| Literature DB >> 24133558 |
Caricia Catalani1, William Philbrick, Hamish Fraser, Patricia Mechael, Dennis M Israelski.
Abstract
This systematic review assesses the published literature to describe the landscape of mobile health technology (mHealth) for HIV/AIDS and the evidence supporting the use of these tools to address the HIV prevention, care, and treatment cascade. The speed of innovation, broad range of initiatives and tools, and heterogeneity in reporting have made it difficult to uncover and synthesize knowledge on how mHealth tools might be effective in addressing the HIV pandemic. To do address this gap, a team of reviewers collected literature on the use of mobile technology for HIV/AIDS among health, engineering, and social science literature databases and analyzed a final set of 62 articles. Articles were systematically coded, assessed for scientific rigor, and sorted for HIV programmatic relevance. The review revealed evidence that mHealth tools support HIV programmatic priorities, including: linkage to care, retention in care, and adherence to antiretroviral treatment. In terms of technical features, mHealth tools facilitate alerts and reminders, data collection, direct voice communication, educational messaging, information on demand, and more. Studies were mostly descriptive with a growing number of quasi-experimental and experimental designs. There was a lack of evidence around the use of mHealth tools to address the needs of key populations, including pregnant mothers, sex workers, users of injection drugs, and men who have sex with men. The science and practice of mHealth for HIV are evolving rapidly, but still in their early stages. Small-scale efforts, pilot projects, and preliminary descriptive studies are advancing and there is a promising trend toward implementing mHealth innovation that is feasible and acceptable within low-resource settings, positive program outcomes, operational improvements, and rigorous study design.Entities:
Keywords: HIV Prevention; HIV Treatment; information technology; mHealth.; mobile phone
Year: 2013 PMID: 24133558 PMCID: PMC3795408 DOI: 10.2174/1874613620130812003
Source DB: PubMed Journal: Open AIDS J ISSN: 1874-6136
Non-Research Literature
| First Author | Year | Article Title | Type of Article | Summary Conclusions | Specific purpose of technology | Context | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alerts & Reminders | Data Collection | Edu- cation | EMR/ EHR | Mapping | Decision Support | Info on Demand | Direct Comm | Popn | Rural/ Urban | Region | |||||
| Blake | 2008 | Innovation in practice: mobile phone technology in patient care | Literature review | Mobile phones are becoming increasingly important to health promotion -- particularly dietary, smoking cessation, physical activity intervention -- and patient monitoring in chronic disease -- particularly cancer, asthma, and diabetes. HIV-related literature is mentioned with reference to smoking cessation interventions among PLHIV. | ✔ | General | Rural, Urban | Global | |||||||
| Boyer | 2010 | Wireless Technologies, Ubiquitous Computing and Mobile Health: Application to Drug Abuse Treatment and Compliance with HIV Therapies | Literature review | There is potential for extending the reach of behavioral interventions from clinical settings into natural environments with the use of mobile health technologies. | ✔ | General | Rural, Urban | Global | |||||||
| Chan | 2010 | A technology selection framework for supporting delivery of patient-oriented health interventions in developing countries | Position paper | A framework for selecting patient-oriented technologies in developing countries can be applied to health interventions across many domains to explore how and whether available technologies can support deliver of intrventions with target populations. | General | Rural, Urban | Global | ||||||||
| Chi | 2010 | Mobile phones to improve HIV treatment adherence | Editorial comment | WelTel study provides some of the first randomised data for mobile phone-based health interventions, however a clearer understanding of the mechanism behind the intervention’s effectiveness could provide insight into why SMS worked to improve adherence to ARTs and how the intervention might be optimised and replicated elsewhere. | ✔ | ✔ | N/A | N/A | N/A | ||||||
| Chiasson | 2010 | HIV Prevention and Care in the Digital Age | Position paper | HIV prevention and care programs using digital media have great potential to cost-effectively meet the complex needs of diverse and often underserved populations living with or at high risk of HIV. | PLWHA, Providers. MSM | Rural, Urban | North America | ||||||||
