Abstract
Aim
Social media platforms are being increasingly used to support participant recruitment into paediatric health‐related research. This study aimed to develop a multi‐phase approach for using social media as a recruitment strategy for paediatric research studies.
Methods
The process was informed by the authors’ prior experiences recruiting for paediatric obesity‐related research studies, expertise in social media marketing and digital participant/ patient recruitment. Reflection on these experiences resulted in the iterative creation of a draft process which was further refined. A narrative literature review using a structured search was conducted to refine and augment the content and finalise the process.
Results
A six‐phase recruitment approach was developed that includes: (i) plan for social media use as a recruitment strategy, (ii) explore relevant ethical considerations to protect the wellbeing of potentially vulnerable groups and create an ethical management plan, (iii) identify and understand the different target audiences and develop the advertising strategy, (iv) develop and design campaign content, (v) implement, monitor and iteratively refine the recruitment campaign, (vi) evaluate the campaign success. Potential activities and key considerations relevant for paediatric research are presented within each phase.
Conclusion
Due to the widespread use and diverse characteristics of social media users, social media has the potential to disseminate details of research opportunities to community members who may otherwise not hear about, engage with, and potentially benefit from research participation. Researchers should collaborate with communication experts and target audiences to generate relevant and effective recruitment campaigns. Researchers should implement processes to protect vulnerable audiences’ wellbeing at each stage of the process. Recruitment via social media may support wider community participation in research studies designed to improve young people's health.
Keywords: adolescent, child, communications media, patient selection, social media
1. INTRODUCTION
A large proportion of study budgets may be directed at strategies to recruit and retain participants in clinical trials. 1 It has been repeatedly reported that recruitment into paediatric interventions is challenging and time‐consuming. 2 , 3 , 4 Social media is increasingly used as a platform to support participant recruitment into research. 5 , 6 , 7 , 8 , 9 , 10 , 11 , 12 Social media refers to online platforms through which users can create online communities to share personal messages, information and content. 13 Social media users are diverse, with varying demographics, social backgrounds and interests. 8 In 2021, Australian teenagers used an average of four social media services 14 and 83% of Australian adults used social media on a daily basis. 15 Both adults 16 and adolescents 17 report having accessed health‐related information via social media. Due to the widespread use and diverse characteristics of social media users, social media has the potential to disseminate details of research opportunities to community members who may otherwise not hear about, engage with, and potentially benefit from research participation.
Social media may support efficient and timely participant recruitment. A 2017 systematic review found that participant recruitment via Facebook resulted in lower costs, shorter recruitment periods, and improved participant selection in young and hard‐to‐reach demographic groups compared to traditional approaches. 5 Implementing recruitment strategies that encourage engagement of participants from diverse backgrounds will promote an inclusive research approach and will help to build an evidence base representative of the broader population.
Participant recruitment using social media is a multi‐stage process and should involve planning, developing content, implementing and refining the campaign, and evaluating campaign success. 18 , 19 , 20 , 21 A key component of the process is identifying and developing content that resonates with the target audience. 18 , 19 , 20 , 22 In the context of paediatric research studies, audiences may include older adolescents (>16 years), parents/caregivers, and those who can promote engagement such as healthcare professionals. 23 Tailored content for each audience can be distributed on social media platforms using paid advertisements, which involves paying for the placement of advertisements on relevant platforms, or content can be shared organically within existing online communities at no direct advertising cost to the research team. 7
Despite the potential for social media to aid participant recruitment, health researchers often report varying results when using social media for recruitment. A recent scoping review exploring participant recruitment for medical research studies found that although 40% of the included studies identified social media as the most effective recruitment method, 17% of eligible studies recruited <5% of total participants via social media. 6 An evidence‐based process to guide campaign development and implementation will help to streamline the process and highlight key considerations for designing effective campaigns. Existing articles provide guidance for recruitment in different populations and contexts. 18 , 19 , 20 , 21 , 24 This article aims to develop a strategic, practical, and phased approach for participant recruitment in paediatric health‐related research using social media.
2. METHODS
This article presents the development of a multi‐phase approach based on literature and our prior experiences with recruiting for paediatric obesity‐related research studies and industry expertise in social media marketing 25 , 26 , 27 and digital participant/patient recruitment. 28 , 29 , 30 , 31 A subset of authors met to discuss their experiences recruiting using social media. A draft process for social media recruitment was iteratively created and sent to all authors for consideration. Authors drew on their own experiences, provided comments, and the process was updated.
A narrative review of the broader literature was then completed to refine and augment the recruitment approach. An initial literature search was conducted in September 2020 using search terms relating to ‘social media’, ‘participant recruitment’, ‘research’ and ‘frameworks or guidelines’ (see Data S1). There were no limits on date of publication. The search was updated in November 2022. Overall, the intent of this article is not to systematically review the search findings, but rather to use this literature to inform a tailored, practical process. The search terms were broad to capture a range of articles providing practical guidance for social media recruitment. Recruitment processes from the general literature were reviewed and tailored to paediatric populations. The narrative review did not involve human subjects and did not require review by a Human Research Ethical Committee.
3. RESULTS
A six‐phase approach to participant recruitment using social media was developed. As social media is rapidly evolving with the popularity and regulations of platforms constantly changing, broad strategies that can guide the development of recruitment campaigns on different platforms were described (Table 1). The process should be iterative, and researchers may need to adjust the process to suit the specific requirements of their research project. This process can be used to support recruitment for various types of research studies, including but not limited to clinical trials, intervention and observational studies. Key terms are defined in Table 2.
TABLE 1.
Summary of phases and key recommendations when using social media for participant recruitment for adolescent‐related research.
| Phase | Key considerations and recommendations |
| Phase 1—Planning |
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| Phase 2—Create an ethical management plan |
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| Phase 3—Identify and understand each target audience |
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| Phase 4—Design and develop content |
|
| |
| |
| |
| Phase 5—Implement and monitor |
|
| |
| |
| |
| Phase 6—Evaluate |
|
TABLE 2.
