ABSTRACT
Vaccine certificates were introduced during the COVID-19 pandemic to document vaccination status, promote uptake and enable safer reopening of society. While these policies supported public health efforts, their implementation raised operational, ethical and legal concerns, sparking debate about their future use in health emergencies. We conducted a scoping review to synthesize the implementation processes, challenges and outcomes of vaccine certificate systems in Canada and other OECD countries. An academic search was conducted in August 2024, across Ovid MEDLINE, Embase and Scopus using controlled vocabulary and key words for sources published from 2020 onward. Grey literature was searched using Google and targeted government and organizational websites. Data were synthesized descriptively and analyzed deductively based on three pre-identified themes – public health, technological, and ethical-legal considerations – derived from the UK Royal Society’s framework on COVID-19 vaccine certificate design. The search captured 128 sources (72 academic and 56 gray literature), covering all OECD countries except Chile, Colombia, Costa Rica, Mexico and Norway. Identified subthemes included: (1) purpose and trade-offs; (2) public health, socio-economic and health system impacts, (3) technological infrastructure and data security; (4) equity and accessibility; (5) privacy and surveillance; and (6) public acceptance and trust. Vaccine certificates aimed to support public health goals but posed challenges in digital implementation, particularly in creating secure and interoperable systems and raised concerns around equity, discrimination and privacy. Vaccine certificates show promise for future public health use. However, their success will depend on addressing ethical concerns, ensuring interoperability and strengthening digital infrastructure, regulations and public trust.
KEYWORDS: Vaccine certificates, proof of vaccination, COVID-19 pandemic, digital health, scoping review, public health policy, pandemic response, Canada, OECD countries
Introduction
The COVID-19 pandemic prompted governments worldwide to implement a suite of public health interventions, including physical distancing, lockdowns, travel restrictions, diagnostic testing strategies, and large-scale vaccination programs.1 Vaccination was a central component of pandemic response and contributed to the gradual resumption of social and economic activities in many settings.2,3 As jurisdictions moved toward reopening strategies, several introduced vaccine certificates – documents that verify an individual’s COVID-19 vaccination status – to regulate access to selected public, commercial, or social activities and environments.3,4
Vaccine certificates are defined as documentation used to verify vaccination status for domestic use cases (e.g., workplace entry, public venues, recreational activities), which are conceptually distinct from (a) vaccine mandates that impose requirements within specific institutional settings, and (b) international vaccine “passports” designed to facilitate cross-border travel.3,5,6 The implementation of vaccine certificates varied across jurisdictions and was associated with a range of anticipated benefits and practical, ethical, legal, and social concerns. Public discourse reflected divergent perspectives on whether their use was justified, proportionate, or ethically acceptable, and questions remain regarding the criteria that would warrant adoption in future health emergencies.7–9
Given the rapid development of policy interventions during the pandemic, evidence related to the implementation of vaccine certificate systems emerged across heterogeneous academic and non-academic sources, including policy documents and government reports.10 Scoping reviews are well suited to map the breadth, depth, and characteristics of such heterogeneous evidence, particularly for complex and interdisciplinary policy questions where conceptual clarity and synthesis of implementation processes are required.11 Existing reviews have primarily focused on public perceptions and acceptability12 or technical features of vaccine certificates;10 however, there is limited comparative synthesis of implementation processes, technology considerations, and cross-jurisdictional lessons specific to high-income countries, including Canada.
The objective of this scoping review is to identify, describe, and synthesize the literature on COVID-19 vaccine certificate systems in Canada and other OECD countries, with attention to implementation approaches, reported challenges, and key contextual considerations. Findings are categorized into three overarching themes: (1) public health considerations, (2) technological infrastructure, and (3) ethical-legal considerations. This review aims to inform future policy planning, digital public health infrastructure development, and preparedness for subsequent public health emergencies.
Methods
This scoping review followed Arksey and O’Malley’s13 framework and was reported in accordance with the Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR) (Supplement 1; Appendix E).
Identifying the research question
The primary research question was:
What are the implementation processes, challenges, outcomes and lessons learned from COVID-19 vaccine certificate solutions in Canadian provinces and territories and other OECD countries?
OECD countries were selected due to shared characteristics such as public health governance, digital infrastructure, and pandemic response approaches that enable relevant cross-jurisdictional comparisons. The 38 OECD countries are listed in Supplement 1; Appendix A.
Identifying relevant studies
Academic literature search
The search strategy was developed iteratively with a medical librarian (RS). Searches were conducted on August 21, 2024 by the medical librarian (RS) in three databases selected for their comprehensive and multidisciplinary coverage of literature on vaccine certificates: Ovid MEDLINE, Embase and Scopus. We used a combination of controlled vocabulary (e.g., MeSH) and keywords. Full search strategies are provided in Supplement 1; Appendix B. No language filters were applied at the search stage. Searches were restricted at the search stage to publications from January 1, 2020, onward to align with the COVID-19 pandemic and limited to Canada and OECD countries.
Grey literature search
A targeted grey literature search was conducted to supplement academic sources and identify implementation details of vaccine certificate solutions not captured in peer-reviewed literature. The search was conducted by MT and SW on September 13, 2024, using structured Google queries and direct searches of official government and public health websites across eligible OECD jurisdictions. Google search terms included combinations such as, “COVID-19,” “vaccine certificate,” “proof of vaccination,” “immunization passport,” “digital vaccination passport,” tailored to each jurisdiction. Google search results were screened until saturation was reached, generally within the first 5–10 pages of results, consistent with established grey literature searching guidance.14 The full search strategy and a table of targeted websites are provided in Supplement 1; Appendix C.
Study selection
Sources were included if they:
Focused on COVID-19 vaccine certificates implemented for domestic or international use in Canada or other OECD countries
Described implementation features, governance frameworks, or reported impacts
Were published from January 1, 2020 to the date of final search
All formats were eligible, including research articles, reports, guidance documents, websites, commentaries, policy briefs, and organizational or technical publications. Sources that focused exclusively on immunity-based certification (e.g., “immunity passports”) were excluded. Only English-language full texts were included due to feasibility.
Charting the data
All identified records were imported into Covidence for deduplication and screening. Titles, abstracts, and full texts were screened independently by two reviewers (MT and SW). Discrepancies were resolved through discussion or consultation with a third reviewer (AN or CB). Reasons for exclusion at full-text stage were documented.
