2019 (IQR, 453 days). Popular hashtags referred to race and racism in general.

Uncategorized Tweets

Most tweets did not pertain to any of the categories listed (281 283 tweets [99.8%]). All hospital handles were represented in this group. The first tweet was published on May 3, 2009, and the median tweet date was December 18, 2018 (IQR, 812 days).

Summary Results

Results for each category of tweets are summarized in Table 2. Figure 1 shows the number of tweets for each hospital handle for each category. For added context, we plotted each handle’s total number of uncategorized tweets on each category’s plot. The labeled tweets per hospital ranged from 0 to 46 tweets, and the median date for each category was in 2019, within 1 year of when the data was collected. The uncategorized tweets per hospital ranged from 1279 to 3250 tweets, and the median date was in 2018. Figure 2 shows the cumulative number of tweets across time from May 3, 2009, to June 26, 2020. Again, we added uncategorized tweets to each category’s plot for added context.

Discussion

The findings of this cohort study reflect the low signal of tweets regarding the Black community and generalized social justice from hospitals in the US. It is evident from the lack of signal for labeled tweets relative to uncategorized tweets. This lack of discussion surrounding the Black community is a trend across approximately 10 years of tweets across all hospitals within our data set. Of the small percentage of tweets that had Black community or social justice labels, the earliest tweets are at least 6 years later than the earliest tweet published in the data set. This, along with the median dates within a year of collection, indicate that these discussions are relatively recent.

Most hospitals and hospital systems focus their tweets on somatic health. While some hospitals framed COVID-19 as a public health crisis and noted its disparate impact in Black communities, the signal was low. Hospitals tended to separate messages about Black health and COVID-19. Although we cannot determine the intention with these tweets, the hospitals’ separation of BLM and COVID-19 effectively elides the disparate impact of COVID-19 in Black communities.

Only 4 tweets involving BLM occurred prior to the killing of George Floyd on May 25, 2020, while 270 tweets occurred after. Hospital participation in the national response to his killing is evidenced by the most popular hashtag in the group (#GeorgeFloyd). It is not possible to determine whether the increases in tweets related to BLM will continue at these hospitals or reflect a response to a specific event.33 Institutions may consider ongoing use of social justice hashtags to be outside their scope or overly political, but hospitals can powerfully leverage social justice to demonstrate concern for the health and well-being of the Black members of the communities they serve.33 Whether intentional or not, these top hospitals are not communicating nor demonstrating outwardly that they care about issues and concerns specific to the Black community. Because of this, Black communities may not feel represented at top hospitals. Erasure34 from public discourse has been shown to be negatively associated with the quality of care delivered to marginalized populations and with the uptake of care by these populations.35 A 2021 study by Kiang and Tsai36 examined the public communication statements of 56 leading US medical schools after the George Floyd killing. Kiang and Tsai found that most medical schools failed to make reference to the killing of George Floyd by the police and historical racism against Black people.36

Social justice has been shown to be a powerful tool in addressing health inequities in Black communities, motivating changes in policy to improve public health outcomes37-39 related to access to care,40,41 quality of care delivery,42 and overall health care outcomes.43 In addition, hospitals that leverage social justice messaging and hashtags may be able to further the reach of their tweets and better engage communities. Indeed, some studies, such as a 2018 study by Edrington,44 have suggested that tweets that contain calls to action related to social and health policy are more likely to be engaged and retweeted.

We recognize that our analysis is based only on hashtags and not on text, creating conservative grouping. However, a critical consideration is that general social media etiquette includes hashtags, especially when a user wants to ensure that their message is clearly stated and grouped with messages like it for increased visibility. Hospitals tend to employ professional communications teams versed in social media norms and likely are well versed in labeling messages for public consumption. While conservative, we believe these tweets capture the social justice messages that hospitals wanted amplified via signal boosting through hashtags.

