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Citation: Abascal Miguel, L.;
Maiorana, A.; Saggese, G.S.R.;
Campbell, C.K.; Bourdeau, B.; Arnold,
E.A. A Co-Created Tool to Help
Counter Health Misinformation for
Spanish-Speaking Communities in the
San Francisco Bay Area. Int. J. Environ.
Res. Public Health 2024,21, 294.
https://doi.org/10.3390/
ijerph21030294
Academic Editors: Alessandra
Sinopoli and Valentina Baccolini
Received: 9 February 2024
Revised: 26 February 2024
Accepted: 28 February 2024
Published: 2 March 2024
Copyright: © 2024 by the authors.
Licensee MDPI, Basel, Switzerland.
This article is an open access article
distributed under the terms and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/).
International Journal of
Environmental Research
and Public Health
Article
A Co-Created Tool to Help Counter Health Misinformation for
Spanish-Speaking Communities in the San Francisco Bay Area
Lucía Abascal Miguel 1, *, Andres Maiorana 2, Gustavo Santa Roza Saggese 3, Chadwick K. Campbell 4,
Beth Bourdeau 2and Emily A. Arnold 2
1Institute for Global Health Sciences, University of California San Francisco, San Francisco,
San Francisco, CA 94158, USA
2Division of Prevention Science, University of California San Francisco, San Francisco, CA 94158, USA;
andres.maiorana@ucsf.edu (A.M.); beth.bourdeau@ucsf.edu (B.B.); emily.arnold@ucsf.edu (E.A.A.)
3Santa Casa School of Medical Sciences, São Paulo 01221-020, Brazil; gsrsaggese@gmail.com
4Herbert Wertheim School of Public Health & Human Longevity Science, University of California,
San Diego, CA 92093, USA; ckc003@health.ucsd.edu
*Correspondence: lucia.abascal@ucsf.edu
Abstract: Background: Health misinformation, which was particularly prevalent during the COVID-
19 pandemic, hampers public health initiatives. Spanish-speaking communities in the San Francisco
Bay Area may be especially affected due to low digital health literacy and skepticism towards science
and healthcare experts. Our study aims to develop a checklist to counter misinformation, grounded
in community insights. Methods: We adopted a multistage approach to understanding barriers to
COVID-19 vaccine uptake in Spanish-speaking populations in Alameda and San Francisco counties.
Initial work included key informant and community interviews. Partnering with a community-based
organization (CBO), we organized co-design workshops in July 2022 to develop a practical tool for
identifying misinformation. Template analysis identified key themes for actionable steps, such as
source evaluation and content assessment. From this, we developed a Spanish-language checklist.
Findings: During formative interviews, misinformation was identified as a major obstacle to vaccine
uptake. Three co-design workshops with 15 Spanish-speaking women resulted in a 10-step checklist
for tackling health misinformation. Participants highlighted the need for scrutinizing sources and
assessing messenger credibility, and cues in visual content that could instill fear. The checklist
offers a pragmatic approach to source verification and information assessment, supplemented by
resources from local CBOs. Conclusion: We have co-created a targeted checklist for Spanish-speaking
communities to identify and counter health misinformation. Such specialized tools are essential for
populations that are more susceptible to misinformation, enabling them to differentiate between
credible and non-credible information.
Keywords: health misinformation; Spanish-speaking communities; COVID-19 vaccine; digital health
literacy; community-based organization (CBO); co-design workshops
1. Background
The COVID-19 pandemic has exposed significant health disparities among racial and
ethnic groups in the United States [
1
]. Latino individuals in California were 8.1 times more
likely to reside in households with a higher risk of exposure, were more likely to have
severe outcomes at the outset of the pandemic, and are currently less likely to have received
vaccinations compared to their white counterparts [
2
]. These disparities are influenced
by social, structural, and individual factors, with health information and education also
playing a role [3].