Key terms and definitions when recruiting participants via social media. 32
| Key term | Definition |
|---|---|
| Followers | The number of people who have liked or followed an account on social media |
| Hashtags (#) | A hashtag is used to associate a message with a common discussion or trending topic. It can also be used to casually express a mood |
| Impressions | The total number of times an advertisement or post has been displayed to a viewer |
| Influencer | A user on social media with a large audience who can drive awareness about a trend, topic, company, or product |
| Landing page | A single webpage or social media page that an individual is directed to after clicking on an advertisement |
| Meme | A picture with a humorous caption that is shared online |
| News feed | A regularly updated list of content posted by the social media accounts that a user follows on social media |
| Online group | A public or private group within a social media network in which individuals can share information about a common interest |
| Organic content/unpaid advertising activities | Free content such as posts, photos, videos, memes, and stories that all users, including businesses and brands, can share on their pages or news feeds |
| Page | An information page on social media created by organisations, businesses and public figures to share information with their customers or public |
| Paid advertisement | Advertisers pay a fee to direct an advertisement to a specific audience. |
| Post | Any social media status update, photo, video, or an item shared with other users on a blog or forum |
| Profile | A profile is where individuals share information about themselves such as photos or interests |
Phase 1 involves considering and planning the recruitment approach in the early phases of the project development. Researchers should decide whether social media will be used as a recruitment strategy and consider whether timelines and staffing are adequate to support recruitment via social media. 21 , 24 , 33 The total time required to develop and monitor the social media recruitment approach will depend on the extent of the campaign. Previous studies have indicated that staffing commitment can vary from 1 to 2 hours per week 19 to having one half‐time research assistant in charge of developing and implementing the campaign. 18
Researchers should consider available resources and develop a budget for staff, campaign development and implementation costs. The cost of a social media campaign will vary depending on the target audiences, recruitment targets, platform and advertising strategy. Darko et al. 9 reviewed the cost‐effectiveness of recruitment via social media and traditional methods. Although they could not directly compare cost‐effectiveness between studies, they found that recruitment costs ranged from US$1.46 to US$1426 per participant when recruiting via social media compared to US$7.29 to US$2762 for other or traditional recruitment approaches. 9
Social media platforms often operate on a pay‐per‐click model or pay for the total impressions, where advertisers pay a fee for each click or the total impressions of the advertisement or post. This fee may be higher when advertising to niche or hard‐to‐reach audiences. 32 A recent integrative review found that the cost of implementing a campaign on Facebook ranged from US$377.69 to US$11,103.25 for the entire campaign, with recruitment targets and advertising fees impacting the overall cost. 7
Expert support with campaign development is often recommended. 34 Relevant industry‐based expertise can include support managing digital advertising campaigns, social media marketing, design, strategy and analytics, and specialists in website design or public relations. 18 , 20 , 33 , 34 When using social media to recruit for paediatric research, we found that engaging industry‐based experts with relevant technical expertise can help streamline campaign development and implementation. Elliot et al. 20 reflected that engaging an expert industry media partner to support the development of a recruitment campaign resulted in compelling digital content that was executed more efficiently and effectively than traditional academic‐led dissemination campaigns. Experts can provide valuable insights on aligning the advertising approach with the platform's terms of use, along with any implications of advertising on a certain platform, including data ownership.
Phase 2 involves implementing strategies to protect the well‐being of vulnerable audiences at each stage of the recruitment process. Ideally, Phases 1 and 2 should be implemented concurrently. It is important to consider the vulnerability of the study population from the project's outset. Children, adolescents and families engaging with health‐related research may be vulnerable, with the extent of that vulnerability dependent on the individual, family and their circumstances. Vulnerable families may include those less likely to engage with healthcare, such as families with low incomes, young or sole parents, families from Indigenous or culturally and linguistically diverse communities, and families living with a disability or social challenges. 35 Children (<16 years) are likely to be vulnerable and cannot provide informed consent. We recommend that researchers do not target any advertising or recruitment strategies towards children.
Researchers should develop an ethical management plan outlining staff responsibilities and processes that aim to minimise the risk of harm to vulnerable audiences during campaign development and implementation. 36 The ethical management plan should outline strategies to mitigate the risk of negative interactions with the campaign. It is recommended that filters are set only to allow the page administrators to post on study pages. Profanity filters can be set to automatically block comments containing offensive language or keywords known to be harmful to the target population.
The ethical management plan should highlight how the research team will respond to disrespectful or malicious interactions with the campaign. This may include developing indicators that warrant a comment being hidden or developing generic responses to comments that perpetuate misconceptions or misinformation regarding the study. Stigmatising comments may be considered an adverse outcome of the campaign, especially if the comment is not quickly hidden and is viewed by vulnerable audience members. In this instance, comments should be saved in a secure folder and sent to the Principal Investigator. In some cases, comments may need to be reported to the overseeing Ethics Committee or Institutional Review Board. 36 Vulnerable community members may be negatively affected by malicious comments in some circumstances. If the audience includes adolescents or community members who are highly vulnerable, such as individuals with eating disorders or depression, the advertisements’ landing page should contain links to appropriate support services for individuals who may be affected but are not directly engaged in the research study.
The ethical management plan should outline staff responsibilities when monitoring the campaign, including how frequently the campaign will be checked. Comments can be a valuable way for the community to engage, ask questions, and for researchers to provide feedback. 37 We suggest checking the campaign at least once per day and recommend setting alerts to indicate when new comments are received. It is recommended that at least two staff members monitor the campaign, and responsibilities are rotated to avoid staff burnout in longer campaigns and provide greater coverage, particularly when working with large communities. 36
Data security and safety should be considered to prevent the disclosure or loss of sensitive information collected during a research study. Identifiable participant information is unlikely to be stored securely on a social media platform. Researchers should familiarise themselves with local guidelines and recommendations for safe data storage and integrate key principles into their ethical management plan. 38
Phase 3 involves identifying the target audiences, being the key groups or stakeholders that the research team aims to recruit or connect with on social media. 18 , 19 , 20 , 22 Researchers then develop a deeper understanding of the interests and online behaviours of each target audience.
The research team will need to identify the target audiences of the recruitment campaign. There will likely be multiple target audiences. Within the context of paediatric research studies, target audiences may include parents/caregivers, older adolescents, or study advocates, such as primary care physicians or school nurses. Each audience will likely consist of multiple micro‐audiences defined by common geographic or demographic traits alongside similar preferences, media habits, lifestyle habits, and values. 39 Recognising and tailoring the campaign to each micro‐audience will support the development of tailored content more likely to appeal to the individuals the research team seeks to engage.
Parents/caregivers are likely a key target audience, with this audience consisting of multiple micro‐audiences. For example, the advertising approach for parents of primary school‐aged children will differ from an advertising approach for parents of adolescents.
Children are often not permitted to create personal social media accounts, 40 are highly vulnerable, and cannot provide informed consent. We believe that children (<16 years) should never be a target audience of a social media recruitment campaign.