To our knowledge, this is the first study that has looked at hospital advocacy of Black social justice issues and BLM in particular. Additionally, this study illustrates a baseline of how hospitals are tweeting. While there were few communications about BLM in this set of tweets, our study could provide guidance for further work concerning how online BLM advocacy may be associated with trust or improved health outcomes in the Black population a hospital serves. By providing hypotheses for future studies, our work may advance research to define the importance of trust and how it relates to promotion of Black community and social justice issues. It also may encourage hospitals to expand their social justice advocacy of historically underserved populations in an effort to increase community trust and improve the health outcomes of affected populations.

Further analysis needs to be conducted to find other potential signals and avenues that communicate effective engagement (eg, examining other social media sites or community-based outreach). We hope that our work inspires future research on how a hospital’s advocacy and outward-facing discussion centered on health disparities and social injustices could help to advocate for and support the Black population in terms of trust and safety. We hope that future analyses contextualize our findings further by exploring whether community- or minority-based hospitals are more likely to engage in social justice, whether there are differences in levels of hospital engagement by minority group, and sentiment and linguistic properties that extend beyond hashtags. Eventually, it is our aim that this analysis will be expanded to include more US hospitals varying in conventional ranking and community demographics served.

Limitations

This study has some limitations. It is possible that we would have seen more hospitals engaged in these topics if we had expanded our method to have less conservative grouping. We also may not have included all hashtags associated with BLM (eg, #protest, #policebrutality). Again, we argue that if a hospital wanted to publicly engage in these topics, they would have used hashtags central to movements to take advantage of signal boosting.45,46

We also recognize that we have included only the top 100 ranked hospitals according to Newsweek; thus, our results may not be generalizable to all hospitals in the US. We did not include community- or minority-based hospitals as a comparison to explore if these hospitals that do not rank high in conventional US hospital rankings would rank high in terms of advocacy.

Conclusions

The findings of this cohort study help to shed light on how hospitals use social media and hashtags to address social justice issues impacting the Black communities they serve. It is important for health organizations to realize how they engage with their communities via social media. These brief engagements can communicate an institution’s dedication to the health and well-being of the populations they serve. Such engagements are particularly important among underserved and marginalized groups, which historically have not trusted mainstream health organizations and are, in general, heavy users of communications platforms. Health organizations that thoughtfully address social justice issues online may be able to build trust and bolster uptake of their services among these groups and help to improve their health outcomes overall.

Back to top
Article Information

Accepted for Publication: July 13, 2021.

Published: October 15, 2021. doi:10.1001/jamanetworkopen.2021.26714

Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2021 Hswen Y et al. JAMA Network Open.

Corresponding Author: Yulin Hswen, MPH, ScD, Department of Epidemiology and Biostatistics, University of California, 490 Illinois St, San Francisco, CA 94158 (yulin.hswen@ucsf.edu).

Author Contributions: Mrs Thorpe Huerta had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis. Dr Hswen and Mrs Thorpe Huerta contributed equally.

Concept and design: Hswen, Hawkins, Brownstein.

Acquisition, analysis, or interpretation of data: Hswen, Thorpe Huerta, Le Compte, Hawkins.

Drafting of the manuscript: Hswen, Thorpe Huerta, Le Compte.

Critical revision of the manuscript for important intellectual content: All authors.

Statistical analysis: Hswen, Thorpe Huerta.

Obtained funding: Hawkins.

Administrative, technical, or material support: Le Compte, Hawkins.

Supervision: Hswen, Hawkins, Brownstein.

Conflict of Interest Disclosures: None reported.