Many people used social media during the pandemic to find information about
COVID-19. However, due to the increase in health-related content circulating on social
Int. J. Environ. Res. Public Health 2024,21, 294. https://doi.org/10.3390/ijerph21030294 https://www.mdpi.com/journal/ijerph
Int. J. Environ. Res. Public Health 2024,21, 294 2 of 10
media that needs more proper scrutiny and fact-checking, this increase in online infor-
mation has led to an “infodemic” of misinformation and false claims [
4
–
6
]. Studies have
shown that many posts about COVID-19 on social media are untrustworthy and contain
false information and conspiracy theories about the disease and vaccines [5,6]. This surge
in health-related content on social media has made it challenging to distinguish accurate
information from falsehoods [
7
]. False information tends to spread faster and farther than
accurate information [8,9].
Digital health literacy involves the ability to access health information online and
understand and apply it accurately. Low levels of digital health literacy contribute to the
spread of COVID-19-related online misinformation [
10
,
11
]. Latinos and Spanish-speaking
individuals are particularly vulnerable to misinformation. Spanish-speaking households
rely more on social media for health information and are more likely to consume and share
misinformation online than the general population [12,13].
Social media platforms, such as Facebook, are less effective at identifying and flagging
Spanish-language than English-language misinformation, further exacerbating its spread.
One study found that the platform failed to flag 70% of misinformation in Spanish compared
to 29% in English [
14
]. Moreover, most social media platforms invest about nine times less
in fact-checking in languages other than English, further amplifying the risk of spreading
misinformation [
15
]. This vulnerability is exacerbated by a history of discrimination,
medical racism, and limited access to healthcare, which has created a foundation of mistrust
that allows Spanish-language COVID-19 vaccine misinformation to thrive on social media
platforms [12].
Participatory design methods are increasingly recognized as a valuable approach for
creating health and public health interventions [
16
]. Participatory design methods lead to
more relevant, effective, and sustainable public health solutions by actively involving end
users, fostering collaboration, and promoting adaptability. Within participatory design,
co-design workshops enable users and researchers to exchange and develop ideas, aiming
to ensure that the tools being created are rooted in users’ lived experiences, while actively
involving them in the design process [
17
]. User narratives, such as stories and scenarios,
may also be employed in co-design to communicate design concepts and envision their
potential applications [18].
Although originally developed and primarily used for new technologies and mHealth,
these approaches can be adapted for developing more traditional and non-technological
health tools, including information and education campaigns, infographics, and more. The
collaborative development process provides vital insights into how end users interact with
health tools, leading to relevant and timely solutions for health issues. As both tools and
the sociocultural context of end users continuously evolve, the collaborative development
process should remain dynamic [19].
Given the prolific nature of misinformation and its impact on the health-related
decisions of Spanish-speakers, efficient strategies and tools are needed to help identify
misinformation on the internet. This study aims to explore the content, causes, and sources
of misinformation affecting Spanish speakers in the San Francisco Bay Area to co-design a
user-friendly checklist for identifying and countering online misinformation about COVID-
19 vaccination.
2. Methods
We employed a two-stage methodology, through formative interviews and then
through community workshops, to understand and address barriers to COVID-19 vaccine
uptake in Spanish-speaking populations.
3. Formative Interviews and Groups
We conducted interviews and group interviews with key informants (KIs) and commu-
nity members in San Francisco and Alameda Counties, California from August to December
2021. KIs included healthcare professionals, community-based organization (CBO) person-
Int. J. Environ. Res. Public Health 2024,21, 294 3 of 10
nel, county health department members, and community leaders. Community members
were recruited through social media and CBOs. Interviews were conducted via Zoom,
transcribed, and analyzed using template analysis. Topics included community percep-
tions of COVID-19, vaccine barriers and facilitators, misinformation, and intervention
recommendations.
As we analyzed the formative phase data, we uncovered misinformation as a recurring
theme and identified it as a significant barrier to vaccine uptake among the Spanish-
speaking community. In response to this finding, we partnered with a CBO representing
Spanish-speaking members and organized co-design workshops in July 2022. Through
these workshops, we aimed to explore the problem of misinformation further and to
collaboratively develop a practical tool to identify and counteract false information.