Older adolescents (16–18 years) may be a suitable audience for the advertising campaign. However, adolescents can be vulnerable to online advertising. Social media platforms often have strict policies when advertising to adolescents, especially content relating to weight loss, tobacco, alcohol, and gambling. 40 Although Facebook has previously been used to directly recruit adolescents, a recent systematic review reported that researchers implemented additional processes to ensure informed assent or consent was obtained appropriately from both adolescents and parents/guardians. 41 Additional precautions to avoid disseminating potentially harmful messages to this vulnerable population are essential. We recommend seeking guidance from an Ethical Review Committee or Institutional Review Board if considering advertising to older adolescents.
Finally, study advocates, such as health professionals, teachers, school principals or staff, sports club coaches and community leaders, may be a potential audience for a recruitment campaign. These advocates can disseminate study details, which can create confidence in the study among potential participants. 23 Advocates may refer multiple participants to the study, potentially resulting in a greater return for the total investment. However, researchers need to ensure that no undue influence or pressure has been placed on families to participate by advocates. Appropriate processes for attaining informed consent and assent should be in place to mitigate this risk (in Phase 2).
The research team should build an understanding of the differing interests, social media preferences, and online behaviours of each micro‐audience to support the development of tailored campaign content for each audience. Researchers will need to consider the condition being investigated and tailor their advertising strategy accordingly. Individuals will be more likely to engage with an advertisement if it is personally meaningful or relevant. 42 For example, the advertising approach to engage older adolescents will differ from the approach used to engage parents/caregivers. Understanding the preferences of each audience will support the development of tailored content that resonates with each audience's specific psycho‐demographics, online behaviour, and beliefs. 43
Co‐design workshops are a useful strategy to build an understanding of each audience and support the development of tailored advertisements. Co‐design involves actively engaging key stakeholders, including community members and representative members of the target audience, such as parents, and researchers, to decide on the advertising approach and design advertisements collectively. 44 Decisions are iteratively made in a group or workshop setting. 44 Elliott et al. 20 reported that social media knowledge translation strategies had an extended reach and higher level of engagement when co‐designed by patient or parent stakeholders compared with advertisements created solely by researchers. Engaging or consulting with community members from under‐represented populations or families on the feasibility and acceptability of the virtual recruitment approach may be useful to support the development of tailored content. 45
If co‐design workshops are not possible, we suggest researchers reflect upon prior experiences and refer to the literature exploring each target audience's interests and online behaviours. We then suggest developing personas or hypothetical representations of audience members to characterise the target audience's needs. From our experiences, personas or adopting participants’ viewpoints can support researchers to synthesise common motivations or preferences within each audience and envisage the target audience's perspectives. 46
Researchers should familiarise themselves with the options, opportunities, and resources available for advertising and recruitment across the different social media platforms. An expert on social media can often provide valuable insights into the pros and cons of using each platform for recruitment. 20
The target audience's online behaviour and preferences should determine which platform/s is the most appropriate to advertise on. Social media is rapidly evolving, with platforms’ popularity, usage and functions constantly changing. A 2022 integrative review by Darko et al. 9 identified that researchers report using Facebook, Twitter, Craigslist, Instagram, YouTube, LinkedIn, Reddit, Snapchat, and Tumblr, in addition to blogs and WhatsApp Messenger for recruitment.
Understanding the target audience and platform will enable the research team to select the most appropriate platform to engage each audience. At the time of writing this review, Twitter is considered useful in reaching members of the health research or healthcare community, 47 whereas researchers seeking to reach adolescents may consider YouTube, Instagram, or Snapchat. 48 TikTok is popular among preadolescents, so we suggest being cautious to avoid inadvertently advertising to children if advertising on this platform. 49 , 50 The demographics of Facebook users are diverse, with individuals of varying ages, contexts and geographical locations active on the platform. Facebook is, therefore, a popular platform for participant recruitment. 7 Facebook may not be suitable to reach older adolescents as they are currently less likely to engage with this platform. 48 Individuals of certain ages, ethnicity, country and socioeconomic status may more readily engage with a specific platform.
We suggest initially selecting only one or two platforms for recruitment. Building an understanding of each platform's regulations, functionalities, and policies regarding suitable advertising approaches may be time‐intensive. Communications or social media marketing experts familiar with the different platforms’ functionalities and requirements can help streamline this process. 20
The research team will need to develop an advertising strategy, which considers whether paid advertisements, unpaid advertising activities, or complementary recruitment strategies will be used. Paid advertising involves paying a fee to direct an advertisement towards a target audience. In contrast, unpaid advertising activities involve sharing information with existing communities with no direct advertising costs to the research team. 7 Filters for disseminating paid advertisements to target audiences can be highly specific. For example, Facebook advertisers can filter audiences based on age, gender, location, demographics, online behaviour, and specific or niche interests. 51 A clear understanding of the target audience will support the appropriate use of these filters.
An unpaid advertising approach often involves sharing content with private or public groups. Researchers must seek permission before sharing advertisements with online groups or community pages. Rattani et al. 52 recommend that researchers engage a community gatekeeper, being a leader within the online community, to be an intermediary between researchers and online communities. This will minimise researcher interference within the group, help prevent coercion, protect community members, and avoid interfering with the dynamics of the online community, especially if it is being used as a support network.
Engaging a leader or expert with a pre‐existing online presence, specialised knowledge, authority or insight among the target audience may be a useful complementary advertising strategy. 53 Credible community leaders or healthcare professionals can create trust in the research while disseminating the details of the project. 20 , 54 Elliott et al. 20 observed that collaborating with a parent who understood the nature of the research and the target community created interconnectedness and increased the perceived credibility of the campaign. We often engage healthcare professionals to share the details of a research project with their existing online networks. 29 , 30 , 31 , 55 , 56
Having a study social media page for the research project can help create an online presence and increase the visibility of the study. Larger studies may benefit from setting up a social media account specifically for the research study. These pages may be useful to post unpaid advertisements and can be used as a landing page for paid advertisements 57 or disseminate study findings to participants. Developing an online community on social media may be a useful long‐term strategy to aid recruitment for similar research projects in future. However, building an online community is often resource‐intensive. 57 , 58 The research team will likely need to use strategies, such as paid advertisements or hashtags, to support the target audiences to find the page. Researchers are then encouraged to regularly upload relevant content, such as links to evidence‐based information, blogs, or helpful suggestions to promote and maintain community engagement. 58 , 59 Strategies that require an action, such as ‘sign ups’ or polls and tagging, can prompt audience engagement and help maintain their interest. 59 Building an online community are likely outside the scope of small or short‐term projects. In these circumstances, researchers may choose to connect the study with the social media pages of research organisations or institutions overseeing the study, as the brand and reputation of a trusted institution can influence the perceived trustworthiness of the advertisement. 60 , 61
Phase 4 involves developing campaign content and advertisements tailored to each target audience. Content should be developed with a clear and concise message, a relevant image or video, consistent branding, and an eye‐catching design. Macapagal et al. 18 propose that advertisements follow a NICE heuristic, being noticeable, intriguing, credible and engaging. The message should succinctly and clearly convey the relevance of the research study to the reader. 62 Language should be tailored to align with the target audience's preferences and norms of each platform, as this can increase the perceived credibility of the message. 60 Previous research in paediatric populations suggests parents engage with positive language that shows enthusiasm. 23 In contrast, adolescents have indicated a preference for positive, encouraging, and direct messages that avoid colloquial language. 63 Understanding each micro‐audience will highlight their preferences regarding appropriate terminology, enabling researchers to tailor language according.