Data were extracted independently by two reviewers (MT and SW) using a structured charting form developed collaboratively by the research team. Extracted data included article characteristics (e.g., source type, study design, publication date and country/region), implementation features (e.g., jurisdiction, implementation period, format, implementation process, stakeholders involved, and policies governing use) and assessment of the pre-developed themes and subthemes (Supplement 2).
Collating, summarizing and reporting the results
We synthesized the implementation and impact of vaccine certificate solutions using a deductive thematic approach based on three pre-identified themes: public health considerations, technological considerations and ethical-legal considerations. These themes were developed a priori based on the UK Royal Society’s criteria for the development and use of COVID-19 vaccine certificates15 and used to structure our extraction table. Content relevant to each theme or subtheme was then charted accordingly during data extraction. Not all sources included information relevant to every theme, and cells were left blank where data were not available.
Results
Characteristics of included articles
A total of 128 sources met the inclusion criteria (Figure 1). The majority were peer-reviewed academic research papers (n = 59), followed by government websites (n = 22), news articles (n = 20), blogs (n = 9), commentaries/editorials (n = 6), book chapters (n = 3), letter to the editor/correspondence (n = 2) and conference paper (n = 1). The rest of the articles were other reports, guidelines and websites (n = 6) (Table 1).
Figure 1.

PRISMA flowchart of included articles.
Table 1.
Characteristics of articles.
| Article Type | n | Percentage (%) |
|---|---|---|
| Research paper | 59 | 46.1 |
| Government website/source | 22 | 17.2 |
| News article | 20 | 15.6 |
| Blog | 9 | 7.0 |
| Commentary/editorial | 6 | 4.7 |
| Book chapter | 3 | 2.3 |
| Letter to the editor/correspondence | 2 | 1.6 |
| Conference paper | 1 | 0.8 |
| Other (e.g., report, guideline and website) | 6 | 4.7 |
| Study design (n = 59) | ||
| Observational | 26 | 44.1 |
| Conceptual/theoretical | 17 | 28.8 |
| Qualitative | 5 | 8.5 |
| Modeling | 5 | 8.5 |
| Mixed-methods | 4 | 6.8 |
| Scoping review | 1 | 1.7 |
| Narrative review | 1 | 1.7 |
The peer-reviewed academic research papers had 7 main types of study designs: observational (n = 26), conceptual/theoretical papers (n = 17), qualitative (n = 5), modeling (n = 5), mixed-methods (n = 4), scoping review (n = 1) and narrative review (n = 1).
COVID-19 vaccine certificate solutions identified
Our review captured a range of vaccine certificate solutions implemented across Canada and various OECD jurisdictions during the COVID-19 pandemic (Supplementary Table 2). In Canada, a federal COVID-19 proof of vaccination policy was implemented on October 30, 2021, to facilitate safe domestic and international travel.16 The acceptance of the pan-Canadian standardized proof of vaccination was at the discretion of the travel destination, as it was not part of an international accreditation system.17 Within each of the 10 provinces and the territory of Yukon, vaccine certificates were also implemented domestically to reopen the economy and enable safe access to social, cultural and recreational activities over the course of September to November 2021.18
The United States did not adopt a federal-level vaccine certificate policy; implementation of vaccine certificates varied by state.17 For example, the State of New York launched the “Key to NYC” order which required proof of vaccination through the NY State Excelsior Pass or the NYC COVID Safe mobile application to enter indoor dining, wellness and leisure spaces.19
In the European Union, the EU Digital COVID Certificate (EU DCC) was introduced on July 1, 2021, as a standardized multinational vaccine certificate system to facilitate safe travel across member states.20 It was also recognized by 51 external countries.21 The certificate was issued nationally and connected via a central EU DCC gateway.20 The implementation of the certificate within each nation varied slightly depending on national regulations and technological infrastructure, prominent examples from our search include Italy’s Green Pass, France’s Health Pass, Lithuania’s Opportunity Passport, Czech Republic’s Tečka application, Germany’s CovPass and Corona-Warn-App and Denmark’s Coronapas.
Other notable examples of vaccine certificate solutions include Israel’s Green Pass, one of the first systems to be implemented,4 the UK’s NHS COVID Pass and Australia’s separate digital COVID-19 passes for international travel and domestic activities.17 Our search did not capture vaccine certificate systems from the following OECD countries: Chile, Colombia, Costa Rica, Mexico and Norway.
Thematic analysis
Findings were synthesized across the three thematic categories: public health considerations, technological considerations and ethical-legal considerations. Six subthemes were identified across sources: (1) purpose of vaccine certificates (including trade-offs and competing objectives), (2) impacts of the use of vaccine certificates (including public health impact, impact on social and economic activities and impact on health systems), (3) technologies used (including data security and protection measures and operational challenges such as, accommodating vaccine efficacy and variants and international standardization), (4) equity and accessibility (including access and potential for discrimination), (5) privacy and surveillance and, (6) public acceptance and trust (Supplement 2). Definitions and descriptions for each theme and subtheme are provided in Supplement 1; Appendix D.