References
1.
Pace  TWW, Dodds  SE, Sikorskii  A,  et al.  Cognitively-based compassion training versus cancer health education to improve health-related quality of life in survivors of solid tumor cancers and their informal caregivers: study protocol for a randomized controlled pilot trial.   Trials. 2019;20(1):247. doi:10.1186/s13063-019-3320-9PubMedGoogle Scholar
2.
Hswen  Y, Hawkins  JB, Sewalk  K,  et al.  Racial and ethnic disparities in patient experiences in the United States: 4-year content analysis of Twitter.   J Med Internet Res. 2020;22(8):e17048. doi:10.2196/17048PubMedGoogle Scholar
3.
Hswen  Y, Zhang  A, Sewalk  KC, Tuli  G, Brownstein  JS, Hawkins  JB.  Investigation of geographic and macrolevel variations in LGBTQ patient experiences: longitudinal social media analysis.   J Med Internet Res. 2020;22(7):e17087. doi:10.2196/17087PubMedGoogle Scholar
4.
Hswen  Y, Sewalk  KC, Alsentzer  E, Tuli  G, Brownstein  JS, Hawkins  JB.  Investigating inequities in hospital care among lesbian, gay, bisexual, and transgender (LGBT) individuals using social media.   Soc Sci Med. 2018;215:92-97. doi:10.1016/j.socscimed.2018.08.031PubMedGoogle Scholar
5.
Richter  JP, Muhlestein  DB, Wilks  CE.  Social media: how hospitals use it, and opportunities for future use.   J Healthc Manag. 2014;59(6):447-460. doi:10.1097/00115514-201411000-00011PubMedGoogle Scholar
6.
Griffis  HM, Kilaru  AS, Werner  RM,  et al.  Use of social media across US hospitals: descriptive analysis of adoption and utilization.   J Med Internet Res. 2014;16(11):e264. doi:10.2196/jmir.3758PubMedGoogle Scholar
7.
Wong  CA, Merchant  RM, Moreno  MA.  Using social media to engage adolescents and young adults with their health.   Healthc (Amst). 2014;2(4):220-224. doi:10.1016/j.hjdsi.2014.10.005PubMedGoogle Scholar
8.
Ince  J.,, Rojas  F., and Davis  C.A.,  The social media response to Black Lives Matter: how Twitter users interact with Black Lives Matter through hashtag use.   Ethn Racial Stud. 2017;40(11):1814-1830. doi:10.1080/01419870.2017.1334931Google Scholar
9.
Wortham  J,. Black tweets matter. Smithsonian Magazine. September 2016. Accessed August 23, 2021. https://www.smithsonianmag.com/arts-culture/black-tweets-matter-180960117/
10.
Freelon  D, McIlwain  CD, Clark  MD. Beyond the hashtags: #Ferguson, #BlackLivesMatter, and the online struggle for offline justice. Center for Media & Social Impact. February 29, 2016. Accessed August 23, 2021. https://cmsimpact.org/resource/beyond-hashtags-ferguson-blacklivesmatter-online-struggle-offline-justice/
11.
Anderson  M. The hashtag #BlackLivesMatter emerges: Social activism on Twitter. Pew Research Center. August 15, 2016. Accessed August 23, 2021. https://www.pewresearch.org/internet/2016/08/15/the-hashtag-blacklivesmatter-emerges-social-activism-on-twitter/
12.
Anderson  M, Toor  S, Rainie  L, Smith  A. An analysis of #BlackLivesMatter and other Twitter hashtags related to political or social issues. July 11, 2018. Pew Research Center. Accessed August 23, 2021. https://www.pewresearch.org/internet/2018/07/11/an-analysis-of-blacklivesmatter-and-other-twitter-hashtags-related-to-political-or-social-issues/
13.
Eichelberger  KY, Doll  K, Ekpo  GE, Zerden  ML.  Black Lives Matter: claiming a space for evidence-based outrage in obstetrics and gynecology.   Am J Public Health. 2016;106(10):1771-1772. doi:10.2105/AJPH.2016.303313PubMedGoogle Scholar
14.