| Curioso | 2010 | Enhancing ‘M-Health’ With South- To-South Collaborations | Position paper | South-to-South partnerships are key to maximizing the benefits of mHealth technologies. | N/A | N/A | N/A | ||||||||
| de Costa | 2010 | Design of a randomized trial to evaluate the influence of mobile phone reminders on adherence to first line antiretroviral treatment in South India - the HIVIND study protocol | RCT description | N/A | ✔ | PLWHA | Rural, Urban | Asia | |||||||
| Driscoll | 2001 | HIV/AIDS and information and communication technologies | Policy analysis | IDRC, either alone, or as a member of the UNDP-initiated coalition can ensure the responsible and ethical introduction and implementation of ICTs when defining programs and policies. | N/A | N/A | N/A | ||||||||
| Evans | 2007 | A randomized trial evaluating Prosaptide for HIV-associated sensory neuropathies: use of an electronic diary to record neuropathic pain. | RCT, pharma efficacy trial | Electronic diary is a viable method for collecting patient information, particularly in regards to pain measurement, for a short period of time among diverse participants. However, study found that 6-week treatment with PRO was safe but not effective at reducing HIV-associated neuropathic pain. | ✔ | PLWHA | N/R | North America | |||||||
| Fahey | 2003 | Reminding patients by text message text reminders | Editorial Comment | Patient reminder systems might be financially supported through reverse billing. | ✔ | N/A | N/A | N/A | |||||||
| Fraser | 2010 | Implementing medical information systems in developing countries, what works and what doesn't | Position paper, Literature review | The mHealth approach is rapidly gaining ground in many developing countries, allowing real time data access and management in locations with no infrastructure other than a cell phone tower. | ✔ | ✔ | ✔ | ✔ | General | Rural, Urban | Global | ||||
| Gallagher | 2007 | Use of Rapid Behavioral Assessments to Determine the Prevalence of HIV Risk Behaviors in High Risk Populations | Cross sectional survey | Rapid health behavioral assessments were successfully conducted in widely disparate circumstances and provided the participating health departments with important behavioral data. This data will be helpful in creating and maintaining programs aimed at preventing the spread of HIV. | ✔ | MSM | Urban | North America | |||||||
| Geibel | 2008 | Factors Associated with Self-reported Unprotected Anal Sex Among Male SW in Mombsa, Kenya | Cross sectional survey | PDA-based survey was effectively used to identify risk factors associated with anal sex for MSM sexx workers to inform development of targeted prevention strategies. | ✔ | SW, MSM | Urban | Africa | |||||||
| Kahn | 2010 | 'Mobile' Health Needs and Opportunities in Developing Countries | Position paper | Various mHealth applications offer opportunities to respond to disease burden of developing countries. In reviewing the literature, there are several positive examples but little solid evaluation of clinical or economic performance. | General | N/A | Global | ||||||||
| Leach-Lemens | 2009 | Using mobile phones in HIV care and prevention | Literature review, Position paper | Across the cases described, there are several underlying mHealth program characteristics that enable improved health care delivery & increased efficiency of healthcare systems. There remains a need to build a solid evidence-based of impact assessments. | General, PLWHA | Rural, Urban | Africa | ||||||||
| Lester | 2006 | Cell phones: tightening the communication gap in resource-limited antiretroviral programmes? | Position paper | Members of a clinic in Kenya rarely receive health information from providers via phone and that over half of them would be willing to receive such information. | ✔ | ✔ | ✔ | ✔ | PLWHA, SW, Pregnant women | Rural | Africa | ||||
| Lester | 2008 | Mobile phones: exceptional tools for HIV/AIDS, health, and crisis management | Position paper | Mobile phones offer an opportunity to expand health care services in resource poor settings. | PLWHA | Rural, Urban | Africa | ||||||||
| Lester | 2009 | The HAART cell phone adherence trial: a randomized controlled trial protocol | RCT description | N/A | ✔ | PLWHA | Urban | Africa | |||||||
| Marcus | 2009 | NIH recognizes engineering professor's | News update | Mobile phone diagnostic tools developed at UCLA can be used to measure CD4/CD8 count among PLWHA at point-of-care for faster and potentially less expensive lab results. | N/A | N/A | N/A | ||||||||