When selecting an image or video, previous research has indicated that adults prefer images they can connect with emotionally, such as family or group photos. 22 Alternatively, Kearns et al. 64 developed advertisements with an animated comic and found that it was very effective in recruiting often‐difficult to recruit Maori adults. A short video explaining your project in lay terms may also effectively communicate your project. 65
A consistent design and colour scheme across the different advertising approaches can help to create a cohesive study identity. 23 A study brand, being a name, design or feature that identifies this research project as unique from others, and a study logo can unify the advertising approach and increase credibility. 39 , 66 We suggest developing a suite of advertisements with differing features to pilot and inform which copy, call to action, image, style or post has the best engagement with the target audience. 18 , 19 , 20
All advertising content should be ethically responsible, use inclusive people‐first language, and avoid alienating, blaming an individual or exacerbating stereotypical views. Weight bias and stigma are highly pervasive on online platforms. Posts on social media can blame individuals for their health status or perpetuate ideas of inadequacy, negatively impacting health outcomes. 67 Health professionals need to promote inclusive health messaging and use positive, non‐stigmatising images in all online communications. Content messages should also avoid linking a health condition to an individual. 68 For example, the phrase ‘does your child have depression?’ allows families to inadvertently disclose their child's health status, whereas ‘study to support parents of children with depression’ does not prompt a disclosure.
Consider the current regulations of the social media platform and copyright restrictions when selecting images, videos and designs. Ensure appropriate consent has been obtained if using images of people. 69
The research team will need to develop a landing page, being a page on a social media platform or webpage that an individual is directed to after clicking on the advertisement. 70 Landing pages should briefly convey the study details to the reader and are not necessarily the study website homepage. The landing page should include a call‐to‐action, being a device designed to prompt a response from the audience. 70 The call‐to‐action may include assessing eligibility or completing an online expression of interest form. The audience should be able to easily navigate to pages with additional information.
We suggest developing a landing page tailored to each of the target audiences. For example, viewers clicking on an advertisement for health professionals are directed to a page with relevant information for health professionals. When recruiting using social media, Akers and Gordon 19 initially developed a research‐oriented landing page with a text‐heavy description. As audience engagement was poor, the page was revised to include friendlier language, additional graphics and user testimonials. These revisions increased the average number of participants enrolling after clicking on the advertisement from 0.5 to 3 participants per day, indicating that the design of the landing page can be equally as important as the design of the advertisements.
The research team will need to consider the participant management process or process from when an individual views the advertisement to expressing interest and enrolling in the study. 71 A website with an online expression of interest form is likely to be most effective in supporting enrolment. Requesting participants to switch to another medium, such as phone or email, is potentially burdensome and may negatively impact enrolment. 19 Any confidential data provided by potential participants must be secure. It is unlikely that social media platforms will support a secure and confidential expression of interest or enrolment process. An existing electronic data capture program may be useful to manage the enrolment process. Researchers may benefit from expert advice on a suitable participant management process. 19
The research team will need to consider strategies to deter fake or fraudulent enrolments if the study is primarily online. 72 Pozzar et al. 72 reflected that studies recruiting via social media are susceptible to data quality issues. Opportunistic individuals may use virtual private servers to fraudulently complete research surveys for profit. They suggest implementing strategies within the study protocol and Institutional Review Board ethical application, using data collection tools with fraud protection, and actively monitoring post and data collection for fraudulent engagement.
Researchers should also implement processes to ensure that participants understand the requirements of the study before enrolling. Macapagal et al. 18 recommend using a mix of automated and staff‐initiated tasks, such as eligibility screeners, comprehension checks and identification verification. Monitor, streamline and rapidly respond to participants to ensure that this process does not become a barrier to recruitment. 18
The research team will need approval from a human research ethics committee or Institutional Review Board for the campaign strategy and content. These committees will likely require a detailed overview of the campaign strategy, including an outline of target audiences, key messages, and images that may be used during the campaign, and a risk assessment. 73 We recommend highlighting to the committee that although the campaign's overarching message will not change, each advertisement may be iteratively refined to align with platform guidelines or more effectively meet the target audiences’ needs after piloting the advertisements.
Phase 5 involves implementing, monitoring, and iteratively refining the advertising campaign. If social media is used alongside other recruitment strategies, it may be beneficial to implement all advertising approaches concurrently. Anecdotal reports suggest that parents often need to hear about a study on several occasions and from several sources before making a formal enquiry. 4
The process of uploading or creating advertisements will differ between social media platforms. Once uploaded, the advertisement will be subjected to a review process to ensure it meets platform regulations. Researchers may need to submit multiple iterations of the advertisement, with changes to wording, messages or images, before the advertisement is approved.
If using paid advertisements, we suggest initially piloting advertisements to understand what style of advertisement is most effective in engaging the audience. 18 This involves disseminating advertisements with different combinations of the copy, call to action, image, style or post. 18 , 19 , 20 We suggest piloting advertisements for 4–7 days on the selected platform/s. Review available metrics (Table 3) to determine which style of advertisement is most effective in engaging the audience and remove poor‐performing advertisements from the campaign. Review the audiences’ comments, questions, and assess for any common misconceptions. Use these comments and misconceptions to refine the wording and key messages on advertisements for clear communication.
TABLE 3.
