<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<?covid-19-tdm?>
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="brief-report">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2022.859941</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Lessons Learned From Implementing Digital Health Tools to Address COVID-19 in LMICs</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Mason</surname> <given-names>Caitlyn</given-names></name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Lazenby</surname> <given-names>Siobhan</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1477411/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Stuhldreher</surname> <given-names>Rachel</given-names></name>
</contrib>
<contrib contrib-type="author">
<name><surname>Kimball</surname> <given-names>Meredith</given-names></name>
</contrib>
<contrib contrib-type="author">
<name><surname>Bartlein</surname> <given-names>Rebecca</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1646522/overview"/>
</contrib>
</contrib-group>
<aff><institution>Gates Ventures LLC, Exemplars in Global Health</institution>, <addr-line>Seattle, WA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Edmond S. W. Ng, University of London, United Kingdom</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Peiling Yap, Graduate Institute of International and Development Studies, Switzerland; Fatima Marinho, Vital Strategies, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Siobhan Lazenby <email>chevy.lazenby&#x00040;gatesventures.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Digital Public Health, a section of the journal Frontiers in Public Health</p></fn></author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>859941</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Mason, Lazenby, Stuhldreher, Kimball and Bartlein.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Mason, Lazenby, Stuhldreher, Kimball and Bartlein</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract>
<p>As COVID-19 strained health systems around the world, many countries developed or adapted digital health tools to detect and respond to the novel coronavirus. We identified transferable lessons from an assessment of implementation factors that led to the rapid launch and scale-up of eight digital tools in low- and middle-income countries during the COVID-19 pandemic. These lessons should inform the development of digital health tools to support public health objectives such as the Sustainable Development Goals. Using the mHealth Assessment and Planning for Scale Toolkit, we assessed the implementation of eight digital tools through desk research and stakeholder interviews. Three core lessons emerged from our findings: (1) user-centered design is key to the widespread adoption of digital tools; (2) strong, country-led partnerships are essential for scaling up and sustaining digital tools; and (3) using adaptable digital tools enables implementers to focus on the content of the solution rather than the technology. Lessons learned from implementing and adapting digital tools quickly during the COVID-19 pandemic can inform the use of digital tools for additional health applications, such as bolstering primary health care, reaching vulnerable and marginalized populations, and empowering health workers with the real-time information necessary to optimize their work and improve the health of their target populations. Future efforts should focus on robust monitoring and evaluation of digital tools and sustainable financing models.</p></abstract>
<kwd-group>
<kwd>digital health</kwd>
<kwd>SDGs</kwd>
<kwd>mHealth</kwd>
<kwd>COVID-19</kwd>
<kwd>LMICs</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="21"/>
<page-count count="7"/>
<word-count count="3912"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Many digital health programs were in place before the COVID-19 pandemic began in 2020, including those designed to respond to disease outbreaks. As COVID-19 challenges health systems around the world, innovators have developed and adapted digital tools for case management, contact tracing, evidence-based surveillance, training, risk communication, and vaccine delivery (<xref ref-type="bibr" rid="B1">1</xref>).</p>
<p>Digital health tools facilitate efficiencies and enable rapid scale-up, near-instantaneous data sharing, and quick data aggregation and analysis. If we can sustain and replicate lessons learned from implementing digital tools during the pandemic, we can leverage their potential to ensure healthy lives and promote well-being for all.</p>
<p>We reviewed digital health solutions in lower- and lower-middle-income countries across three user groups&#x02014;health care providers, health system managers, and health system clients (<xref ref-type="bibr" rid="B2">2</xref>)&#x02014;before selecting eight examples for assessment (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>).</p>