| Padma | 2010 | Developing Solutions | News update | As people around the world become more connected, the global health community uses information and communication technology to combat HIV in the developing world. | ✔ | N/A | N/A | N/A | |||||||
| Price | 2008 | Texting appointment reminders reduces ‘Did not Attend’ rates, is popular with patients and is cost-effective | Editorial Comment | Text message reminder system was piloted in a sexual health clinic and preliminary outcomes data indicates improvement in "did not attend" rates. | ✔ | General | Urban | Europe | |||||||
| Rotheram-Borus | 2011 | Project Masihambisane: a cluster randomised controlled trial with peer mentors to improve outcomes for pregnant mothers living with HIV | RCT description | N/A | ✔ | ✔ | ✔ | Women, Pregnant Infants, PLWHA | Rural | Africa | |||||
| Shet | 2011 | India calling: harnessing the promise of mobile phones for HIV healthcare | Position paper | Mobile phones have the potential to induce a paradigm | ✔ | ✔ | ✔ | ✔ | PLWHA | Rural, Urban | Global | ||||
| Swendeman | 2010 | Innovation in sexually transmitted disease and HIV prevention: Internet and mobile phone delivery vehicles for global diffusion | Literature review | This electronic expansion will enable low-cost, highly engaging, and ubiquitous STD/HIV prevention and treatment support interventions at an unprecedented scale. | General | Rural, Urban | Global | ||||||||
| Tolly | 2009 | Innovative use of cell phone technology for HIV/AIDS behavior change communitcation | Position paper | Three CellLife pilots explore the use of mobile phones for HIV services in South Africa, including HIV treatment information communication, adherence support, & widespread HIV education. | ✔ | ✔ | ✔ | PLWHA, General | Rural, Urban | Africa | |||||
| Tomnay | 2005 | New technology and partner notification - why aren't we using them? | Position paper | By informing partners of HIV positive individuals, or identifying partners that could be in an at-risk scenario, the chance for HIV transmission could be significantly smaller. Information technology can play a pivotal part in the process, however, there are important ethical considerations to assess. | ✔ | ✔ | ✔ | PLWHA, Providers | Rural, Urban | North America, Europe | |||||
| Vital Wave Consulting | 2009 | mHealth for Development: The Opportunity of Mobile Technology for Healthcare in the Developing World | Position paper | mHealth field is still in its early stages, however it has already begun to transform health and dozens of new mHealth applications are being implemented. To advance mHealth, dynamic multi-sector collaboration between governments, multilateral organizations, and private sector is needed. | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | General | Rural | Global |
Research Literature
| First Author | Year | Article Title | Implementation Science Component | Methods | Design | Study type | Specific purpose of technology | Context | Findings | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Quant | Qual | Multiple msmts | Control Group | Randomization | 1=descriptive 2=relational 3=causal | Alerts & Reminders | Data Collection | Education | EMR/ EHR | Mapping | Decision Support | Info on Demand | Direct Comm | Popn | Rural/ Urban | Region | |||||
| Ammassari | 2011 | Timed Short Messaging Service Improves Adherence and Virological Outcomes in HIV-1-Infected Patients With Suboptimal Adherence to Antiretroviral Therapy | Evaluation | ✔ | ✔ | 2 | ✔ | PLWHA | N/R | Europe | An intervention that provided short SMS text message reminders at the time of ART dosing, everyday, among adults with low-ART adherence in Italy was associated with improved self-reported adherence and viral load for participants during a 9-month trial. | ||||||||||
| Bernabe-Ortiz | 2008 | Handheld computers for self-administered sensitive data collection: A comparative study in Peru | Evaluation | ✔ | ✔ | 2 | ✔ | Young adults | Urban | South America | Compared to paper surveys, PDAs were useful for collecting information about sexual behavior in young people in Peru, eliciting equivalent responses to sensitive questions. This study demonstrates that it is feasible to develop a low-cost, open source application for PDAs to collect sexual behavior data. | ||||||||||