4. Workshops
4.1. Data Collection
We collaborated with a local CBO, Mujeres Activas y Unidas (MUA), to recruit par-
ticipants for three 1-h workshops. Mujeres Unidas y Activas (MUA) is an organization
comprised of Latina and Indigenous immigrant women in the San Francisco Bay Area. It
is dedicated to empowering both individual and community strengths with the aim of
achieving social and economic justice. Interested participants were contacted by a Spanish-
speaking member of the research team who explained this study to them. Workshops were
conducted in Spanish by a bilingual moderator and note-taker over Zoom and were audio-
recorded and transcribed. The workshops began with an open-ended discussion where
participants shared their experiences assessing the veracity of COVID-19 vaccine-related
information. Participants discussed the source, messenger, and content of the information
and shared strategies or techniques they used to identify misinformation or disinformation.
Then, participants engaged in a practical exercise comparing two pieces of information
on COVID-19 boosters. Both posts were shared side by side without revealing which
information was true or false. One piece of information was from Dr. Mercola’s Facebook
site in Spanish, presenting a hand in a blue glove holding a syringe with a conspicuously
long needle, alongside the question, “Why do people with all of their booster shots continue
to get COVID and the unvaccinated don’t?” This was coupled with a link suggesting a
grave health risk from booster shots. In stark contrast, the CDC’s Spanish Facebook post,
verified as well, displayed a straightforward cartoon of a contented man with a band-aid
on his arm, promoting the message that booster shots can enhance or reinstate waning
protection against COVID-19. Both accounts, bearing the blue checkmark of Facebook
verification, were posted during the same week in May 2022.
Participants were asked to compare the two pieces of information and identify any
differences that could help distinguish between accurate and inaccurate information. They
were also asked what actions they would take if presented with such information (e.g.,
would they click the link? Would they share it?).
4.2. Data Analysis
We employed a rapid analysis approach using template analysis to analyze the work-
shop transcripts [
20
,
21
]. This method involves creating domains for each interview question
and developing a template to summarize each transcript by domain [
22
]. A team of analysts
templated the transcripts, with one primary analyst doing an initial templating of the data
and a secondary analyst providing a review.
The themes focused on identifying related actionable steps for identifying misinfor-
mation. They encompassed various information aspects such as source, messenger, visual
appearance, tone, website and URL, content, and trust. Once the data were templated,
narratives were extracted based on these dimensions to provide practical guidance for
tool development.
Int. J. Environ. Res. Public Health 2024,21, 294 4 of 10
4.3. Tool Development
Utilizing insights gathered from the workshops, we developed a comprehensive list of
steps in Spanish for identifying misinformation. This list was subsequently translated into
English to ensure broader accessibility. A designer on the research team created visually
engaging elements, tailored to resonate with the target audience. We solicited feedback
on the tool from other researchers and participants, ensuring that the final product was
visually appealing and effective in helping users identify misinformation. Our collaborative
process ensured that the tool was grounded in the real-world experiences of the community
members and reflected their perspectives on misinformation identification.
This study was approved by the Institutional Review Board of the University of
California San Francisco (IRB protocol #21-34502). Verbal informed consent was obtained
from all participants in the formative work and in the workshops in English or Spanish.
5. Results
Formative Interviews and Groups
A total of 30 individual and group interviews were conducted for this study’s for-
mative phase. The impact of misinformation on COVID-19 vaccine uptake emerged as
a significant concern among participants in the formative phase of this study. Key infor-
mants identified misinformation as a primary reason why many individuals they serve or
have talked to refuse or delay getting vaccinated. Group interview participants similarly
identified misinformation as a major reason why many of their peers or themselves had
not received the vaccine. Some participants who were themselves unvaccinated cited
misinformation as the reason for their hesitancy. The prevalence of misinformation online
was highlighted, with Spanish speakers disproportionately affected.