<p>The selection of eight case studies was driven by scale, impact, and sustainability, as well as availability of information (<xref ref-type="fig" rid="F1">Figure 1</xref>). The case studies draw on desk research and stakeholder interviews with developers, implementers and government representatives, and local experts. The tools we assessed do not necessarily meet all metrics of success, nor do they capture the extent of work done worldwide to implement digital tools as part of the COVID-19 response.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Methodology used to select the digital tools for this assessment.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-10-859941-g0001.tif"/>
</fig>
<p>With the right context and committed users, digital tools have the potential to improve health systems, ensure healthy lives, and promote wellbeing; however, most impact-related research has been conducted on smaller projects or specific digital health applications (<xref ref-type="bibr" rid="B3">3</xref>). Researchers have found that while some interventions achieve their desired outcomes, many have not been measured. Measuring the impact of digital tools on the pandemic response has been particularly challenging. The need to respond rapidly in a crisis setting limits the ability to evaluate tools&#x00027; usage. In the absence of true impact measurements, we used alternative metrics as near-term output proxy indicators, including time to deployment, number of laboratories integrated into a system, and number of people reached.</p></sec>
<sec id="s2">
<title>Framework for Assessment</title>
<p>Multiple frameworks and guides have been developed to support implementation of digital health tools from organizations like the World Health Organization, PATH (Digital Square), and UNICEF (<xref ref-type="bibr" rid="B4">4</xref>&#x02013;<xref ref-type="bibr" rid="B6">6</xref>). Of the existing frameworks, we selected the mHealth Assessment and Planning for Scale (MAPS) Toolkit to anchor our analyses because it provided a comprehensive assessment and an actionable guide to scale innovations and maximize their impact. The framework identifies six axes for assessing the implementation and scalability of a given program which we used to assess the performance of digital tools in the sections that follow: groundwork, partnerships, financial health, technology and architecture, operations, and monitoring and evaluation (see <xref ref-type="fig" rid="F2">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>) (<xref ref-type="bibr" rid="B5">5</xref>).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Summary of strengths and challenges across the eight digital tools assessed (detailed descriptions available in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-10-859941-g0002.tif"/>
</fig>
<p>Our research focused on assessing the implementation of the tools rather than the technology itself. We aimed to supplement the growing knowledge base surrounding best practices in digital health to sustain and strengthen health systems toward Sustainable Development Goal 3: Ensure healthy lives and promote wellbeing for all at all ages (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<sec>
<title>Groundwork</title>
<sec>
<title>Define the Use Case and Value of the Tool</title>
<p>What is the problem this tool will solve, and for whom? Clear answers to these questions are critical to obtaining buy-in from partners, donors and end-users. All digital tools assessed had a clearly articulated vision.</p>
<list list-type="bullet">
<list-item><p>In Uttar Pradesh, India, officials worked closely with the Uttar Pradesh Technical Support Unit team to conceptualize and develop the Unified COVID-19 Data Platform&#x02014;a comprehensive, integrated digital tool for all stakeholders to track and manage the state&#x00027;s COVID-19 response. Within 2 months, the platform evolved into a modular, end-to-end solution for case reporting and management, contact tracing, workflow integration, data aggregation, stakeholder engagement, and strategic planning (<xref ref-type="bibr" rid="B8">8</xref>).</p></list-item>
<list-item><p>In Uganda, e-learning modules were developed on separate platforms to maintain usability and refresh the knowledge of users (<xref ref-type="bibr" rid="B9">9</xref>).</p></list-item>
</list>
<p>&#x0201C;Using a people-centered design approach, Medic spent several weeks at the community level to understand workflows, how CHWs [community health workers] perform their jobs, potential pain points, communication channels, and infrastructure that would be required to support a digital platform.&#x0201D; (Medic Implementing Partner)</p></sec>
<sec>
<title>Design Human-Centered Solutions Aligned With User Priorities</title>
<p>Successful digital tools effectively address user needs in their design. Pilot testing has ensured that these tools work from a technical perspective and are user-friendly for target audiences.</p>
<list list-type="bullet">
<list-item><p>Partners in Nigeria worked together to develop the Surveillance Outbreak Response Management and Analysis System (SORMAS). As part of this effort, they addressed challenges related to the country&#x00027;s Ebola response by interviewing stakeholders across all levels of the health system and running multiple pilots throughout the tool&#x00027;s development (<xref ref-type="bibr" rid="B10">10</xref>).</p></list-item>