| Chirowodzam | 2009 | Using Participatory Methods and Geographic Information Systems (GIS) to Prepare for an HIV Community-Based Trial in Vulindlela, South Africa (Project Accept-HPTN 043) | Monitoring | ✔ | 1 | ✔ | General | Rural | Africa | Participatory GIS methods can be used to engage communities & enhance understanding of local context in prepraration for community-based HIV trial. | |||||||||||
| Cohen | 2007 | Time to use text reminders in genitourinary medicine clinics | Operations research | ✔ | 1 | ✔ | General | Urban | Europe | Among patients at a sexual health clinic in the UK, the vast majority own a mobile phone & view appointment text-reminders favorably. This suggests that text/voice reminders may reduce non-attendance rates. | |||||||||||
| Cornelius | 2009 | Receptivity of African American Adolescents to an HIV-Prevention Curriculum Enhanced by Text Messaging | Operations research | ✔ | ✔ | 2 | ✔ | ✔ | Youth, African American | Urban | North America | Adolescents were receptive to receiving text messages as a booster to the HIV education curriculum currently offered. | |||||||||
| Crankshaw | 2010 | Exploring the Patterns of Use and the Feasibility of Using Cellular Phones for Clinic Appointment Reminders and Adherence Messages in an Antiretroviral Treatment Clinic, Durban, South Africa | Operations research | ✔ | 1 | ✔ | PLWHA | Urban | Africa | The use of mobile phones for HIV-patient outreach & reminders is acceptable to patients & feasible given patient-reported mobile phone use. Interventions targeting women must consider higher barriers to mobile phone access. | |||||||||||
| Curioso | 2005 | Design and Implementation of Cell-PREVEN: A Real-Time Surveillance System for Adverse Events Using Cell Phones in Peru | Monitoring | ✔ | 1 | ✔ | SW, Providers | Rural, Urban | South, Central, or Caribbean America | As demonstrated by this pilot, it is feasible to develop a health surveillance system based on mobile phones for real-time data collection in Peru. | |||||||||||
| Curioso | 2007 | Access, use and perceptions regarding Internet, cell phones and PDAs as a means for health promotion for people living with HIV in Peru | Operations research | ✔ | 1 | PLWHA | Urban | South, Central, or Caribbean America | Health promotion interventions using information and communication technology tools among people living with HIV in resource-constrained settings may be acceptable and feasible, and can build on existing patterns of use. | ||||||||||||
| Donald | 2007 | Evaluation of use of cellphones to aid compliance with drug therapy for HIV patients | Evaluation | ✔ | ✔ | 2 | ✔ | ✔ | PLWHA, Providers | Urban | Africa | Community health workers found the Cell-Life mobile phone application to be highly usable for data collection, with ease-of-use improving during a six-month period of time. This suggests that Cell-Life facilitates the management of ARTs among PLHIV in South Africa. | |||||||||
| Dwolatzky | 2006 | Linking the global positioning system (GPS) to a personal digital assistant (PDA) to support tuberculosis control in South Africa: a pilot study | Operations research / Evaluation | ✔ | ✔ | 2 | ✔ | Providers | Urban | Africa | GPS technology can improve the ability to locate and timeliness in locating patients' homes in informal settlements in South Africa. This suggests that GPS may improve the efficiency of HIV/TB treatment adherence programs. | ||||||||||
| Fraser | 2007 | Information Systems for Patient Follow-up and Chronic Management of HIV and Tuberculosis: a Life-saving Technology in Resource-poor Areas | Literature review | ✔ | 1 | ✔ | ✔ | ✔ | PLWHA, Providers | Urban, Rural | Global | Projects demonstrate that information systems can support and monitor HIV and MDR-TB projects as they scale up, tracking patients from initial diagnosis through treatment adherence. However, there is a lack of quantitative & impact evaluations in the literature to scientifically confirm this suggestion. | |||||||||
| Kunutsor | 2010 | Using Mobile Phones to Improve Clinic Attendance Amongst an Antiretroviral Treatment Cohort in Rural Uganda: A Cross-sectional and Prospective Study | Evaluation | ✔ | ✔ | ✔ | 2 | ✔ | PLWHA | Rural | Africa | The use of mobile phones for patient appointment reminders among a an cohort of patients receiving ART in Uganda is highly acceptable and feasible for patients. Preliminary data indicates that most patients who miss appointments present for treatment within a few days after mobile phone recall. | |||||||||
| Lazev | 2004 | Increasing access to smoking cessation treatment in a low-income, HIV-positive population: The feasibility of using cellular telephones | Evaluation | ✔ | ✔ | 2 | ✔ | PLWHA | Urban | North America | It is feasibile to use mobile phones to improve access to smoking cessation counseling for a low-income, multiethnic PLHIV. | ||||||||||