Public health considerations
Purpose of vaccine certificates
Sources described multiple intended purposes of vaccine certificates, including:
Increasing vaccination rates, particularly among groups with higher vaccine hesitancy22–24
Enabling the safe reopening of social, economic, and cultural activities (n = 30)25,26
Reducing COVID-19 transmission and promoting public health (n = 22), particularly in response to the circulation of more contagious variants27
Supporting cross-border movement and international travel (e.g., the EU DCC, Japan’s vaccine passport, and Iceland’s certificate of vaccination) (n = 18)17,28–30
Incentivizing vaccination by offering fewer restrictions and greater privileges to vaccinated individuals without resorting to mandates (n = 12)12,25,31
Trade-offs and competing objectives
Implementing vaccine certificates involved navigating competing priorities. A prominent trade-off (n = 27) was between promoting public health and preserving individual autonomy. Several sources raised concerns about personal freedom and potential discrimination based on immunity status.32–35
As vaccine certificate systems evolved to rely more on digital tools, a second trade-off (n = 20) emerged between enabling health credential verification and addressing concerns related to data privacy, surveillance, and misuse of personal health information by the government and third parties.36–38
The dual goals of vaccine certificates to support economic recovery and protect public health also posed challenges. Some studies (n = 15) noted risks related to increased viral transmission during reopening, especially with emerging variants.32,34 Businesses were often tasked with enforcing certificate requirements without adequate support, resulting in additional operational and financial pressures.22,39
In many jurisdictions, the rapid rollout and implementation of vaccine certificate policies was prioritized to achieve higher vaccination rates at the expense of public trust and compliance. Studies (n = 8) noted that these fast tracked and restrictive measures were often polarizing and could lead to further erosion of public trust in the government and public health authorities.40–43
Impacts of use of vaccine certificates
Public health impacts
A number of sources described associations between vaccine certificates and increased vaccination rates and decreased COVID-19 infection rates and severe outcomes (n = 20). One study reported a 16.9% point increase in adult vaccination rates in New York City, resulting in approximately 410,201 additional vaccinations.22 In Lithuania, the Opportunity Passport required for entry into public spaces was predicted to reduce infection rates by an estimated 26,000 to 57,000 infections and prevent 330 to 720 deaths.44
While vaccine certificates were suggested to increase vaccination rates and minimize transmission, particularly during the Delta wave, some studies reported that high levels of vaccine hesitancy remained – and in some cases, may have even worsened in response to the introduction of certificates.35,45,46 In France, a survey found that 42% of individuals who received the first vaccine dose remained hesitant about receiving additional doses.47
Impact on social and economic activities
Vaccine certificate systems enabled the reopening of businesses and public venues positively impacting social and economic activities (n = 18). They also reactivated tourism and hospitality sectors across many OECD countries. In Japan, vaccine certificates facilitated the readmission of foreign travelers,48 and within the EU, the EU DCC successfully supported cross-border mobility between member states.20
Economic recovery was another significant impact, as certificates enabled businesses to operate at higher capacities and increased economic consumption among the public.20,49 However, hospitality businesses expressed concerns over the added burden of implementing vaccine certificates and missed revenue from the exclusion of unvaccinated consumers and partial activity under capacity restrictions.50,51
Impact on health systems
Vaccine certificates were suggested to indirectly help to reduce health system burdens by increasing vaccination rates and decreasing the rate of severe illness (n = 15). In Israel, during the months following the implementation of the Green Pass, a decline in the number of severely ill patients requiring hospitalization was observed.50 However, the literature lacked direct evaluations of health system cost savings.
The impact of vaccine certificates on health systems differed between jurisdictions. In Lithuania, high vaccination rates due to successful implementation of vaccine certificates were associated with lower mortality rates and reduced strain on healthcare facilities during the Delta wave.44,52 By contrast, regions such as Bulgaria, Latvia, and Romania, which had lower vaccination rates and lifted restrictions earlier, experienced higher COVID-19 mortality rates and greater strain on healthcare systems.52
Technological considerations
Technologies used
The implementation of vaccine certificates relied heavily on digital technologies to ensure data security, interoperability and standardization across jurisdictions (n = 35). Quick Response (QR) code systems were the most common, integrated with national or provincial health registries to verify vaccination status. The EU DCC used public key infrastructure (PKI), electronic seals, a centralized gateway and decentralized storage to verify credentials while adhering to the Health Level Seven (HL7) Fast Healthcare Interoperability Resource (FHIR) standards.20 Zero-Knowledge Proof (ZKP) and blockchain technologies, employing Ethereum-based smart contracts and InterPlanetary File System (IPFS) were further used to enhance data security and user privacy.20,40
Despite the predominance of digital solutions, paper-based certificates were also used in some jurisdictions (n = 10) to enhance accessibility for populations without access to technology, although they were more susceptible to forgery risks.53,54
Across all digital systems, features like cryptographic protocols, attribute-based credentials, and decentralized data management were key to balancing security, privacy, and functionality while complying with international standards such as General Data Protection Regulation (GDPR) and electronic IDentification, Authentication, and Trust Services (eIDAS) 2.0.36,55
Data security and protection measures
Data security and protection measures were key to the design of digital vaccine certificate systems (n = 20). For example, Italy’s Green Pass utilized blockchain and re-encryption schemes for secure storage,40 while Germany integrated two-factor authentication into its CovPass app for added protection.56 Conversely, U.S. CDC-issued physical vaccination cards lacked basic security features, including watermarks, fluorescent fibers, and holograms, making them vulnerable to counterfeiting.53
Concerns related to data privacy were frequently cited (n = 20), especially around the potential risk of disclosure of sensitive health information during verification of QR credentials. To minimize such risks, some systems adopted restrictions to the display of information to only essential details, such as name and vaccination status, minimizing additional information shared with third parties.37
Operational challenges
Implementation of vaccine certificates posed operational challenges around standardization, interoperability, integration within existing technology, and technological equity. While the EU DCC exemplified multinational collaboration and interoperability across jurisdictions, most systems were limited to national or regional use due to the absence of standardized and interoperable systems as well as concerns around data sharing, storage, security and privacy.
Technical barriers involved challenges in the integration and linking of health data from different sources and ensuring regional compatibility (n = 12). The emergence of variants like Omicron further exposed operational limitations of vaccine certificates, as many systems struggled to stay up to date with waning immune protection, booster requirements, and differences in vaccine effectiveness.57
Equity, ethical and legal considerations
Equity and accessibility
Access
Most jurisdictions provided the public access to digital vaccination certificates free of charge (n = 7), however barriers to accessibility remained for those without smartphones or with digital literacy challenges.58 Governments incurred substantial costs to implementation of vaccine certificates (n = 10), including investments in digital infrastructure, promotional campaigns for the public, and enforcement measures.55,58 Businesses in the hospitality sector faced indirect costs related to staffing and compliance.4
In some jurisdictions (n = 12), unvaccinated individuals bore the costs of frequent testing for maintaining valid certification to access restricted services and settings.59,60 In Italy, while salivary antigen tests were low cost, the government excluded the use of such tests for unvaccinated individuals to obtain certification, limiting affordability.25
Potential for discrimination
Several studies (n = 30) highlighted concerns around the potential for vaccine certificates to exacerbate existing inequalities or create new forms of discrimination.