Example metrics to monitor the campaign success adapted from key performance indicators by Neiger et al. 74
| Measure | Metric | Definition |
|---|---|---|
| Exposure, that is, the number of times content is viewed | Impressions | Total number of times an advertisement or post has been displayed to a viewer |
| Reach | Total number of unique accounts that have seen the advertisement or post | |
| Total views | Total views of a video | |
| Engagement, that is, the number of people who have acknowledged or interacted with content | Actions on page | Total clicks on contact information and the call‐to‐action |
| Audience characteristics | Demographics of audience engagement with the advertisement | |
| Audience growth rate | The rate that the number of fans, followers or friends are increasing | |
| Audience ratings | Total page likes | |
| Click‐through rate | Ratio of users who click on a specific link to the number of total users who view the advertisement or post | |
| Conversion rate | Ratio of visits via social media to the webpage to enrolment in the study | |
| Cost‐per‐click | Fee charged when an audience member clicks on the advertisement or link | |
| Cost‐per‐impression | The advertising cost for each view or impression of an online advertisement or post (usually calculated per 1000 impressions) | |
| Engagement rate | Total likes, comments, reviews or shares | |
| Recommendations | Total number of people who recommended the page. This may include account mentions, retweets and shares | |
| Total followers | Number of people who follow or subscribe to the page |
We suggest disseminating paid advertisements in 3‐day blocks with a 2–4‐day break between blocks following piloting. These short blocks support repeat exposures to advertisements and maximise the use of available resources by extending the campaign timeline without the cost of running the campaign full‐time. Avoid advertising on the same 3 days each week and include both weekdays and weekends. If using unpaid advertisements, consider the best time to share posts. For example, posting in the afternoon or evening may increase the visibility of the post. 75
The campaign requires close and continual monitoring while live to review interactions with the campaign, implement the ethical management plan, and document relevant metrics. 20 The implementation process should be iterative. Researchers may need to update platform filters, re‐evaluate spending on advertisements, or adjust advertisements based on audience engagement. Engagement with advertisements will likely decrease over time. The decision to stop advertising may depend on the budget or pre‐determined timelines. Akers and Gordon 19 recommend waiting for engagement to remain relatively dormant for 2 days before ending the advertising campaign. If the engagement levels are dwindling yet the recruitment target has not been reached, it may be necessary to refresh the campaign by changing the content, swapping to an alternative platform 18 or changing the platform's filters to direct the advertisement to audiences that are more difficult to recruit. Researchers may choose to return to Phase 2 of the process to better understand the target audience's motivations and refine the campaign accordingly.
Phase 6 involves evaluating the campaign's success in facilitating participant recruitment within the required timeframe. We suggest collecting data on where participants initially heard about the study to evaluate the effectiveness of different recruitment approaches in engaging the target population.
Researchers can review the overall campaign impact and reach by analysing platform metrics, 74 , 76 assessing the total resources invested in the campaign, reviewing demographics of participants who heard about the study via social media compared to traditional recruitment approaches, and parent/caregiver and adolescent satisfaction with the enrolment process. 22
User comments on social media can be qualitatively analysed to assess audience engagement. 76 However, in most circumstances, the user has not provided consent for the comment to be used for research purposes. Researchers should only collect data from pages or advertisements that are widely understood by the general audience to be public, and research teams are transparent that they may collect data from these pages. 77 Privacy disclaimers can be added to pages or advertisements to clearly indicate that posts or comments are publicly available. 68 Finally, Macapagal et al. 18 recommended saving any negative comments as they can be used to inform the ethical management plans for future campaigns.
4. DISCUSSION
This article offers a practical and comprehensive guide for recruitment into paediatric research studies using social media (summarised in Table 4). The process is based on the existing literature alongside our prior experiences recruiting to nutrition and weight management research programs in Australia and industry expertise. This process can be iteratively adapted to meet the research team's and study participants’ needs. We acknowledge that social media is rapidly evolving, and guidelines and regulations of platforms are regularly updated. As these platforms evolve, the process for recruitment using social media may change. Processes may differ between countries, and there may be additional considerations when recruiting in other settings. This article described a practical process derived from the author's experiences. As such, we do not describe quantifiable evidence on the outcomes of using this process in practice, which is a limitation of this narrative review. Finally, to ensure research findings represent the broader population, social media may need to be used in conjunction with other recruitment approaches to facilitate the recruitment of individuals who do not use social media.
TABLE 4.
Checklist for researchers when recruiting using social media.
|
Recruitment Checklist
|
Overall, this article describes a strategic, iterative multi‐phased social media recruitment approach that can be adapted to meet the needs of each research project. Effectively harnessing social media's reach may help enhance the dissemination of the research studies to the wider community. Social media may support traditionally hard‐to‐reach groups, children, adolescents, and families to access treatments and interventions that may provide more health professional support than would otherwise be available via public health services.
AUTHORS CONTRIBUTIONS
Substantial contributions to conception and design, acquisition of data, or analysis and interpretation of data [SL, KD, EG]. Drafting the article or revising it critically for important intellectual content [SL, KD, EG, HJ, CEC and LAB, HT]. Final approval of the version to be published [SL, KD, EG, HJ, CEC and LAB, HT].
FUNDING INFORMATION
Ms. Sarah Lang is supported by an Australian Government Research Training Program (RTP) Scholarship. Dr Hiba Jebeile is supported by the Sydney Medical School Foundation (The University of Sydney). The funder/sponsor had no role in the design and conduct of the study. CEC is supported by a National Health and Medical Research Council of Australia Leadership (L3) Research Fellowship (APP2009340).
CONFLICT OF INTEREST STATEMENT
Emma Gallaher is employed by Opyl Ltd, an organisation that provides social media and online clinical trial recruitment services. This work was conducted independently from their employer and reflects their experiences as an industry expert in this area. Helen Truby is an Editorial Board Member of Nutrition & Dietetics. They were excluded from the peer review process and all decision‐making regarding this article. This manuscript has been managed throughout the review process by the Journal's Editor‐in‐Chief. The Journal operates a blinded peer review process and the peer reviewers for this manuscript were unaware of the authors of the manuscript. This process prevents authors who also hold an editorial role to influence the editorial decisions made. All other authors have no competing interests to declare.
Supporting information
Data S1: Supporting Information
Lang S, Day K, Gallaher E, et al. Participant recruitment for paediatric research using social media: A practical ‘how‐to’ guide for researchers. Nutrition & Dietetics. 2023;80(4):338‐350. doi: 10.1111/1747-0080.12810
Open access publishing facilitated by Monash University, as part of the Wiley ‐ Monash University agreement via the Council of Australian University Librarians.