<list-item><p>The Vietnamese government worked closely with developers to implement several tools that addressed user feedback. Some of the first location-tracking tools raised concerns about data privacy and mass surveillance, so they developed Bluezone, which supports contact tracing using Bluetooth (<xref ref-type="bibr" rid="B11">11</xref>).</p></list-item>
</list></sec>
<sec>
<title>Understand the Technology&#x00027;s Enabling Environment</title>
<p>Planning for a program&#x00027;s future involves understanding the local context and proactively identifying roadblocks that might hamper progress.</p>
<list list-type="bullet">
<list-item><p>The Ministry of Health in Sri Lanka launched a master&#x00027;s degree program in health informatics over a decade ago to build a foundation of expertise in using the national health data systems (<xref ref-type="bibr" rid="B12">12</xref>). This investment enabled rapid action early in the COVID-19 pandemic.</p></list-item>
<list-item><p>After working in South Africa through the MomConnect program for nearly 7 years, the non-profit Praekelt easily navigated local challenges and collaborated with longtime government partners to address challenges through its HealthConnect app (<xref ref-type="bibr" rid="B13">13</xref>). The app is available <italic>via</italic> WhatsApp and USSD (a type of text message) for those without data plans, and partnerships with telecommunication providers ensure free access to the messages.</p></list-item>
</list></sec></sec>
<sec>
<title>Partnerships</title>
<sec>
<title>Establish Relationships and Credibility Through Partners, Especially Government</title>
<p>All eight tools we assessed relied on strong government commitment to expand their reach. By working with organizations that already have a presence in-country, developers can draw on their expertise and connections.</p>
<list list-type="bullet">
<list-item><p>In Burkina Faso&#x00027;s launch of CommCare, the implementing team (led by Terre des hommes) worked closely with the Ministry of Health for more than a decade to create the tool (<xref ref-type="bibr" rid="B14">14</xref>). As a result, it has been fully integrated with the country&#x00027;s health infrastructure and transmits data for key indicators automatically to the government&#x00027;s health information system. The tool is considered a national priority in the country&#x00027;s digital health strategy.</p></list-item>
</list>
<p>&#x0201C;Early on, key people within the MOH believed in the transformative potential of digital health for PHC, and they played a pivotal role in the design, influencing decision makers, and drumming up demand. A chief medical officer involved with the first pilot in Tougan District later transitioned to the central level of the MOH and continues to be an important advisor and ambassador for scaling up the project.&#x0201D; (Implementing partner at Terre des hommes)</p>
<list list-type="bullet">
<list-item><p>Collaboration between public and private stakeholders drove quick statewide development and adoption of the Unified COVID-19 Data Platform in Uttar Pradesh, India (<xref ref-type="bibr" rid="B10">10</xref>). The Department of Health and Family Welfare and the Directorate of Medical Education and Training coordinated the state&#x00027;s COVID-19 response together, and the medium- to long-term thinking and support from technical support partners enabled quick development, implementation, adaptation, and rollout of the digital platform.</p></list-item>
</list></sec></sec>
<sec>
<title>Financial Health</title>
<sec>
<title>Develop Business Models Beyond Donor Investment by Demonstrating Value</title>
<p>Digital tools that charge for services can establish a funding stream from users&#x02014;either clients or their insurance providers&#x02014;rather than relying on donors. This applies primarily outside of a crisis such as the COVID-19 pandemic when facilitating quick access is the priority. Of the eight digital tools we assessed, financial health and sustainability was a challenge shared by most.</p></sec>
<sec>
<title>Digitize and Standardize Processes to Establish a Predictable Value</title>
<p>Implementers can demonstrate financial value by lowering costs and better calculating and standardizing the value their products provide to the health system.</p>
<list list-type="bullet">
<list-item><p>Living Goods and Medic have automated and standardized task and decision support checklists for community health workers in Uganda with the HealthConnect app (<xref ref-type="bibr" rid="B9">9</xref>). As part of this effort, they are shifting the workflow from reactive to proactive outreach&#x02014;in part by using predictive modeling&#x02014;to improve the impact of the community health worker program. Rather than relying on calls from clients, they can identify people and communities who are more likely to require care, thereby improving the efficiency and cost benefits of the program.</p></list-item>