Key informant and group interview participants identified several common myths
surrounding the COVID vaccine, which were recurrent throughout the formative inter-
views. These myths were often related to vaccine safety, serious adverse side effects mainly
affecting the reproductive system or fertility, conspiracy theories concerning microchips
and government control, and doubts about the scientific process, development, and effec-
tiveness of the vaccine. Participants shared personal experiences with these conspiracy
theories and expressed concerns about the rapid development and long-term effects on
health, particularly for pregnant women and children. The lack of understanding of the
approval process and the perception of constantly changing guidelines contributed to
vaccine hesitancy, highlighting the need to counter these misconceptions (see Supplemental
Table S1 for more information and findings from the formative interviews). These findings
guided the development of the co-design workshops.
6. Workshops
We conducted three workshops with three to six participants each in July 2022. All
participants were women, self-identified as Hispanic or Latinas, and members of MUA.
Most participants were in the age range of 45–54 years, with a diverse range of ages
represented (35 to 75 years). All participants spoke Spanish, with the primary language of
the two participants in the last workshops being Mam, a Mayan language from Guatemala.
Regarding COVID-19 vaccination status, one participant had received one dose, ten were
fully vaccinated, and one was unvaccinated.
7. Features to Consider for a Co-Designed Toolkit to Counter Misinformation
7.1. Source
Participants stressed the need to verify the reliability of sources, including their
origins and the destinations of embedded links, noting that even medical professionals
can spread misinformation. One participant noted, “when [the link] it is more secure,
it always starts with https. And it doesn’t just send you to an unrelated link” (WS1,
P5). They highlighted the importance of thoroughly investigating information, especially
when it involves significant health decisions for themselves or their families, and recom-
Int. J. Environ. Res. Public Health 2024,21, 294 5 of 10
mended seeking input from multiple sources and comparing them rather than relying on a
single post.
When presented with two Facebook posts, participants expressed skepticism about
Dr. Mercola’s post, with one of them stating, “For me it is garbage or it is not credible
because it does not give you access to that information without you having to give personal
information or without you having to put your e-mail address and then they invade with
advertisements” (WS1, P5). Some participants saw government-related sources as unbiased
and trusted, contrasting those to other sources that clearly were profit-based. The Centers
for Disease Control (CDC), for example, was viewed as a trustworthy source with free
access to information: “To me, the CDC is better, I believe it is the most trusted source. It is
giving us all the information. It’s updating us day by day. And it’s giving us a link to keep
us informed, it doesn’t say, subscribe or pay” (WS2, P2).
7.2. Messenger
Participants stated that it is also important to consider who shared the piece of in-
formation with them or the messenger. They reported receiving information primarily
through Facebook and WhatsApp and noted that trust in the messenger was a key factor in
determining their own level of trust in that information. One participant said she would
be more likely to trust COVID-19 information if it was shared by someone she knew and
trusted. Another participant added that people can have a strong influence on others,
including through fearmongering: “For me it does influence a lot, because even a very close
friend tells you: “No, look, it’s because of this and that, and I think that sometimes they do
have an influence on you. They also influence you with fear. ‘If you go out, it’s going to
happen to you and it’s going to hit you.’” (WS1, P4) The trustworthiness of individuals
within one’s social network plays a vital role in shaping their perception and acceptance
of shared information, emphasizing the importance of considering both the source and
the messenger.
7.3. Visual Characteristics
Participants also highlighted the importance of visual presentation when assessing the
trustworthiness of COVID-19 information. They recognized that images could have a sig-
nificant impact on their perception of the information being conveyed. Several participants
noted that a photo of a syringe used in Dr. Mercola’s post was aggressive and fear-inducing.
However, participants acknowledged that fear-based messaging could have mixed effects
on their level of trust. One participant pointed out that images can be particularly influ-
ential for illiterate individuals who rely on visual cues to understand the content, stating:
“From a visual point of view, the photograph they put up looks rather cruel, because it is
like an attack with a syringe
. . .
the image that stays with you is ‘Oh, they want to attack us
with the vaccine’. They want to manipulate my brain in terms of my image that I’m seeing”
(WS1, P2).