Bonilla  T., and Tillery  A.B.,  Which identity frames boost support for and mobilization in the #BlackLivesMatter movement: an experimental test.   Am Polit Sci Rev. 2020;114(4):947-962. doi:10.1017/S0003055420000544Google Scholar
15.
Centers for Disease Control and Prevention. Risk for COVID-19 infection, hospitalization, and death by race/ethnicity. Updated September 2021. Accessed August 6, 2021. https://www.cdc.gov/coronavirus/2019-ncov/covid-data/investigations-discovery/hospitalization-death-by-race-ethnicity.html
16.
Centers for Disease Control and Prevention. COVID Data Tracker weekly review. Accessed August 6, 2020. https://www.cdc.gov/coronavirus/2019-ncov/covid-data/covidview/index.html
17.
Centers for Disease Control and Prevention. Daily updates of totals by week and state: provisional death counts for coronavirus disease 2019 (COVID-19). Accessed August 6, 2020. https://www.cdc.gov/nchs/nvss/vsrr/COVID19/index.htm
18.
Cheng  KJG, Sun  Y, Monnat  SM.  COVID-19 death rates are higher in rural counties with larger shares of Blacks and Hispanics.   J Rural Health. 2020;36(4):602-608. doi:10.1111/jrh.12511PubMedGoogle Scholar
19.
Income, poverty, and health insurance coverage in the United States: 2019. News release. US Census Bureau. September 15, 2020. Accessed August 23, 2021. https://www.census.gov/newsroom/press-releases/2020/income-poverty.html
20.
Batelaan  K.  ‘When Whites catch a cold, Black folks get pneumonia’: a look at racialized poverty, space and HIV/AIDS.   Soc Identities. 2021;27(2):262-282. doi:10.1080/13504630.2020.1823827Google Scholar
21.
Storer  A, Schneider  D, Harknett  K. What explains race/ethnic inequality in job quality in the service sector? Washington Center for Equitable Growth. October 16, 2019. Accessed August 23, 2021. https://equitablegrowth.org/working-papers/what-explains-race-ethnic-inequality-in-job-quality-in-the-service-sector/
22.
Louis-Jean  J, Cenat  K, Njoku  CV, Angelo  J, Sanon  D.  Coronavirus (COVID-19) and racial disparities: a perspective analysis.   J Racial Ethn Health Disparities. 2020;7(6):1039-1045. doi:10.1007/s40615-020-00879-4PubMedGoogle Scholar
23.
Webb Hooper  M, Nápoles  AM, Pérez-Stable  EJ.  COVID-19 and racial/ethnic disparities.   JAMA. 2020;323(24):2466-2467. doi:10.1001/jama.2020.8598PubMedGoogle Scholar
24.
Fisher  KA, Bloomstone  SJ, Walder  J, Crawford  S, Fouayzi  H, Mazor  KM.  Attitudes toward a potential SARS-CoV-2 vaccine: a survey of U.S. adults.   Ann Intern Med. 2020;173(12):964-973. doi:10.7326/M20-3569PubMedGoogle Scholar
25.
Dovidio  JF, Penner  LA, Albrecht  TL, Norton  WE, Gaertner  SL, Shelton  JN.  Disparities and distrust: the implications of psychological processes for understanding racial disparities in health and health care.   Soc Sci Med. 2008;67(3):478-486. doi:10.1016/j.socscimed.2008.03.019PubMedGoogle Scholar
26.
Obek  C, Doganca  T, Argun  OB, Kural  AR.  Management of prostate cancer patients during COVID-19 pandemic.   Prostate Cancer Prostatic Dis. 2020;23(3):398-406. doi:10.1038/s41391-020-0258-7PubMedGoogle Scholar
27.
Tai  DBG, Shah  A, Doubeni  CA, Sia  IG, Wieland  ML.  The disproportionate impact of COVID-19 on racial and ethnic minorities in the United States.   Clin Infect Dis. 2021;72(4):703-706. doi:10.1093/cid/ciaa815PubMedGoogle Scholar
28.
Newsweek. The world’s best hospitals 2020. Accessed June 22, 2020. https://www.newsweek.com/best-hospitals-2020/united-states
29.
Namey  EE, Guest  G, MacQueen  KM.  Applied Thematic Analysis. Sage Publications; 2012. doi:10.4135/9781483384436
30.