Studies (n = 10) noted that limited access to vaccination and other resources, particularly in low-income countries and marginalized communities, heightened inequities around vaccine certifications. For example, Italy’s Green Pass was criticized for excluding affordable testing options for unvaccinated individuals to obtain certification, disproportionately impacting lower-income groups.25 Additionally, vaccine certificate policies also raised concerns about deepening social divisions between vaccinated and unvaccinated individuals (n = 20). With restrictions on access to public spaces and services for the unvaccinated, these measures risked reinforcing stigma and contributing to social isolation.41,61
Privacy and surveillance
Vaccine certificates were also subject to concerns and criticism related to privacy and surveillance, especially around the potential for misuse of personal sensitive health information (n = 10). Processes to verify the authenticity of QR codes and record holder identity often required individuals to disclose personal health data to third parties, sparking debates over data protection. Italy’s Green Pass, the EU DCC, and Israel’s Green Pass all faced scrutiny for potential breaches of privacy regulations.25,34,36
Public acceptance and compliance
Public acceptance and compliance with vaccine certificates varied widely across jurisdictions and demographic groups (n = 30). In Canada, acceptance dropped significantly over time from 66% in November 2021 to 43% in March 2022 while opposition increased from 16% to 21%.62 This decline coincided with the “Freedom Convoy” protests in Ottawa, Canada, where large crowds gathered to protest against vaccination certificates, mandates and other pandemic measures.62
Support for vaccine certificates was generally lower among rural populations, younger individuals, visible minorities, right-leaning political groups and those in trades – groups that also typically exhibit higher rates of vaccine hesitancy.62–64
Discussion
Our findings are organized into three major categories: (1) public health considerations, (2) technological considerations, and (3) ethical/legal considerations. These categories reflect the multifaceted challenges and opportunities associated with vaccine certificates and align with the criteria outlined by the UK Royal Society for the development and use of COVID-19 vaccine certificates.15
The use of vaccine certificates is complex primarily due to the technological considerations involved in designing and operationalizing systems.65 Second, the system’s success hinges on addressing numerous legal and ethical questions across a broad spectrum, such as data protection and privacy requirements, equity, accessibility and discrimination.66 Furthermore, vaccine certificates intersect with various legal and regulatory frameworks, including international and regional human rights law, data protection and privacy laws, nondiscrimination laws, and occupational health and safety regulations.54
Public health considerations
The role of vaccine certificates evolved over time, serving dual aims: (1) to protect and promote population health, and (2) to restore social and economic functioning.67 These goals were reflected in increased vaccine uptake, the reopening of public spaces, and – at times – the protection of health system capacity and access to care for vulnerable populations.68
One underexplored objective in the literature is the role of vaccine certificates in supporting a proportionate response to restrictions on civil liberties. Certificates offered a mechanism to replace broad lockdowns with more targeted restrictions, thereby enabling autonomy for vaccinated individuals while minimizing unnecessary societal disruption.69 However, this also raises critical questions about whose autonomy was protected or constrained, and under what justification.
Despite these potential benefits, many jurisdictions lacked a consistent or clearly communicated rationale for implementing vaccine certificates – particularly as their purpose evolved.70 This lack of clarity contributed to public confusion and, in some cases, growing opposition, which may explain declining support for vaccine certificates over time.12
Technological considerations
Technological issues were consistently identified as central to vaccine certificates’ implementation feasibility. Jurisdictions adopted a range of credential formats, verification mechanisms, and data protection approaches, resulting in differing degrees of interoperability, scalability, and operational complexity.67,71–73 Efforts to balance data minimization, privacy-by-design, cybersecurity safeguards, and ease of verification were evident across systems but were variably documented. The literature also underscored the influence of preexisting digital health infrastructure and governance capacity on implementation choices and timelines.
Ethical and legal considerations
Sources identified concerns that certificate-based systems could disproportionately affect individuals facing barriers related to technology access, digital literacy, socioeconomic status, immigration status, disability, or mistrust of institutions.5,12,72,74 Potential implications related to discrimination, exclusion, stigmatization, and privacy or surveillance concerns were widely discussed, particularly where policy changes occurred rapidly or where long-term use parameters were unclear. These observations reflect broader tensions inherent to emergency public health policymaking, including balancing collective health goals, feasibility, rights protection, and public confidence.
Limitations
This study had some limitations. First, we restricted inclusion to English-language full-texts due to feasibility limitations, which may have limited our ability to capture sources published in the official languages of some jurisdictions. To mitigate this, we used a broad search strategy and included gray literature to capture a wide range of publicly available content. Second, much of the gray literature on vaccine certificates was produced during the height of the pandemic and may have since been archived or removed from public access. We addressed this by reviewing the first 5–10 pages of Google search results and checking government and organizational websites to ensure that we captured all relevant sources. Third, the depth of documentation and public records around vaccine certificate implementation varied across jurisdictions. We addressed this by synthesizing themes based on what was consistently reported and noting areas where data was sparse. Due to the heterogeneous and largely descriptive nature of the literature, and consistent with PRISMA-ScR guidance, we did not conduct formal critical appraisal of included sources, as the objective was to map key concepts and contextual factors, rather than evaluate the strength of evidence or estimate effect sizes. Lastly, inconsistent terminology across sources (e.g., ‘vaccine passport,’ ‘green pass,’ ‘COVID certificate’) may have impacted retrieval. We minimized this by developing an inclusive, peer-reviewed search strategy with a medical librarian and incorporating jurisdiction specific terminology where possible.
Implications for policy and practice
The implementation of vaccine certificates offers both opportunities and challenges. To ensure their effectiveness, policymakers must take a comprehensive approach that balances technological, ethical, and legal considerations. Key policy and practice recommendations include:
Develop robust digital infrastructure
To support secure and effective vaccine certificate systems, it is essential to develop and maintain robust digital infrastructure.75 This includes the creation of secure, interoperable platforms that can facilitate seamless verification of vaccination status across various settings, such as travel, healthcare, and public spaces. Digital solutions must be designed with scalability in mind, able to accommodate the large-scale, cross-border demands that may arise during future pandemics or vaccination campaigns.
Future vaccine certificate systems should be supported by clear governance and oversight mechanisms. This includes transparent decision-making on when certificates are implemented, updated, or withdrawn and publicly available criteria for eligibility, exemptions, and acceptable alternatives. Routine auditing and independent oversight can help detect inequities, privacy risks, or unintended harms early and support timely policy correction.
Ensure equitable access to technology
Policymakers must address the issue of digital exclusion by ensuring that all populations have equitable access to the necessary technology.42 This requires low-barrier options for individuals without smartphones, reliable internet, or strong digital literacy, including accessible paper alternatives and in-person support for obtaining and using certificates. Implementation plans should proactively address barriers faced by rural communities, older adults, newcomers, and socio-economically marginalized groups. Without these supports, certificates risk widening existing inequities in participation in public life.