7.4. Trust in CBOs
The role MUA had in providing them with COVID-related information they could
trust was a common theme among participants from the three workshops. As a partici-
pant mentioned, belonging to an organization does not only help them be informed but
allows them to share with and support others. “And even more so if they don’t have
anyone who belongs to an organization, where they are being updated on many things.
Because belonging to an organization helps us a lot to be able to help other people. All
the information that I receive there, in Mujeres, I am always sharing with the community.”
(WS2, P1) Participants expressed trust in community-based organizations, such as MUA,
that regularly provided them with COVID-19 vaccine information. The same participant
stated, “we trust what MUA gives us, I trust because when they—on Mondays we have the
meeting where experts come and give us talks. Every Monday. The people who have come
work in hospitals. A doctor has come, a nurse has come, they are people who are informed”
Int. J. Environ. Res. Public Health 2024,21, 294 6 of 10
(WS2, P1). CBOs played a vital role in bridging the gap between public health and clinical
professionals and the communities they serve. Through the trust established with these
organizations, they effectively acted as conduits for disseminating accurate, science-based
information to the wider community.
7.5. Community Characteristics
Participants also discussed how personal and community characteristics can impact
trust in vaccine information. They mentioned that people with limited education and
exposure to different sources of information may be more vulnerable to misinformation
and are more likely to believe everything they read or hear. One participant highlighted
that some immigrants may not have had the opportunity to access education or might not
be exposed to diverse sources of information, making them more susceptible to believing
misinformation: “There are many people, maybe not illiterate, but very humble people
who use Facebook and believe everything they say
. . .
That’s why people believe anything.
They believe anything from anyone” (WS2, P2).
Participants highlighted how fear and shame can hinder individuals in the community
from seeking accurate information or asking questions about COVID-19 vaccines. “But,
in reality, we are not informed. We don’t know our rights as people. Another thing is
that we are afraid to speak up. We are afraid to ask. We are ashamed... That makes the
Latino community more intimidated” (WS2, P2). Creating avenues for open dialogue and
improving health literacy were central facilitators to establishing trust and encouraging
vaccine uptake.
7.6. Sources of Misinformation
Participants also cited a wide range of misinformation sources including news media,
social media platforms such as Facebook and YouTube, personal doctors, and even religious
beliefs. As one participant noted, “Not only people, but the media, YouTube, news and
doctors who are [Epidemiologists?]. Yes. They have also come out, many of them, saying
that the vaccine is dangerous, and so many things”. (WS1, P3) Participants agreed that in
their communities, misinformation was often spread through social media and amplified
by personal social networks, as one participant explained: “And, unfortunately, the mis-
information we have is precisely because of that, because of what I saw on Facebook and
told my comadre and my comadre shared it with my compadre and then shared it with the
neighbor, and that’s how misinformation is in our community”. (WS3, P2).
WhatsApp groups were identified as significant sources of both accurate information
and misinformation related to COVID-19. One participant revealed their mixed experiences
with WhatsApp groups: “I do trust WhatsApp because they send us a lot of information
from the organization [MUA]” (WS2, P3). However, participants also acknowledged that
there were other WhatsApp groups that disseminated false information.
8. Tool
Following the workshops, we developed a comprehensive checklist to assist Spanish
speakers in identifying and countering misinformation. The tool was informed by the
workshop’s main findings, which highlighted specific themes and strategies that partici-
pants deemed crucial in addressing COVID-19 misinformation. This list encompasses ten
practical strategies for distinguishing between reliable sources and verifying information
on the internet (Figure 1, original Spanish version in Supplementary Materials).
Int. J. Environ. Res. Public Health 2024,21, 294 7 of 10
Int. J. Environ. Res. Public Health 2024, 21, x FOR PEER REVIEW 7 of 10
Figure 1. Ten-step list to identify misinformation co-designed with Spanish speakers. Spanish ver-
sion can be found at: hps://prevention.ucsf.edu/about/ucsf-prevention-research-center-prc/ucsf-
prc-covid-19-vaccine-uptake-project (access date 20 February2024.