Boyatzis  R.  Transforming Qualitative Information: Thematic Analysis and Code Development. Sage Publications; 1998.
31.
Braun  V, Clarke  V.  Using thematic analysis in psychology.   Qual Res Psychol. 2006;3(2):77-101. doi:10.1191/1478088706qp063oaGoogle Scholar
32.
Braun  V, Clarke  V, Hayfield  N, Terry  G. Thematic Analysis. In: Liamputtong  P, ed.  Handbook of Research Methods in Health Social Sciences. Springer; 2019:843-860. doi:10.1007/978-981-10-5251-4_103
33.
MacDonald  F, Dobrowolsky  A, eds.  Turbulent Times, Transformational Possibilities: Gender and Politics Today and Tomorrow. University of Toronto Press; 2020.
34.
Ahlberg  BM, Hamed  S, Thapar-Björkert  S, Bradby  H.  Invisibility of racism in the global neoliberal era: implications for researching racism in healthcare.   Front Sociol. 2019;4:61. doi:10.3389/fsoc.2019.00061PubMedGoogle Scholar
35.
Bauer  GR, Hammond  R, Travers  R, Kaay  M, Hohenadel  KM, Boyce  M.  “I don’t think this is theoretical; this is our lives”: how erasure impacts health care for transgender people.   J Assoc Nurses AIDS Care. 2009;20(5):348-361. doi:10.1016/j.jana.2009.07.004PubMedGoogle Scholar
36.
Kiang  MV, Tsai  AC.  Failure of leadership in U.S. academic medicine after George Floyd’s killing by police and amidst subsequent unrest.   Ann Epidemiol. Published online May 21, 2021. doi:10.1016/j.annepidem.2021.04.018PubMedGoogle Scholar
37.
Marmot  M.  Social justice, epidemiology and health inequalities.   Eur J Epidemiol. 2017;32(7):537-546. doi:10.1007/s10654-017-0286-3PubMedGoogle Scholar
38.
Fortuna  LR, Tolou-Shams  M, Robles-Ramamurthy  B, Porche  MV.  Inequity and the disproportionate impact of COVID-19 on communities of color in the United States: the need for a trauma-informed social justice response.   Psychol Trauma. 2020;12(5):443-445. doi:10.1037/tra0000889PubMedGoogle Scholar
39.
Bhugra  D.  Social discrimination and social justice.   Int Rev Psychiatry. 2016;28(4):336-341. doi:10.1080/09540261.2016.1210359PubMedGoogle Scholar
40.
Noonan  AS, Velasco-Mondragon  HE, Wagner  FA.  Improving the health of African Americans in the USA: an overdue opportunity for social justice.   Public Health Rev. 2016;37:12. doi:10.1186/s40985-016-0025-4PubMedGoogle Scholar
41.
Bhatt  J, Bathija  P.  Ensuring access to quality health care in vulnerable communities.   Acad Med. 2018;93(9):1271-1275. doi:10.1097/ACM.0000000000002254PubMedGoogle Scholar
42.
Katz  A, Chateau  D, Enns  JE,  et al.  Association of the social determinants of health with quality of primary care.   Ann Fam Med. 2018;16(3):217-224. doi:10.1370/afm.2236PubMedGoogle Scholar
43.
Dukhanin  V, Searle  A, Zwerling  A, Dowdy  DW, Taylor  HA, Merritt  MW.  Integrating social justice concerns into economic evaluation for healthcare and public health: a systematic review.   Soc Sci Med. 2018;198:27-35. doi:10.1016/j.socscimed.2017.12.012PubMedGoogle Scholar
44.
Edrington  CL.  Tweeting a social movement: Black Lives Matter and its use of Twitter to share information, build community, and promote action.   J Pub Interest Comm. 2018;2(2):289. doi:10.32473/jpic.v2.i2.p289Google Scholar
45.
Johnson  A.  Throwing our bodies against the White background of academia.   Area. 2020;52(1):89-96. doi:10.1111/area.12568Google Scholar
46.
Blankenship  M, Reeves  RV. From the George Floyd moment to Black Lives Matter Movement, in tweets. Brookings. July 10, 2020. Accessed August 23, 2021. https://www.brookings.edu/blog/up-front/2020/07/10/from-the-george-floyd-moment-to-a-black-lives-matter-movement-in-tweets/
×