DATA AVAILABILITY STATEMENT
Data sharing is not applicable to this article as no new data were created or analysed in this study.
REFERENCES
- 1. Huynh L, Johns B, Liu S‐H, Vedula SS, Li T, Puhan MA. Cost‐effectiveness of health research study participant recruitment strategies: a systematic review. Clin Trials. 2014;11(5):576‐583. [DOI] [PubMed] [Google Scholar]
- 2. Raynor HA, Osterholt KM, Hart CN, Jelalian E, Vivier P, Wing RR. Evaluation of active and passive recruitment methods used in randomized controlled trials targeting pediatric obesity. Int J Pediatr Obes. 2009;4(4):224‐232. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3. Robinson JL, Fuerch JH, Winiewicz DD, Salvy SJ, Roemmich JN, Epstein LH. Cost effectiveness of recruitment methods in an obesity prevention trial for young children. Prev Med. 2007;44(6):499‐503. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4. Warren JM, Golley RK, Collins CE, et al. Randomised controlled trials in overweight children: practicalities and realities. Int J Pediatr Obes. 2007;2(2):73‐85. doi: 10.1080/17477160601133671 [DOI] [PubMed] [Google Scholar]
- 5. Whitaker C, Stevelink S, Fear N. The use of Facebook in recruiting participants for Health Research purposes: a systematic review. J Med Internet Res. 2017;19(8):e290. doi: 10.2196/jmir.7071 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6. Topolovec‐Vranic J, Natarajan K. The use of social Media in Recruitment for medical research studies: a scoping review. J Med Internet Res. 2016;18(11):e286. doi: 10.2196/jmir.5698 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7. Reagan L, Nowlin SY, Birdsall SB, et al. Integrative review of recruitment of research participants through Facebook. Nurs Res. 2019;68(6):423‐432. doi: 10.1097/NNR.0000000000000385 [DOI] [PubMed] [Google Scholar]
- 8. Dol J, Tutelman P, Chambers C, et al. Health researchers' use of social media: scoping review. J Med Internet Res. 2019;21(11):e13687. doi: 10.2196/13687 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9. Darko EM, Kleib M, Olson J. Social media use for research participant recruitment: integrative literature review. J Med Internet Res. 2022;24(8):e38015. doi: 10.2196/38015 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10. Darmawan I, Bakker C, Brockman TA, Patten CA, Eder M. The role of social media in enhancing clinical trial recruitment: scoping review. J Med Internet Res. 2020;22(10):e22810. doi: 10.2196/22810 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11. Sanchez C, Grzenda A, Varias A, et al. Social media recruitment for mental health research: a systematic review. Compr Psychiatry. 2020;103:152197. doi: 10.1016/j.comppsych.2020.152197 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12. Ellington M, Connelly J, Clayton P, et al. Use of Facebook, Instagram, and Twitter for recruiting healthy participants in nutrition‐, physical activity‐, or obesity‐related studies: a systematic review. Am J Clin Nutr. 2022;115(2):514‐533. doi: 10.1093/ajcn/nqab352 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13. Kaplan AM, Haenlein M. Users of the world, unite! The challenges and opportunities of social media. Bus Horiz. 2010;53(1):59‐68. doi: 10.1016/j.bushor.2009.09.003 [DOI] [Google Scholar]
- 14. Austalian Government eSafety Commisioner . The digital lives of Aussie teens. 2021. Accessed February 27, 2021 https://www.esafety.gov.au/sites/default/files/2021-02/The%20digital%20lives%20of%20Aussie%20teens.pdf
- 15. Notley T, Chambers S, Park S, Dezuanni M. Adult Media Literacy in Australia: Attitudes, Experiences and Needs. Western Sydney University, Queensland University of Technology and University of Canberra; 2021. doi: 10.26183/1pzd-0r77 [DOI] [Google Scholar]
- 16. Calixte R, Rivera A, Oridota O, Beauchamp W, Camacho‐Rivera M. Social and demographic patterns of health‐related internet use among adults in the United States: a secondary data analysis of the health information National Trends Survey. Int J Environ Res Public Health. 2020;17(18):6866. doi: 10.3390/ijerph17186856 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17. Goodyear VA, Armour KM. Young People's perspectives on and experiences of health‐related social media, apps, and wearable health devices. Soc Sci. 2018;7(8):137. doi: 10.3390/socsci7080137 [DOI] [Google Scholar]
- 18. Macapagal K, Li DH, Clifford A, Madkins K, Mustanski B. The CAN‐DO‐IT model: a process for developing and refining online recruitment in HIV/AIDS and sexual health research. Curr HIV/AIDS Rep. 2020;17(3):190‐202. doi: 10.1007/s11904-020-00491-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19. Akers L, Gordon JS. Using Facebook for large‐scale online randomized clinical trial recruitment: effective advertising strategies. J Med Internet Res. 2018;20(11):e290. doi: 10.2196/jmir.9372 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20. Elliott SA, Dyson MP, Wilkes GV, et al. Considerations for health researchers using social media for knowledge translation: multiple case study. J Med Internet Res. 2020;22(7):e15121. doi: 10.2196/15121 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21. Cho E, Gilmer MJ, Friedman DL, Hendricks‐Ferguson VL, Hinds PS, Akard TF. Facebook recruitment for children with advanced cancer and their parents: lessons from a web‐based pediatric palliative intervention study. Prog Palliat Care. 2021;29(5):264‐271. doi: 10.1080/09699260.2021.1898077 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22. Applequist J, Burroughs C, Ramirez A, et al. A novel approach to conducting clinical trials in the community setting: utilizing patient‐driven platforms and social media to drive web‐based patient recruitment. BMC Med Res Methodol. 2020;20(1):58. doi: 10.1186/s12874-020-00926-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23. Schoeppe S, Oliver M, Badland HM, Burke M, Duncan MJ. Recruitment and retention of children in behavioral health risk factor studies: REACH strategies. Int J Behav Med. 2014;21(5):794‐803. doi: 10.1007/s12529-013-9347-5 [DOI] [PubMed] [Google Scholar]