The tool, originally created in Spanish, guides users through a series of simple and
effective steps to assess the accuracy of online information. Before finalizing it, it was pre-
sented to the women in its original language to ensure that it was comprehensible and
matched an appropriate level of literacy. It emphasizes the importance of checking the
credibility of sources, cross-referencing with multiple sources, and consulting trusted
healthcare providers. It also encourages users to be cautious of alarmist, exaggerated con-
tent, or miracle cures, as well as to ensure that links and web addresses appear legitimate.
Additionally, the tool highlights the value of staying informed and seeking assistance
from trusted community organizations when in doubt. Our tool aims to empower users
to navigate online health information with confidence and discernment.
After completing the checklist, we presented it to our collaborators at Mujeres Unidas
y Activas (MUA), who then disseminated it among their members. In addition, it was in-
corporated into a COVID-19 misinformation toolkit, which was created for community-
based organizations in the Bay Area. The toolkit is publicly accessible through the UCSF
Prevention Research Center’s website at UCSF PRC COVID-19 Vaccine Uptake Project.
9. Discussion
The COVID-19 pandemic has disproportionately affected racial and ethnic minori-
ties, including Latino and Spanish-speaking individuals, due to various factors such as
health disparities, social determinants, and limited access to accurate health information
[15]. Our qualitative study focused on understanding the vaccine misinformation affect-
ing Spanish speakers in the San Francisco Bay Area and developing a user-friendly tool to
help them identify and counter it.
Our formative findings revealed that misinformation is a significant concern among
participants, with key informants identifying it as a primary reason for vaccine hesitancy.
In response, we hosted three workshops with community members to develop a compre-
hensive checklist to assist Spanish speakers in identifying and countering online COVID-
Figure 1. Ten-step list to identify misinformation co-designed with Spanish speakers. Spanish version
can be found at: https://prevention.ucsf.edu/about/ucsf-prevention-research-center-prc/ucsf-prc-
covid-19-vaccine-uptake-project (access date 20 February2024).
The tool, originally created in Spanish, guides users through a series of simple and
effective steps to assess the accuracy of online information. Before finalizing it, it was
presented to the women in its original language to ensure that it was comprehensible
and matched an appropriate level of literacy. It emphasizes the importance of checking
the credibility of sources, cross-referencing with multiple sources, and consulting trusted
healthcare providers. It also encourages users to be cautious of alarmist, exaggerated
content, or miracle cures, as well as to ensure that links and web addresses appear legitimate.
Additionally, the tool highlights the value of staying informed and seeking assistance from
trusted community organizations when in doubt. Our tool aims to empower users to
navigate online health information with confidence and discernment.
After completing the checklist, we presented it to our collaborators at Mujeres Unidas
y Activas (MUA), who then disseminated it among their members. In addition, it was
incorporated into a COVID-19 misinformation toolkit, which was created for community-
based organizations in the Bay Area. The toolkit is publicly accessible through the UCSF
Prevention Research Center’s website at UCSF PRC COVID-19 Vaccine Uptake Project.
9. Discussion
The COVID-19 pandemic has disproportionately affected racial and ethnic minorities,
including Latino and Spanish-speaking individuals, due to various factors such as health
disparities, social determinants, and limited access to accurate health information [
15
]. Our
qualitative study focused on understanding the vaccine misinformation affecting Spanish
speakers in the San Francisco Bay Area and developing a user-friendly tool to help them
identify and counter it.
Our formative findings revealed that misinformation is a significant concern among
participants, with key informants identifying it as a primary reason for vaccine hesitancy.