Establish clear guidelines and regulations
Clear, transparent guidelines and regulations must be established to to support consistent use and foster public trust.54 These guidelines should include clear standards for data protection, privacy, and access control (e.g., limits on retention and secondary uses, strong security safeguards to avoid, among other things misuse of personal health information), as well as clear communication to the public about what information is collected, who can access it, and for what purposes. Guidance should also outline proportionality, acceptable settings for use, and sunset criteria to avoid unnecessary use of certificates once public health benefits no longer justify restrictions.
Foster collaboration across government levels
The development and implementation of vaccine certificate systems require collaboration between different levels of government, as well as between government agencies and the private sector.67 Efforts should focus on further developing existing systems to standardize and strengthen solutions, ensuring that national, regional, and international frameworks align. This includes coordinating across borders to create interoperable systems that can be used globally, particularly in relation to cross-border travel and international public health responses. Collaboration will also be essential for ensuring that vaccine certificate systems are adaptable and resilient to future public health challenges.
Future directions
Future research should focus on:
-
Establishing global standards for interoperability and cross-border recognition:
To ensure vaccine certificates are accepted internationally, there is a need to harmonize technical and legal standards. This includes aligning data formats, verification protocols, and privacy safeguards across countries, enabling seamless use while respecting national regulations.
-
Developing low-cost, offline-compatible solutions for communities with limited digital access:
Digital inequity can exclude vulnerable populations from accessing vaccine certificates. Future research should prioritize inclusive approaches such as paper-based alternatives, QR codes that function without real-time internet access, or mobile apps designed for low-connectivity environments.
-
Enhancing security protocols to address emerging cybersecurity threats:
As digital health records become more widely implemented, they face increased risk from fraud and unauthorized access. Strengthening encryption methods, authentication systems, and regular auditing practices is essential to protect the integrity of individual data and maintain public trust.
-
Creating dynamic systems that can integrate evolving scientific insights and policy requirements:
Vaccine knowledge and public health policies evolve rapidly. Systems must be designed to adapt – whether incorporating new vaccine types or new variants, changing recommendations, or shifting public health measures. Flexibility and scalability are critical for long-term relevance and reliability.
Through these efforts, vaccine certificates can become a more effective and equitable tool in global public health strategies, promoting both safety and accessibility across diverse populations and jurisdictions.
Conclusion
Vaccine certificates hold promise as a tool for enhancing public health responses and enabling societal recovery. However, their successful implementation hinges on addressing significant technological, ethical, and legal challenges. Policymakers must develop robust digital infrastructure, ensure equitable access, establish clear regulations, and foster international collaboration. As the landscape evolves, ongoing efforts to build public trust and address these challenges will be essential to optimizing the effectiveness of vaccine certificates.
Supplementary Material
Acknowledgments
We would like to acknowledge our librarian, Risa Shorr at The Ottawa Hospital Research Institute for conducting the academic search.
Biographies
Adhiba Nilormi is an MPH graduate of the University of Guelph. She is currently a research coordinator at the Bruyère Health Research Institute.
Cécile M. Bensimon is the Chair of the Research Ethics Board (REB) at the Children’s Hospital of Eastern Ontario (CHEO). She holds appointments as an Adjunct Professor at the University of Ottawa Faculty of Health Sciences and an Affiliate Investigator at Bruyère Health Research Institute.
Kumanan Wilson is CEO and Chief Scientific Officer of Bruyere Health Research Institute and Professor of Medicine at the University of Ottawa where he has been studying vaccination policy and technology.
Funding Statement
This work was supported by the Canadian Institutes of Health Research under Grant number [FO3-184636].
Disclosure statement
KW is the co-founder of CANImmunize Inc. and has served as a member of the independent data safety advisory board for Medicago and Moderna. All other authors report no competing interests.
Data availability statement
All data analyzed during this study are included in this published article [and its supplementary information files].
Ethical considerations
This scoping review did not involve human participants or the collection of primary data; therefore, research ethics approval was not required.
Supplementary material
Supplemental data for this article can be accessed online at https://doi.org/10.1080/21645515.2026.2622178
References
- 1.Talic S, Shah S, Wild H, Gasevic D, Maharaj A, Ademi Z, Li X, Xu W, Mesa-Eguiagaray I, Rostron J, et al. Effectiveness of public health measures in reducing the incidence of covid-19, SARS-CoV-2 transmission, and covid-19 mortality: systematic review and meta-analysis. BMJ. 2021;375:e068302. doi: 10.1136/bmj-2021-068302. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Mohammed I, Nauman A, Paul P, Ganesan S, Chen KH, Jalil SMS, Jaouni SH, Kawas H, Khan WA, Vattoth AL, et al. The efficacy and effectiveness of the COVID-19 vaccines in reducing infection, severity, hospitalization, and mortality: a systematic review. Hum Vaccin Immunother. 2022;18(1):2027160. doi: 10.1080/21645515.2022.2027160. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Wilson K. A brief history of the science of vaccine passports and what the future holds. In: Flood CM, Chen YYB, Deonandan R, Deonandan R, Halabi S, Thériault S, editors. Pandemics, public health, and the regulation of borders. London: Routledge; 2024. p. 192–15. [Google Scholar]