- 24. Flood‐Grady E, Hough D, Damiani RE, et al. Communication strategies for designing Facebook advertising campaigns to recruit rural participants to develop healthcare delivery interventions. J Clin Transl Sci. 2020;4(5):398‐407. doi: 10.1017/cts.2020.5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25. Jebeile H, Partridge SR, Gow ML, Baur LA, Lister NB. Adolescent exposure to weight loss imagery on Instagram: a content analysis of "top" images. Child Obes. 2021;17(4):241‐248. doi: 10.1089/chi.2020.0351 [DOI] [PubMed] [Google Scholar]
- 26. Gow ML, Jebeile H, Lister NB, Roth H, Skouteris H, Bergmeier H. Content analysis of #postpartumbody images posted to Instagram. Healthcare. 2022;10(9):1802. doi: 10.3390/healthcare10091802 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27. Hoare JK, Lister NB, Garnett SP, Baur LA, Jebeile H. Mindful and intuitive eating imagery on Instagram: a content analysis. Nutrients. 2022;14(18):3834. doi: 10.3390/nu14183834 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28. Day K, Kwok A, Evans A, et al. Comparison of a bioelectrical impedance device against the reference method dual energy x‐ray absorptiometry and anthropometry for the evaluation of body composition in adults. Nutrients. 2018;10(10):1469. doi: 10.3390/nu10101469 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29. Jebeile H, Gow ML, Lister NB, et al. Intermittent energy restriction is a feasible, effective, and acceptable intervention to treat adolescents with obesity. J Nutr. 2019;149(7):1189‐1197. doi: 10.1093/jn/nxz049 [DOI] [PubMed] [Google Scholar]
- 30. Garnett SP, Baur LA, Noakes M, et al. Researching effective strategies to improve insulin sensitivity in children and teenagers—RESIST. A randomised control trial investigating the effects of two different diets on insulin sensitivity in young people with insulin resistance and/or pre‐diabetes. BMC Public Health. 2010;10:575. doi: 10.1186/1471-2458-10-575 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31. Jebeile H, McMaster CM, Johnson BJ, et al. Identifying factors which influence eating disorder risk during behavioral weight management: a consensus study. Nutrients. 2023;15(5):1085. doi: 10.3390/nu15051085 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32. Chandler D. A Dictionary of Social Media. 1st ed. Oxford University Press; 2016. [Google Scholar]
- 33. Lattie EG, Kaiser SM, Alam N, et al. A practical do‐it‐yourself recruitment framework for concurrent eHealth clinical trials: identification of efficient and cost‐effective methods for decision making (part 2). J Med Internet Res. 2018;20(11):e11050. doi: 10.2196/11050 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34. Hokke S, Hackworth NJ, Bennetts SK, et al. Ethical considerations in using social media to engage research participants: perspectives of Australian researchers and ethics committee members. J Empir Res Hum Res Ethics. 2020;15(1–2):12‐27. doi: 10.1177/1556264619854629 [DOI] [PubMed] [Google Scholar]
- 35. Carbone S, Fraser A, Ramburuth R, Nelms L. Breaking cycles, building futures. Promoting inclusion of vulnerable families in antenatal and universal early childhood services. 2004.
- 36. Russomanno J, Patterson JG, Jabson Tree JM. Social media recruitment of marginalized, hard‐to‐reach populations: development of recruitment and monitoring guidelines. JMIR Public Health Surveill. 2019;5(4):e14886. doi: 10.2196/14886 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37. Obamiro K, West S, Lee S. Like, comment, tag, share: Facebook interactions in health research. Int J Med Inform. 2020;137:5. doi: 10.1016/j.ijmedinf.2020.104097 [DOI] [PubMed] [Google Scholar]
- 38. Kamp K, Herbell K, Magginis WH, Berry D, Given B. Facebook recruitment and the protection of human subjects. West J Nurs Res. 2019;41(9):1270‐1281. doi: 10.1177/0193945919828108 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39. Kotler P. Marketing Management. 15th ed. Pearson; 2016. [Google Scholar]
- 40. Sacks G, Looi ESY. The advertising policies of major social media platforms overlook the imperative to restrict the exposure of children and adolescents to the promotion of unhealthy foods and beverages. Int J Environ Res Public Health. 2020;17(11):4172. doi: 10.3390/ijerph17114172 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41. Amon KL, Campbell AJ, Hawke C, Steinbeck K. Facebook as a recruitment tool for adolescent health research: a systematic review. Acad Pediatr. 2014;14(5):439‐447.e4. doi: 10.1016/j.acap.2014.05.049 [DOI] [PubMed] [Google Scholar]
- 42. Wilson BJ. Designing media messages about health and nutrition: what strategies are Most effective? J Nutr Educ Behav. 2007;39(2):S13‐S19. doi: 10.1016/j.jneb.2006.09.001 [DOI] [PubMed] [Google Scholar]
- 43. Linda B, Molenaar A, Sherman A, et al. It takes a village: Co‐creation and co‐design for social media health promotion. In: Hay R, Eagle L, Bhati A, eds. Broadening Cultural Horizons in Social Marketing. Springer; 2020:67‐93. [Google Scholar]
- 44. Elliott A, Lang S, Truby H, Brennan L, Gibson S. Tackling the challenge of treating obesity using design research methods: a scoping review. Obes Rev. 2022;23(2):e13360. doi: 10.1111/obr.13360 [DOI] [PubMed] [Google Scholar]
- 45. Hoeflich CC, Wang A, Otufowora A, Cottler LB, Striley CW. Virtual recruitment and participant engagement for substance use research during a pandemic. Curr Opin Psychiatry. 2022;35(4):252‐258. doi: 10.1097/YCO.0000000000000794 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46. Hure AJ, Smith R, Collins CE. A recruiting failure turned success. BMC Health Serv Res. 2008;8:64. doi: 10.1186/1472-6963-8-64 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47. Hamm MP, Chisholm A, Shulhan J, et al. Social media use by health care professionals and trainees: a scoping review. Acad Med. 2013;88(9):1376‐1383. doi: 10.1097/ACM.0b013e31829eb91c [DOI] [PubMed] [Google Scholar]
- 48. Anderson M, Jiang J. Teens, Social Media & Technology. Pew Research Cente; 2018:1‐19. [Google Scholar]
- 49. Bucknell Bossen C, Kottasz R. Uses and gratifications sought by pre‐adolescent and adolescent TikTok consumers. Young Consum. 2020;21(4):463‐478. doi: 10.1108/yc-07-2020-1186 [DOI] [Google Scholar]
- 50. Anderson M, Auxier B, Nolan H. Parenting Children in the Age of Screens . 2020.