| Lester | 2010 | Effects of a mobile phone short message service on antiretroviral treatment adherence in Kenya (WelTel Kenya1): a randomised trial | Impact evaluation | ✔ | ✔ | ✔ | ✔ | 3 | ✔ | PLWHA | Rural, Urban | Africa | Patients who received SMS support had significantly improved ART adherence and rates of viral suppression. | ||||||||
| Gold | 2010 | What's in a message? Delivering sexual health promotion to young people in Australia via text messaging. | Operations research / Monitoring | ✔ | 1 | ✔ | Young adults, Youth | Urban | Australia | Australian youth who participated in program focus groups reported that weekly SMS was an acceptable way to be engaged and educated on sexual health. | |||||||||||
| Juzang | 2011 | A pilot programme using mobile phones for HIV prevention. | Evaluation | ✔ | ✔ | ✔ | 2 | ✔ | Young adults | Urban | North America | US urban black teens who received 3 texts per week during a 12-week HIV education program showed improved behaviors, attitudes and knowledge related to HIV prevention after participating in the program. Low drop out rates show promise for acceptability of such an intervention. | |||||||||
| Kaplan | 2006 | Can the ubiquitous power of mobile phones be used to improve health outcomes in developing countries? | Literature review | ✔ | 1 | General | Rural, Urban | Global | Although there is great promise for the use of mobile phones for global health, there is very little evidence that interventions improve clinical outcomes or cost-effectiveness. | ||||||||||||
| Kho | 2006 | Use of Handheld Computers in Medical Education: A Systematic Review | Literature review | ✔ | 1 | ✔ | Providers | N/A | North America, Other | There are 67 articles on the use of PDAs in medical education, describing high levels of adoption, satisfaction, & use among trainees. evidence demonstrates that use of PDA decision support software resulted in improved knowledge & practice of evidence-based medicine. | |||||||||||
| Levine | 2008 | SEXINFO: a Sexual Health Text Messaging Service for San Francisco Youth | Evaluation | ✔ | 1 | ✔ | Youth | Urban | North America | SexInfo SMS referral service is a feasible and acceptable way for at-risk youths in San Francisco to receive sexual health information and referrals to sexual and reproductive health services. | |||||||||||
| Lim | 2008 | SMS STI: a review of the uses of mobile phone text messaging in sexual health | Literature review | ✔ | 1 | ✔ | ✔ | ✔ | PLWHA | Rural, Urban | Global | SMS has been applied in many ways to improve sexual health and although there is some evidence of its effectiveness, there is a need for more rigorous evaluation. | |||||||||
| Perron | 2010 | Reduction of missed appointments at an urban primary care clinic: a randomised controlled study | Impact evaluation | ✔ | ✔ | ✔ | 3 | ✔ | General population | Urban | Europe | A patient reminder system, including SMS reminders, significantly increased patient attendance at medical outpatient clinics in Geneva. An intervention focused on specific patient characteristics may further increase the effectiveness of appointment reminders. | |||||||||
| Pop-Eleches | 2010 | Mobile phone technologies improve adherence to antiretroviral treatment in a resource-limited setting: a randomized controlled trial of text message reminders | Impact evaluation | ✔ | ✔ | ✔ | ✔ | 3 | ✔ | PLWHA | Rural | Africa | These results suggest that SMS reminders may be an important tool to achieve optimal treatment response in resource-limited settings. Overall, weekly text message reminders increase adherence to ART. Daily reminders, on the other hand, failed to increase adherence. | ||||||||
| Puccio | 2006 | The Use of Cell Phone Reminder Calls for Assisting HIV-Infected Adolescents and Young Adults to Adhere to Highly Active Antiretroviral Therapy: A Pilot Study | Evaluation | ✔ | ✔ | ✔ | 2 | ✔ | ✔ | PLWHA, Youth | Urban | North America | Mobile phone reminder calls were acceptible & feasible. There is some indication that reminders contribute to ART adherence, however, viral supression at the close of the 12-week study was inadequate. | ||||||||