- 4.Kamin-Friedman S, Peled Raz M. Lessons from Israel’s COVID-19 green pass program. Isr J Health Policy Res. 2021;10(1):61. doi: 10.1186/s13584-021-00496-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Brown RCH, Kelly D, Wilkinson D, Savulescu J. The scientific and ethical feasibility of immunity passports. Lancet Infect Dis. 2021;21(3):e58–e63. doi: 10.1016/S1473-3099(20)30766-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Canning AG, Watson KE, McCreedy KE, Olawepo JO. Ethics and effectiveness of US COVID-19 vaccine mandates and vaccination passports: a review. J Res Health Sci. 2022;22(2):e00546. doi: 10.34172/jrhs.2022.81. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Gostin LO, Cohen IG, Shaw J. Digital health passes in the age of COVID-19: are “vaccine passports. Lawful Ethical? JAMA. 2021;325(19):1933–1934. doi: 10.1001/jama.2021.5283. [DOI] [PubMed] [Google Scholar]
- 8.Greyson D, Pringle W, Wilson K, Bettinger JA. Proof-of-vaccination credentials for COVID-19 and considerations for future use of digital proof-of-immunization technologies: results of an expert consultation. Digit Health. 2023;9:20552076231203924. doi: 10.1177/20552076231203924. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Wilson K, Flood CM. Implementing digital passports for SARS-CoV-2 immunization in Canada. Can Med Assoc J. 2021;193(14):E486. doi: 10.1503/cmaj.210244. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Mithani SS, Bota AB, Zhu DT, Wilson K. A scoping review of global vaccine certificate solutions for COVID-19. Hum Vaccin Immunother. 2022;18(1):1–12. doi: 10.1080/21645515.2021.1969849. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Peters MD, Godfrey CM, Khalil H, McInerney P, Parker D, Soares CB. Guidance for conducting systematic scoping reviews. Int J Evid Based Healthc. 2015;13(3):141–146. doi: 10.1097/XEB.0000000000000050. [DOI] [PubMed] [Google Scholar]
- 12.Barello S, Acampora M, Paleologo M, Schiavone L, Anderson G, Graffigna G. Public views on the COVID-19 immunity certificate: a scoping review. Health Expect. 2022;25(6):2645–2657. doi: 10.1111/hex.13589. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Arksey H, O’Malley L. Scoping studies: towards a methodological framework. Int J Soc Res Methodol. 2005;8(1):19–32. doi: 10.1080/1364557032000119616. [DOI] [Google Scholar]
- 14.Godin K, Stapleton J, Kirkpatrick SI, Hanning RM, Leatherdale ST. Applying systematic review search methods to the grey literature: a case study examining guidelines for school-based breakfast programs in Canada. Syst Rev. 2015;4(1):138. doi: 10.1186/s13643-015-0125-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.The Royal Society . Twelve criteria for the development and use of COVID-19 vaccine passports. 2021. [Google Scholar]
- 16.Fitzpatrick T, Camillo CA, Hillis S, Habbick M, Roerig M, Muhajarine N, Allin S. The impact of provincial proof-of-vaccination policies on age-specific first-dose uptake of COVID-19 vaccines in Canada. Health Aff (Millwood). 2023;42(11):1595–1605. doi: 10.1377/hlthaff.2022.01237. [DOI] [PubMed] [Google Scholar]
- 17.Wang B, Ping Y. A comparative analysis of COVID-19 vaccination certificates in 12 countries/regions around the world: rationalising health policies for international travel and domestic social activities during the pandemic. Health Policy. 2022;126(8):755–762. doi: 10.1016/j.healthpol.2022.05.016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Anato JLF, Ma H, Hamilton MA, Xia Y, Harper S, Buckeridge D, Brisson M, Hillmer MP, Malikov K, Kerem A, et al. Impact of a vaccine passport on first-dose SARS-CoV-2 vaccine coverage by age and area-level social determinants of health in the Canadian provinces of Quebec and Ontario: an interrupted time series analysis. CMAJ Open. 2023;11(5):E995–E1005. doi: 10.9778/cmajo.20220242. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Longani K, Blane A, Chiu B, Cocklin K. Frequently asked questions key to NYC: requiring COVID-19 vaccination for indoor entertainment, recreation, dining and fitness settings. NYC Counsel to the Mayor. 2021;1–10. [Google Scholar]
- 20.Ramos Fernández R. Reflections on the European digital identity project in the light of the digital COVID certificate and the self-sovereign identity movement. Revista Catalana de Dret Públic. 2022;65:179–193. [Google Scholar]
- 21.European Commission . Eu digital Covid certificate. 2023. https://commission.europa.eu/strategy-and-policy/coronavirus-response/safe-covid-19-vaccines-europeans/eu-digital-covid-certificate_en.
- 22.Cohn E, Chimowitz M, Long T, Varma JK, Chokshi DA. The effect of a proof-of-vaccination requirement, incentive payments, and employer-based mandates on COVID-19 vaccination rates in New York City: a synthetic-control analysis. Lancet Public Health. 2022;7(9):e754–e62. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Schultz É, Touzani R, Mancini J, Ward JK. From contact tracing to COVID-19 pass holder; the tortured journey of the French TousAntiCovid contact tracing app. Public Health. 2022;206:5–7. doi: 10.1016/j.puhe.2022.02.009. [DOI] [PubMed] [Google Scholar]
- 24.Mongin D, Buclin CP, Cullati S, Courvoisier DS. COVID-19 vaccination rate under different political incentive: a counterfactual trend approach using nationwide data. Vaccine (Basel). 2023;11(7):1149. doi: 10.3390/vaccines11071149. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Campanozzi LL, Tambone V, Ciccozzi M. A lesson from the Green Pass experience in Italy: a narrative review. Vaccine (Basel). 2022;10(9):1483. doi: 10.3390/vaccines10091483. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Luster T, Albin E, Gross A, Tabenkin M, Davidovitch N. Promoting vaccination from a human rights and equity perspective: lessons from the Israeli “Green Pass”. Eur J Risk Regul. 2021;12(2):308–320. doi: 10.1017/err.2021.36. [DOI] [Google Scholar]
- 27.López-Güell K, Prats-Uribe A, Català M, Prats C, Hein J, Prieto-Alhambra D. The impact of COVID-19 certification mandates on the number of cases of and hospitalizations with COVID-19 in the UK: a difference-in-differences analysis. Front Public Health. 2023;11:1019223. doi: 10.3389/fpubh.2023.1019223. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Government of Iceland . COVID 19: Digital vaccine certificates. 2021. https://www.government.is/diplomatic-missions/embassy-article/2021/01/25/COVID-19-Digital-vaccine-certificates.