In response, we hosted three workshops with community members to develop a compre-
Int. J. Environ. Res. Public Health 2024,21, 294 8 of 10
hensive checklist to assist Spanish speakers in identifying and countering online COVID-19
vaccine misinformation. The workshops highlighted the importance of evaluating the
sources and messengers of information, with participants expressing trust in CBOs and
skepticism toward unverified sources or those requiring personal information or pay-
ment for access. Participants acknowledged the influence of personal and community
characteristics, including low literacy, fear, and shame, on their susceptibility to misinfor-
mation and reluctance to seek accurate information. The resulting checklist encompasses
practical strategies for distinguishing between reliable sources and verifying information,
empowering individuals to seek out and disseminate accurate content online.
Several checklists, guidelines, and initiatives have been developed in other settings
to help identify and counter misinformation, with some evidence supporting their effec-
tiveness [
23
–
26
]. For instance, Agley found that briefly viewing a science infographic led
to a small aggregate increase in trust in science, potentially reducing the believability of
misinformation [
11
]. Another study evaluated the impact of the WHO misinformation
checklist and a modified version they created in Germany and the US, yielding mixed re-
sults. While Germans benefited from the tool, Americans did not, suggesting that different
populations might require different approaches [
27
]. To the best of our knowledge, this
is the first checklist to address misinformation that is co-designed with the specific target
population it is meant to help. Although it shares many commonalities with other existing
checklists, such as checking sources and their dates, our tool adds new suggestions that
cater to the unique needs of this population, including examining the tone and alarmism
of the information, considering potential financial motives, and relying on local CBOs
for information.
Participatory design approaches in tool development and public health interventions
offer valuable opportunities to gain specific insights into the unique concerns and needs
of communities [
28
]. By involving the target population, co-design workshops ensure
that the resulting tools are tailored to the community’s context and address their specific
concerns while fostering a sense of ownership and trust in the resulting tools, essential
for their successful adoption and use. These methods can identify potential barriers that
may hinder the effectiveness of public health interventions, helping to increase inclusivity
and accessibility.
It is important to acknowledge the limitations of our study. Our findings may not
be generalizable to all Spanish-speaking populations, as the workshops were conducted
with a specific group of participants during the COVID-19 pandemic. Additionally, further
research is needed to assess the long-term effectiveness of the developed checklist and to
adapt it for use in other contexts and populations. Despite these limitations, our study pro-
vides valuable insights that can inform the development of future tools and interventions
designed to combat online misinformation. Our study underscores the urgent need for ef-
fective strategies and tools to combat health misinformation among vulnerable populations,
such as Spanish-speaking individuals, at higher risk of being exposed to and affected by
misinformation. By increasing digital health literacy, promoting trust in science and health
professionals, and investing in culturally appropriate resources and interventions, public
health officials can help mitigate the negative consequences of misinformation during
public health crises.
Supplementary Materials: The following supporting information can be downloaded at: https:
//www.mdpi.com/article/10.3390/ijerph21030294/s1, Table S1. Main themes, subthemes, and
quotes from formative interviews.
Author Contributions: Conceptualization, L.A.M. and E.A.A.; Methodology, L.A.M.; Formal Analy-
sis, L.A.M. and A.M.; Investigation, L.A.M. and A.M.; Resources, E.A.A.; Writing – Original Draft
Preparation, L.A.M.; Writing – Review & Editing, L.A.M., E.A.A., C.K.C., B.B. and G.S.R.S.; Supervi-
sion, E.A.A.; Project Administration, B.B.; Funding Acquisition, E.A.A. All authors have read and
agreed to the published version of the manuscript.
Int. J. Environ. Res. Public Health 2024,21, 294 9 of 10
Funding: Centers for Disease Control, grant number U48DP006374 (Supplement), Prevention Re-
search Center Supplement: Connecting Behavioral Science to COVID-19 Vaccine Demand PI Emily
Arnold. The PRC PI is Greg Rebchook.
Institutional Review Board Statement: The study was approved by the Institutional Review Board
of the University of California San Francisco (IRB protocol #21-34502).
Informed Consent Statement: Verbal informed consent was obtained from all participants in the
formative work and in the workshops in English or Spanish.
Data Availability Statement: The data presented in this study are available on request from the
corresponding author.
Conflicts of Interest: The authors declare no conflict of interest.
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