- 51. Facebook IQ . Audience Insights. Accessed December 17, 2020 https://www.facebook.com/business/insights/tools/audience-insights
- 52. Rattani A, Johns A. Collaborative partnerships and gatekeepers in online research recruitment. Am J Bioeth. 2017;17(3):27‐29. doi: 10.1080/15265161.2016.1274800 [DOI] [PubMed] [Google Scholar]
- 53. Wentzell K, Walker HR, Hughes AS, Vessey JA. Engaging social media influencers to recruit hard‐to‐reach populations. Nurs Res. 2021;70(6):455‐461. doi: 10.1097/NNR.0000000000000544 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54. Parker PD, McSweeney JC, Hadden KB, Hess KG. Revising recruitment for focus groups to meet shifting needs during COVID‐19. Nurs Res. 2022;71(2):158‐163. doi: 10.1097/NNR.0000000000000563 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55. Truby H, Edwards BA, O'Driscoll DM, et al. Sleeping well trial: increasing the effectiveness of treatment with continuous positive airway pressure using a weight management program in overweight adults with obstructive sleep apnoea‐a stepped wedge randomised trial protocol. Nutr Diet. 2019;76(1):110‐117. doi: 10.1111/1747-0080.12435 [DOI] [PubMed] [Google Scholar]
- 56. Lister NB, Jebeile H, Truby H, et al. Fast track to health—intermittent energy restriction in adolescents with obesity. A randomised controlled trial study protocol. Obes Res Clin Pract. 2020;14(1):80‐90. doi: 10.1016/j.orcp.2019.11.005 [DOI] [PubMed] [Google Scholar]
- 57. Baker A, Mitchell EJ, Thomas KS. A practical guide to implementing a successful social media recruitment strategy: lessons from the eczema monitoring online trial. Trials. 2022;23(1):905. doi: 10.1186/s13063-022-06839-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58. Fedorowicz S, Riley V, Cowap L, et al. Using social media for patient and public involvement and engagement in health research: the process and impact of a closed Facebook group. Health Expect. 2022;25(6):2786‐2795. doi: 10.1111/hex.13515 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59. Barklamb AM, Molenaar A, Brennan L, et al. Learning the language of social media: a comparison of engagement metrics and social media strategies used by food and nutrition‐related social media accounts. Nutrients. 2020;12(9):2839. doi: 10.3390/nu12092839 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60. Jenkins EL, Ilicic J, Barklamb AM, McCaffrey TA. Assessing the credibility and authenticity of social media content for applications in health communication: scoping review. J Med Internet Res. 2020;22(7):e17296. doi: 10.2196/17296 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61. Flood‐Grady E, Solberg LB, Baralt C, Meyer M, Stevens J, Krieger JL. Engaging institutional stakeholders to develop and implement guidelines for recruiting participants in research studies using social media: mixed methods, multi‐phase process. J Med Internet Res. 2021;23(10):e23312. doi: 10.2196/23312 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62. Petty RE. Communication and Persuasion Central and Peripheral Routes to Attitude Change. Springer; 1986. [Google Scholar]
- 63. Woolford SJ, Barr KL, Derry HA, et al. OMG do not say LOL: obese adolescents' perspectives on the content of text messages to enhance weight loss efforts. Obesity. 2011;19(12):2382‐2387. doi: 10.1038/oby.2011.266 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64. Kearns C, Baggott C, Harwood M, et al. Engaging Maori with qualitative healthcare research using an animated comic. Health Promot Int. 2021;36(4):1170‐1177. doi: 10.1093/heapro/daaa111 [DOI] [PubMed] [Google Scholar]
- 65. Casanas i Comabella C, Wanat M. Using social media in supportive and palliative care research. BMJ Support Palliat Care. 2015;5(2):138‐145. doi: 10.1136/bmjspcare-2014-000708 [DOI] [PubMed] [Google Scholar]
- 66. Lowry PB, Wilson DW, Haig WL. A picture is worth a thousand words: source credibility theory applied to logo and website design for heightened credibility and consumer trust. Int J Hum Comput Interact. 2013;30(1):63‐93. doi: 10.1080/10447318.2013.839899 [DOI] [Google Scholar]
- 67. Pearl RL. Weight stigma and the “Quarantine‐15”. Obesity. 2020;28(7):1180‐1181. doi: 10.1002/oby.22850 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 68. Bender JL, Cyr AB, Arbuckle L, Ferris LE. Ethics and privacy implications of using the internet and social media to recruit participants for health research: a privacy‐by‐design framework for online recruitment. J Med Internet Res. 2017;19(4):e104. doi: 10.2196/jmir.7029 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69. Rennick‐Egglestone S. Principles for the production and dissemination of recruitment material for three clinical trials of an online intervention. Trials. 2021;22(1):441. doi: 10.1186/s13063-021-05412-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 70. Ash T. Landing Page Optimization the Definitive Guide to Testing and Tuning for Conversions. 2nd ed. Wiley; 2012. [Google Scholar]
- 71. Arigo D, Pagoto S, Carter‐Harris L, Lillie SE, Nebeker C. Using social media for health research: methodological and ethical considerations for recruitment and intervention delivery. Digit Health. 2018;4:2055207618771757. doi: 10.1177/2055207618771757 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 72. Pozzar R, Hammer MJ, Underhill‐Blazey M, et al. Threats of bots and other bad actors to data quality following research participant recruitment through social media: cross‐sectional questionnaire. J Med Internet Res. 2020;22(10):e23021. doi: 10.2196/23021 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 73. National Statement on Ethical Conduct in Human Research (NHMRC). 2018.
- 74. Neiger BL, Thackeray R, Van Wagenen SA, et al. Use of social media in health promotion: purposes, key performance indicators, and evaluation metrics. Health Promot Pract. 2012;13(2):159‐164. doi: 10.1177/1524839911433467 [DOI] [PubMed] [Google Scholar]
- 75. Bethel C, Rainbow JG, Dudding KM. Recruiting nurses via social media for survey studies. Nurs Res. 2021;70(3):231‐235. doi: 10.1097/NNR.0000000000000482 [DOI] [PubMed] [Google Scholar]
- 76. Veale HJ, Sacks‐Davis R, Weaver ER, Pedrana AE, Stoove MA, Hellard ME. The use of social networking platforms for sexual health promotion: identifying key strategies for successful user engagement. BMC Public Health. 2015;15:85. doi: 10.1186/s12889-015-1396-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- 77. Gelinas L, Pierce R, Winkler S, Cohen IG, Lynch HF, Bierer BE. Using social media as a research recruitment tool: ethical issues and recommendations. Am J Bioeth. 2017;17(3):3‐14. doi: 10.1080/15265161.2016.1276644 [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data S1: Supporting Information
Data Availability Statement
Data sharing is not applicable to this article as no new data were created or analysed in this study.