- 29.Kalus D. Why Iceland is fighting a COVID surge without vaccine mandates. Worldcrunch. 2022. [Google Scholar]
- 30.KYODO NEWS . Japan launches COVID-19 vaccine certificate app. Kyodo News. 2021. [Google Scholar]
- 31.Wilf-Miron R, Myers V, Saban M. Incentivizing vaccination uptake: the “Green Pass” proposal in Israel. JAMA. 2021;325(15):1503–1504. doi: 10.1001/jama.2021.4300. [DOI] [PubMed] [Google Scholar]
- 32.Aranzales I, Chan HF, Eichenberger R, Hegselmann R, Stadelmann D, Torgler B. Scientists have favorable opinions on immunity certificates but raise concerns regarding fairness and inequality. Sci Rep. 2021;11(1):14016. doi: 10.1038/s41598-021-93148-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Augsberg S. Immunity and vaccination certificates in the COVID-19 crisis: ethical and legal problems of a possible need for differentiation. In: Reis A, Schmidhuber M, Frewer A, editors. Pandemics and Ethics. 1st ed. Heidelberg (Germany): Springer Berlin; 2023. p. 137–147. [Google Scholar]
- 34.Cao H, Cao L. Differentiating behavioral impact with or without vaccination certification under mass vaccination and non-pharmaceutical interventions on mitigating COVID-19. Sci Rep. 2024;14(1):707. doi: 10.1038/s41598-023-50421-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Chamon Q, Govindin Ramassamy K, Rahis AC, Guignot L, Tzourio C, Montagni I. Persistence of vaccine hesitancy and acceptance of the EU COVID certificate among French students. J Community Health. 2022;47(4):666–673. doi: 10.1007/s10900-022-01092-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Dzurenda P, Ricci S, Ilgner P, Malina L, Anglès-Tafalla C. Privacy-preserving solution for European Union digital vaccine certificates. Appl Sci [Internet]. 2023;13(19):10986. doi: 10.3390/app131910986. [DOI] [Google Scholar]
- 37.Herbert F, Kowalewski M, Schnitzler T, Lassak L, Dürmuth M. “Fast, easy, convenient.” Studying adoption and perception of digital covid certificates. In: Proceedings of the Eighteenth Symposium on Usable Privacy and Security (SOUPS 2022); 2022 August 8–9; Boston MA: USENIX Association, 2022. p. 463–482. https://www.usenix.org/system/files/soups2022-herbert.pdf. [Google Scholar]
- 38.Nurgalieva L, Ryan S, Balaskas A, Lindqvist J, Doherty G. (2022). Public views on digital COVID-19 certificates: a mixed methods user study. In CHI 2022 - Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems Article 75 (Conference on Human Factors in Computing Systems - Proceedings). Association for Computing Machinery. doi: 10.1145/3491102.3502066. [DOI] [Google Scholar]
- 39.Christie B. COVID-19: Vaccine passports approved in Scotland despite criticism. Bmj. 2021;374:n2229. doi: 10.1136/bmj.n2229. [DOI] [PubMed] [Google Scholar]
- 40.Convertini VN, Dentamaro V, Impedovo D, Lopez U, Scalera M, Viccari A. Boogie: a new blockchain application for health certificate security. In: Rocha A, Adeli H, Dzemyda G, Moreira F, Colla V, editors. Information systems and technologies. WorldCIST 2023. Lecture Notes in Networks and Systems, vol 802. Springer, Cham; 2024. p. 371–380. doi: 10.1007/978-3-031-45651-0_37. [DOI] [Google Scholar]
- 41.Araujo-Chaveron L, Sicsic J, Moffroid H, Díaz Luévano C, Blondel S, Langot F, Mueller JE. Impact of a COVID-19 certificate requirement on vaccine uptake pattern and intention for future vaccination. A cross-sectional study among French adults. Vaccine. 2023;41(37):5412–5423. doi: 10.1016/j.vaccine.2023.07.002. [DOI] [PubMed] [Google Scholar]
- 42.Andrés-Sánchez J, Arias-Oliva M, Pelegrin-Borondo J. Citizens’ perception of COVID-19 passport usefulness: a cross sectional study. Behav Sci (Basel). 2022;12(5):140. doi: 10.3390/bs12050140. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Rosen B, Hartal M, Waitzberg R. The Israeli health system’s rapid responses during the COVID-19 pandemic. Isr J Health Policy Res. 2024;13(1):11. doi: 10.1186/s13584-024-00596-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Stankūnas M, Džiugys A, Skarbalius G, Misiulis E, Navakas R. Evaluating the potential impact of COVID-19 passports in Lithuania. J Infect. 2022;85(3):334–363. doi: 10.1016/j.jinf.2022.05.039. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Stead M, Ford A, Eadie D, Biggs H, Elliott C, Ussher M, Bedford H, Angus K, Hunt K, MacKintosh AM, et al. A “step too far” or “perfect sense”? A qualitative study of British adults’ views on mandating COVID-19 vaccination and vaccine passports. Vaccine. 2022;40(51):7389–7396. doi: 10.1016/j.vaccine.2022.05.072. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Coelho G, Wolf LJ, Vilar R, Monteiro RP, Hanel PHP. Do left-wingers discriminate? A cross-country study on the links between political orientation, values, moral foundations, and the COVID-19 passport. Curr Psychol. 2024;43(18):16746–16757. doi: 10.1007/s12144-023-04554-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Ward JK, Gauna F, Gagneux-Brunon A, Botelho-Nevers E, Cracowski J-L, Khouri C, Launay O, Verger P, Peretti-Watel P. The French health pass holds lessons for mandatory COVID-19 vaccination. Nat Med. 2022;28(2):232–235. doi: 10.1038/s41591-021-01661-7. [DOI] [PubMed] [Google Scholar]
- 48.Kubo Y, Okada I. COVID-19 health certification reduces outgroup bias: evidence from a conjoint experiment in Japan. Humanit Soc Sci Commun. 2022;9(1):306. doi: 10.1057/s41599-022-01324-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Oliva C. An unintended consequence of COVID-19 immunity passports-quasi-experimental evidence of moral hazard observed after implementing the domestic Green Pass policy during the second wave of the COVID-19 pandemic in Italy. Front Public Health. 2024;12:1345119. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Waitzberg R, Triki N, Alroy-Preis S, Lotan T, Shiran L, Ash N. The Israeli experience with the “Green Pass” policy highlights issues to be considered by policymakers in other countries. Int J Environ Res Public Health. 2021;18(21):11212. doi: 10.3390/ijerph182111212. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Spitale G, Biller-Andorno N, Germani F. Concerns around opposition to the Green Pass in Italy: social listening analysis by using a mixed methods approach. J Med Internet Res. 2022;24(2):e34385. doi: 10.2196/34385. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Walkowiak MP, Walkowiak JB, Walkowiak D. COVID-19 passport as a factor determining the success of national vaccination campaigns: does it work? The case of Lithuania vs. Pol. Vaccine (Basel). 2021;9(12):1498. doi: 10.3390/vaccines9121498. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Sheth D, De Alcaraz-Fossoul J. Forensic examination of security features of the CDC-issued COVID-19 vaccination card and suggested improvements to minimize counterfeiting. J Forensic Sci. 2024;69(2):593–606. doi: 10.1111/1556-4029.15425. [DOI] [PubMed] [Google Scholar]