| Samal | 2010 | Digital Divide: Variation in Internet and Cellular Phone Use Among Women Attending an Urban Sexually Transmitted Infections Clinic | Operations research | ✔ | 1 | Women | Urban | North America | Although the majority of Baltimore patient respondents found ICTs acceptible, use of computers and internet was related to being young and educated while mobile phones use was more equitable. Web-based interventions for urban women may serve to widen health disparities, however mobile phone interventions may be more appropriate among underserved communities. | ||||||||||||
| Shacham | 2009 | Can you hear me now? Limited use of technology among an urban HIV-infected cohort | Operations research | ✔ | 1 | PLWHA | Urban | North America | Disparities among internet, cell phone, and text messaging usage exist among HIV-infected individuals. In this particular urban US cohort of PLHIV, cell phone ownership was associated with being Caucasian, employed, more educated, and higher salary. | ||||||||||||
| Shet | 2010 | Designing a Mobile Phone-Based Intervention to Promote Adherence to Antiretroviral Therapy in South India | Operations research | ✔ | 1 | ✔ | PLWHA | Rural, Urban | Asia | Patient attitudes about and access to mobile phones indicates that delivering ART adherence services, such as weekly automated voice reminders, via mobile phone in South India is feasible and acceptable. | |||||||||||
| Vidrine | 2006 | A randomized trial of a proactive cellular telephone intervention for smokers living with HIV/AIDS | Impact evaluation | ✔ | ✔ | ✔ | ✔ | 3 | ✔ | PLWHA | Urban | North America | As opposed to the usual care approach, those PLHIV who participated in a smoking cessation program with 8 mobile phone counseling sessions were 3.6 times more likely to have quit smoking at 3-months. | ||||||||
| Vidrine | 2006 | Impact of a Cell Phone Intervention on Mediating Mechanisms of Smoking Cessation in Individuals Living with HIV/AIDS | Impact evaluation | ✔ | ✔ | ✔ | ✔ | 3 | ✔ | PLWHA | Urban | USA | See above. Additionally, participants in the mobile phone counseling intervention experienced greater reductions in anxiety and depression and increases in self-effiicacy. | ||||||||
| Welz | 2008 | Anonymous HIV Testing with Participant-controlled Access to Results Using Handheld Computers: a New Model of HIV Testing Used in a Household Survey in Rural South Africa | Monitoring | ✔ | 1 | ✔ | General | Rural, Urban | Africa | The PDA-based data collection system used in South Africa demonstrated the potential to conduct biosurveillence while bringing VCT outreach to hard-to-reach communitiies with paper-free, confidential dissemination of HIV test results. | |||||||||||
| WHO | 2011 | WHO | Global Observatory for eHealth series - Volume 3 - New horizons for health through mobile technologies | N/A | ✔ | ✔ | 1 | N/A | N/A | Global | The survey identifies and describes the existence and maturity of mHealth activities, types of mHealth initiatives being conducted, | |||||||||||
| Ybarra | 2007 | Current Trends in Internet-and Cell Phone-based HIV Prevention and Intervention Programs | Literature review | ✔ | 1 | N/A | N/A | N/A | Although feasibility and acceptability of interventions have been well described in the literature, there are a limited number of evaluations of cellphone or internet based HIV prevention/intervention programs. | ||||||||||||
Overview of mHealth Literature
| Category | Subcategory | Result | Result |
|---|---|---|---|
| Research | Yes | 35 | 56% |
| No | 27 | 44% | |
| Peer-reviewed | Yes | 45 | 73% |
| No | 13 | 21% | |
| Rural/ Urban | Urban | 44 | 71% |
| Rural | 28 | 45% | |
| Specific intervention population | PLWHA | 28 | 45% |
| General Popn | 17 | 27% | |
| Providers | 7 | 11% | |
| Youth/Teens/Young adults | 6 | 10% | |
| Women | 2 | 3% | |
| Pregnant Women | 2 | 3% | |
| Infants/Children | 1 | 2% | |
| Sex workers | 3 | 5% | |
| Men who have sex w men | 3 | 5% | |
| Users of injection drugs | 0 | 0% | |
| Region | Africa | 18 | 29% |
| North America | 14 | 23% | |
| Europe | 5 | 8% | |
| Latin America | 4 | 6% | |
| Asia | 3 | 5% | |
| Purpose of | Alerts & reminders | 37 | 60% |
| Data collection | 15 | 24% | |
| Direct voice communication | 15 | 24% | |
| Educational messaging | 8 | 13% | |
| Info on Demand | 7 | 11% | |
| EMR/EHR | 4 | 6% | |
| Decision Support | 3 | 5% | |
| Mapping | 2 | 3% |
Overview of mHealth Research
| Category | Subcategory | Result (n) | Result (%) |
|---|---|---|---|
| Implementation | Literature review | 6 | 17% |
| Monitoring/ | 16 | 46% | |
| Operations research | 10 | 29% | |
| Impact evaluation | 5 | 14% | |
| Methods | Quantitative | 24 | 69% |
| Qualitative | 16 | 46% | |
| Design | Multiple measurements | 12 | 34% |
| Control group | 10 | 29% | |
| Randomization | 5 | 14% |