<list-item><p>In Burkina Faso, CommCare is used to simplify complex clinical protocols for health workers. Terre des hommes has worked with partners to leverage artificial intelligence and machine learning to make data processing more efficient, improve measurements, and provide health workers with real-time recommendations based on their performance history, as well as generate smart dashboards and predictive models for epidemiological surveillance. This saves valuable time and enables workers and supervisors to increase their reach.</p></list-item>
</list></sec></sec>
<sec>
<title>Technology and Architecture</title>
<sec>
<title>Develop a Reliable and Adaptable Product</title>
<p>Digital health tools must have the capacity to adapt to shifting priorities. All the tools we assessed had to adapt their technology, with some facing more challenges than others.</p>
<list list-type="bullet">
<list-item><p>SORMAS in Nigeria was designed specifically to be modular and adjust as new pathogens emerge (<xref ref-type="bibr" rid="B11">11</xref>). As a result, a module specific to COVID-19 was ready by January 2020 and integrated seamlessly with the existing technology.</p></list-item>
<list-item><p>In India, the phased launch of CoWIN was useful in identifying the technical limitations of the platform and the programmatic limitations of the vaccination drive leading up to the official launch in January 2021 (<xref ref-type="bibr" rid="B15">15</xref>). CoWIN&#x00027;s adaptable design enabled the technology team to respond to technical challenges by quickly building key features that allowed users to search pin codes and choose their vaccination centers. By July 2021, officials announced that India would offer the CoWIN platform to the world as an open-source &#x0201C;digital public good.&#x0201D;</p></list-item>
</list></sec>
<sec>
<title>Ensure Interoperability</title>
<p>For digital tools to integrate with the health ecosystem, they need to work with other data systems and technologies.</p>
<list list-type="bullet">
<list-item><p>Sri Lanka used DHIS2, an open-source health information system, to manage multiple aspects of the country&#x00027;s COVID-19 response, including port-of-entry tracking and contact tracing (<xref ref-type="bibr" rid="B13">13</xref>). Because the underlying DHIS2 platform had existing data infrastructure with known flexibility, it could integrate with other systems like those used by immigration officials. DHIS2&#x00027;s interoperability is one reason for its use in more than 70 lower- and middle-income countries.</p></list-item>
<list-item><p>Three design principles&#x02014;intuitive, modular, and integrated&#x02014;served as a foundation for the Unified COVID-19 Data Platform in Uttar Pradesh, India (<xref ref-type="bibr" rid="B10">10</xref>). This modular, workflow-based system enabled the platform to grow and adapt to meet emerging needs for multiple stakeholder groups. For instance, health workers can refer patients to facilities, officials can leverage a decision-making dashboard to perform dynamic modeling, and citizens can access their COVID-19 test results.</p></list-item>
</list></sec></sec>
<sec>
<title>Operations</title>
<sec>
<title>Invest in Local Expertise</title>
<p>Digital health tools often replace or augment existing workflows. Strengthening local capacity and conducting community outreach helps make this transition to digital tools successful and may increase buy-in for the tools.</p>
<list list-type="bullet">
<list-item><p>The HigherHealth team in South Africa invested heavily in outreach to campus leadership and students because they recognized that working toward a digital screening and passport system required strong community support (<xref ref-type="bibr" rid="B14">14</xref>). The team set up a peer network of thousands of students, which resulted in brand recognition and staying power for the HealthCheck app.</p></list-item>
<list-item><p>In Sri Lanka, there was a large focus on local developer expertise. The connection between the Health Information Systems Programme, the DHIS2 core team, and the global community of DHIS2 experts helped local developers get valuable feedback on their work and made it possible for other countries to benefit from their pioneering innovations (<xref ref-type="bibr" rid="B13">13</xref>).</p></list-item>
</list></sec>
<sec>
<title>Invest in Capacity to Use the Solution Locally</title>
<p>The sustainability of a tool depends on local capacity and usability in the country context, which requires additional forms of user support such as language accessibility, training, and user guides.</p>
<list list-type="bullet">
<list-item><p>The partnership for the development of SORMAS in Nigeria resulted in full government ownership of the tool (<xref ref-type="bibr" rid="B11">11</xref>). The program is run by a task force at the Nigeria Centre for Disease Control, with the developers and donors providing technical and financial support. The team runs trainings for multiple user types in several languages and is working toward a cascade training approach, in which one group provides training to another group.</p></list-item>