- 54.Hall MA, Studdert DM. “Vaccine passport” certification - policy and ethical considerations. N Engl J Med. 2021;385(11):e32. [DOI] [PubMed] [Google Scholar]
- 55.Settembri P, Kumar R. The good, the bad and the rest: how the European Union responded to the COVID-19 pandemic in the transport sector. Eur. J. Risk Regul. 2024;15(2):386–402. doi: 10.1017/err.2023.7. [DOI] [Google Scholar]
- 56.Oliu-Barton M, Pradelski BSR, Woloszko N, Guetta-Jeanrenaud L, Aghion P, Artus P, Fontanet A, Martin P, Wolff GB. The effect of COVID certificates on vaccine uptake, health outcomes, and the economy. Nat Commun. 2022;13(1):3942. doi: 10.1038/s41467-022-31394-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Montanari Vergallo G, Del Rio A, Negro F, Zaami S. COVID-19 vaccine mandates: what are the current European public perspectives? Eur Rev Med Pharmacol Sci. 2022;26(2):643–652. doi: 10.26355/eurrev_202201_27891. [DOI] [PubMed] [Google Scholar]
- 58.Santolini R. The COVID-19 green certificate’s effect on vaccine uptake in French and Italian regions. J Policy Modeling. 2023;45(5):1036–1057. doi: 10.1016/j.jpolmod.2023.06.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Government of Saskatchewan . Proof of vaccination or negative tests required broadly. 2021. Oct 1. https://www.saskatchewan.ca/government/news-and-media/2021/september/28/proof-of-vaccination-or-negative-tests–required-broadly-october-1-2021.
- 60.Pranevičienė B, Vasiliauskienė V. Proportionality of human rights limitations imposed by opportunity passport in Lithuania. Lawyer Q. 2023;13(2):113–130. [Google Scholar]
- 61.Chebli A, Fagla FADD, Kadri B, Khomsi MR, Said FB. The covid-19 certificate: consequences on accessibility in the context of inclusive leisure. World Leis J. 2022;64(4):585–609. doi: 10.1080/16078055.2022.2125571. [DOI] [Google Scholar]
- 62.Zhu DT, Hawken S, Serhan M, Graves F, Smith J, Wilson K. Public attitudes towards COVID-19 vaccine mandates and vaccine certificates in Canada: a time series study. Arch Public Health. 2024;82(1):32. doi: 10.1186/s13690-024-01259-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Marelli L. The Italian debate on the digital COVID certificate: Co-producing epistemic and normative rationalities. Sci Cult. 2023;32(4):505–534. doi: 10.1080/09505431.2023.2211761. [DOI] [Google Scholar]
- 64.Smith D, Zhu DT, Hawken S, Bota AB, Mithani SS, Marcon A, Pennycook G, Greyson D, Caulfield T, Graves F, et al. The influence of sociodemographic factors on COVID-19 vaccine certificate acceptance: a cross-sectional study. Hum Vaccin Immunother. 2023;19(2):2220628. doi: 10.1080/21645515.2023.2220628. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Barbosa da Silva Júnior J, Garcia-Saiso S, Marti M, Salas D, Contreras M, Velandia-Gonzalez M, Luna D, Nelson J, Fitzgerald J, Bascolo E, et al. Vaccine certificates must go digital: an urgent call for better public health outcomes. JMIR Public Health Surveill. 2024;10:e65740. doi: 10.2196/65740. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Phelan AL. COVID-19 immunity passports and vaccination certificates: scientific, equitable, and legal challenges. Lancet. 2020;395(10237):1595–1598. doi: 10.1016/S0140-6736(20)31034-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Kofler N, Baylis F. Ten reasons why immunity passports are a bad idea. Nature. 2020;581(7809):379–381. doi: 10.1038/d41586-020-01451-0. [DOI] [PubMed] [Google Scholar]
- 68.Mills MC, Rüttenauer T. The effect of mandatory COVID-19 certificates on vaccine uptake: synthetic-control modelling of six countries. Lancet Public Health. 2022;7(1):e15–e22. doi: 10.1016/S2468-2667(21)00273-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.King J, Legal FO. Constitutional, and ethical principles for mandatory vaccination requirements for COVID-19: Lex-Atlas COVID-19. 2021. https://lexatlas-c19.org/vaccination-principles/.
- 70.Bardosh K, de Figueiredo A, Gur-Arie R, Jamrozik E, Doidge J, Lemmens T, Salmaan Keshavjee S, Graham JE, Baral S. The unintended consequences of COVID-19 vaccine policy: why mandates, passports and restrictions may cause more harm than good. BMJ Glob Health. 2022;7(5):e008684. doi: 10.1136/bmjgh-2022-008684. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Morley J, Cowls J, Taddeo M, Floridi L. Ethical guidelines for COVID-19 tracing apps. Nature. 2020;582(7810):29–31. doi: 10.1038/d41586-020-01578-0. [DOI] [PubMed] [Google Scholar]
- 72.Voo TC, Reis AA, Thomé B, Ho CW, Tam CC, Kelly-Cirino C, Emanuel E, Beca JP, Littler K, Smith MJ, et al. Immunity certification for COVID-19: ethical considerations. Bull World Health Organ. 2021;99(2):155–161. doi: 10.2471/BLT.20.280701. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 73.Krause PR, Fleming TR, Longini IM, Peto R, Briand S, Heymann DL, Beral V, Snape MD, Rees H, Ropero A-M, et al. SARS-CoV-2 variants and vaccines. N Engl J Med. 2021;385(2):179–186. doi: 10.1056/NEJMsr2105280. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 74.Greely HT. COVID-19 immunity certificates: science, ethics, policy, and law. J Law Biosci. 2020;7(1):lsaa035. doi: 10.1093/jlb/lsaa035. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 75.Dye C, Mills MC. COVID-19 vaccination passports. Science. 2021;371(6535):1184. doi: 10.1126/science.abi5245. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All data analyzed during this study are included in this published article [and its supplementary information files].