<list-item><p>In Vietnam, the NCOVI and Bluezone apps become more effective as more people download them. Promotional messaging in multiple languages encouraged &#x0201C;challenging the virus with the strength of our community,&#x0201D; and the Ministry of Health and Ministry of Information and Communication encouraged all smartphone users to install Bluezone for themselves and three others: &#x0201C;Protect yourself, protect the community&#x0201D; (<xref ref-type="bibr" rid="B12">12</xref>).</p></list-item>
</list></sec></sec>
<sec>
<title>Monitoring and Evaluation</title>
<sec>
<title>Measure the Tool&#x00027;s Impact and Maintain an Adaptable Approach to Implementation</title>
<list list-type="bullet">
<list-item><p>The Integrated e-Diagnostic Approach in Burkina Faso has undergone multiple independent evaluations that suggest improved health outcomes and quality of care. Estimates show the tool saves between US$830,000 and US$1.7 million per year from reduced training times for community health workers and reduced paper consumption (<xref ref-type="bibr" rid="B16">16</xref>).</p></list-item>
<list-item><p>Living Goods invested in a randomized controlled trial to evaluate the impact of its SmartHealth app on maternal and child mortality in Uganda. Results in 2014 showed a 27 percent reduction in under-five mortality after 3 years, at an estimated cost of US$68 per life saved (<xref ref-type="bibr" rid="B17">17</xref>).</p></list-item>
</list></sec></sec></sec>
<sec sec-type="discussion" id="s3">
<title>Discussion</title>
<p>The COVID-19 pandemic has catalyzed innovations in digital health, but scaling and sustaining the innovations remains a challenge. Our assessment builds on existing evidence that has stressed the importance of end-user input, stakeholder engagement, adaptability, interoperability, and alignment with the broader health care ecosystem and policy environment (<xref ref-type="bibr" rid="B18">18</xref>). Though the path to scale looked different in every context, three core lessons emerged from our findings:</p>
<list list-type="bullet">
<list-item><p><italic>User-centered design is key to the widespread adoption of digital tools</italic>. Each development and implementation team identified an ongoing practical problem and established a clear, user-friendly solution&#x02014;whether those users were health workers or members of the public.</p></list-item>
<list-item><p><italic>Strong, country-led partnerships are essential for scaling up digital tools successfully</italic>. The solutions that scaled up most successfully during the COVID-19 pandemic benefited from close, long-established partnerships with committed governments to establish and promote the tools.</p></list-item>
<list-item><p><italic>Using adaptable digital tools enables implementers to focus on the content rather than the technology</italic>. Within the global digital health community, there has been a push toward the use and development of global goods (<xref ref-type="bibr" rid="B19">19</xref>) or tools that are adaptable and designed to be used in many contexts. This flexibility enables implementers to focus on user-centered design and scale. Many of the digital tools studied were in use for many years before the pandemic, which meant that users already had the required equipment and knowledge to begin leveraging solutions for COVID-19 immediately.</p></list-item>
</list>
<p>Many of the challenges revealed in our assessment of digital tool implementations are also common to many public health programs globally. Few of the tools assessed have established sustainable financing, business models, or methods to evaluate their impact rigorously. Monitoring and evaluation are not typically prioritized during health emergencies, but the long-term sustainability of these tools remains at risk when funding is not guaranteed and when evidence of improved health outcomes is limited or undocumented. Finally, digital health is not a panacea. If a country faces substantial challenges within its health care system, such as a lack of providers or facilities, digital health tools cannot fully close the gap in quality of or access to care.</p>
<p>These eight case studies complement recent efforts to coordinate implementers around guiding principles, such the WHO&#x00027;s Global Strategy on Digital Health, by offering detailed examples of <italic>how</italic> core lessons have been applied to address common challenges.</p></sec>
<sec sec-type="conclusions" id="s4">
<title>Conclusion</title>
<p>While the COVID-19 pandemic has interrupted and reversed progress made on the Sustainable Development Goals (<xref ref-type="bibr" rid="B20">20</xref>), it has also proved to be an important time to demonstrate the value and possibility of digital health tools. These findings are relevant for policy makers, donors, and non-governmental leaders seeking to understand best practices for the implementation of digital tools.</p>
<p>Future efforts in digital health should emphasize rigorous monitoring and evaluation of tool implementation and sustainable financing models. If the lessons from implementing digital tools during the COVID-19 pandemic can be sustained and built upon, digital health tools can realize their potential to increase access to health care, increase the quality of care delivered, complement primary health care systems, and strengthen data for public health decision making (<xref ref-type="bibr" rid="B21">21</xref>).</p></sec>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools</ext-link>.</p></sec>
<sec id="s6">
<title>Author Contributions</title>
<p>CM, SL, and RS conducted desk research and stakeholder interviews. CM, SL, and RB wrote the first draft of the manuscript. All authors contributed to conception and design of the study, revised, read, and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>CM, SL, RS, MK, and RB were employed by Gates Ventures LLC.</p></sec>
<sec sec-type="disclaimer" id="s7">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
</body>
<back>
<ack><p>The authors would like to acknowledge the collaboration and analytical contributions of McKinsey &#x00026; Company including from Matt Wilson, Marilyn Kimeu, Molly Bode, Peter Okebukola, and Tristan Goodrich. The authors would also like to thank all who contributed to this body of work and they are acknowledged individually within the published case studies. Note that any conclusions or recommendations are those of the authors.</p>
</ack><sec sec-type="supplementary-material" id="s8">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpubh.2022.859941/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpubh.2022.859941/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Digital Square</collab></person-group>. <source>Digital Applications Tools Across an Epidemiological Curve (DATEC)</source>. (<year>2021</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://digitalsquare.org/resourcesrepository/datec">https://digitalsquare.org/resourcesrepository/datec</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>World Health Organization</collab></person-group>. <source>Classification of Digital Health Interventions</source>. (<year>2018</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="http://apps.who.int/iris/bitstream/handle/10665/260480/WHO-RHR-18.06-eng.pdf">http://apps.who.int/iris/bitstream/handle/10665/260480/WHO-RHR-18.06-eng.pdf</ext-link>;jsessionid=1560FE52FCB978A0D1CEFDC20FECAD53?sequence=1 (accessed January 14, 2022).</citation>
</ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Long</surname> <given-names>L-A</given-names></name> <name><surname>Pariyo</surname> <given-names>G</given-names></name> <name><surname>Kallander</surname> <given-names>K</given-names></name></person-group>. <article-title>Digital technologies for health workforce development in low- and middle-income countries: a scoping review</article-title>. <source>Glob Health Sci Pract.</source> (<year>2018</year>) <volume>6</volume>:<fpage>S41</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.9745/GHSP-D-18-00167</pub-id><pub-id pub-id-type="pmid">30305338</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>World Health Organization</collab></person-group>. <source>The MAPS Toolkit: mHealth Assessment and Planning for Scale</source>. (<year>2015</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://apps.who.int/iris/bitstream/handle/10665/185238/9789241509510_eng.pdf">https://apps.who.int/iris/bitstream/handle/10665/185238/9789241509510_eng.pdf</ext-link> (accessed April 11, 2021).</citation>
</ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>World Health Organization</collab></person-group>. <source>Digital Implementation Investment Guide (DIIG): Integrating Digital Interventions into Health Programmes</source>. (<year>2020</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.who.int/publications/i/item/9789240010567">https://www.who.int/publications/i/item/9789240010567</ext-link> (accessed April 11, 2021).</citation>
</ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Digital Square</collab></person-group>. <source>Navigator for Digital Health Capability Models</source>. (<year>2021</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://wiki.digitalsquare.io/index.php/Navigator_for_Digital_Health_Capability_Models">https://wiki.digitalsquare.io/index.php/Navigator_for_Digital_Health_Capability_Models</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>United Nations</collab></person-group>. <source>Sustainable Development Goals&#x02014;Goal 3</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.un.org/sustainabledevelopment/health/">https://www.un.org/sustainabledevelopment/health/</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Exemplars in Global Health</collab></person-group>. <source>An Integrated End-to-End Surveillance Platform for COVID-19 Response in Uttar Pradesh, India</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/goup-narrative">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/goup-narrative</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Exemplars in Global Health</collab></person-group>. <source>Smart Health in Uganda: Community Health Workers Use App to Provide Critical Health Services During COVID-19 Pandemic</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/smart-health-in-uganda">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/smart-health-in-uganda</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Exemplars in Global Health</collab></person-group>. <source>SORMAS in Nigeria: Adapting a Fully Integrated Surveillance System to Track COVID-19</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/sormas-nigeria">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/sormas-nigeria</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Exemplars in Global Health</collab></person-group>. <source>NCOVI and Bluezone in Vietnam: Government Launches Digital Apps to Contain COVID-19</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/ncovi-and-bluezone-in-vietnam">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/ncovi-and-bluezone-in-vietnam</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Exemplars in Global Health</collab></person-group>. <source>Scaling DHIS2 in Sri Lanka: Early Action to Track and Prevent COVID-19</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/sri-lanka">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/sri-lanka</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Exemplars in Global Health</collab></person-group>. <source>HealthConnect in South Africa: A Chatbot Tool for Pandemic Response</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/healthconnect-in-south-africa">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/healthconnect-in-south-africa</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Exemplars in Global Health</collab></person-group>. <source>CommCare in Burkina Faso: How an Existing App at Scale Was Adapted for COVID-19</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/commcare-in-burkina-faso">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/commcare-in-burkina-faso</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Exemplars in Global Health</collab></person-group>. <source>CoWIN in India: The Digital Backbone for the COVID-19 Vaccination Program</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/cowin-in-india">https://www.exemplars.health/emerging-topics/epidemic-preparedness-and-response/digital-health-tools/cowin-in-india</ext-link> (accessed February 25, 2022).</citation>
</ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>London School of Hygiene Tropical Medicine Centre Muraz</collab></person-group>. <source>Economic Impact Study of the Integrated eDiagnosis Approach (IeDA) for the Management of Illness in Under-Five Children at the Primary Health Care Level in Burkina Faso</source>. (<year>2018</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.tdh.ch/sites/default/files/ieda_expenditures_report_eng.pdf">https://www.tdh.ch/sites/default/files/ieda_expenditures_report_eng.pdf</ext-link> (accessed January 12, 2022).</citation>
</ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="web"><person-group person-group-type="author"><name><surname>Diaz-Martin</surname> <given-names>L</given-names></name></person-group>. <article-title>In the business of saving lives</article-title>. <source>J-PAL Policy Briefcase.</source> (<year>2019</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.povertyactionlab.org/sites/default/files/publication/in-the-business-of-saving-lives.pdf">https://www.povertyactionlab.org/sites/default/files/publication/in-the-business-of-saving-lives.pdf</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Labrique</surname> <given-names>AB</given-names></name> <name><surname>Wadhwani</surname> <given-names>C</given-names></name> <name><surname>Williams</surname> <given-names>KA</given-names></name> <name><surname>Lamptey</surname> <given-names>P</given-names></name> <name><surname>Hesp</surname> <given-names>C</given-names></name> <name><surname>Luk</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Best practices in scaling digital health in low and middle income countries</article-title>. <source>Glob Health.</source> (<year>2018</year>) <volume>14</volume>:<fpage>103</fpage>. <pub-id pub-id-type="doi">10.1186/s12992-018-0424-z</pub-id><pub-id pub-id-type="pmid">30390686</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Digital Square</collab></person-group>. <source>Global Goods Guidebook</source>. (<year>2021</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://digitalsquare.org/global-goods-guidebook">https://digitalsquare.org/global-goods-guidebook</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>Bill Melinda Gates Foundation</collab></person-group>. <source>Innovation and Equity: Goalkeepers 2021 Report</source>. (<year>2021</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.gatesfoundation.org/goalkeepers/report/2021-report/">https://www.gatesfoundation.org/goalkeepers/report/2021-report/</ext-link> (accessed January 14, 2022).</citation>
</ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>McKinsey Company</collab></person-group>. <source>Unlocking Digital Healthcare in Lower- and Middle-Income Countries</source>. (<year>2021</year>). Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.mckinsey.com/industries/healthcare-systems-and-services/our-insights/unlocking-digital-healthcare-in-lower-and-middle-income-countries">https://www.mckinsey.com/industries/healthcare-systems-and-services/our-insights/unlocking-digital-healthcare-in-lower-and-middle-income-countries</ext-link> (accessed January 14, 2022).</citation>
</ref>
</ref-list>
</back>
</article>