ReviewGlobal health action2014
Assessing the impact of mHealth interventions in low- and middle-income countries--what has been shown to work?
Review in Global health action, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 224 papers, 12 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
224 citing papers in PubMed, 12 syntheses or guidelines pooled it.
- Use of Technology to Support Health Care Providers Delivering Care in Low- and Lower-Middle-Income Countries: Systematic Umbrella Review.Journal of medical Internet research · 2025Pooled it
- Use of Smartphones and Wrist-Worn Devices for Motor Symptoms in Parkinson's Disease: A Systematic Review of Commercially Available Technologies.Sensors (Basel, Switzerland) · 2025Pooled it
- 25 Years of Digital Health Toward Universal Health Coverage in Low- and Middle-Income Countries: Rapid Systematic Review.Journal of medical Internet research · 2025Pooled it
- Mobile Health Interventions for Modifying Indigenous Maternal and Child-Health Related Behaviors: Systematic Review.Journal of medical Internet research · 2025Pooled it
- Effect of short message service reminders in improving optimal antenatal care, skilled birth attendance and postnatal care in low-and middle-income countries: a systematic review and meta-analysis.BMC medical informatics and decision making · 2024Pooled it
- Assessing the Effectiveness of mHealth Interventions for Diabetes and Hypertension Management in Africa: Systematic Review and Meta-Analysis.JMIR mHealth and uHealth · 2023Pooled it
- Perspectives of health care professionals' on delivering mHealth sexual and reproductive health services in rural settings in low-and-middle-income countries: a qualitative systematic review.BMC health services research · 2022Pooled it
- Health workers' perceptions and experiences of using mHealth technologies to deliver primary healthcare services: a qualitative evidence synthesis.The Cochrane database of systematic reviews · 2020Pooled it
- Pooled it
- Effects of Social Media and Mobile Health Apps on Pregnancy Care: Meta-Analysis.JMIR mHealth and uHealth · 2019Pooled it
- Systematic review of the design, implementation and effectiveness of mass media and nutrition education interventions for infant and young child feeding.Public health nutrition · 2018Pooled it
- The effectiveness of e-& mHealth interventions to promote physical activity and healthy diets in developing countries: A systematic review.The international journal of behavioral nutrition and physical activity · 2016Pooled it
- The effect of an interactive mobile health intervention to improve community-based essential neonatal care practices among postpartum women in northeast Ethiopia: a cluster randomized controlled trial.International health · 2025Trial
- Usability and cultural adaptation of a text message-based tobacco cessation intervention for people living with HIV in Uganda and Zambia.Addiction science & clinical practice · 2025Trial
- In-person versus remote (mHealth) delivery for a responsive parenting intervention in rural Kenya: a cluster randomized controlled trial.BMC public health · 2024Trial
- Electronic Integrated Management of Childhood Illness (eIMCI): a randomized controlled trial to evaluate an electronic clinical decision-making support system for management of sick children in primary health care facilities in South Africa.BMC health services research · 2024Trial
- The impact of text message reminders on cryotherapy uptake among women testing positive for HPV in western Kenya: a prospective cohort study.BMC women's health · 2024Trial
- Assessing the acceptability and feasibility of reactive drug administration for malaria elimination in a Plasmodium vivax predominant setting: a qualitative study in two provinces in Thailand.BMC public health · 2023Trial
- Implementation of an mHealth intervention to increase adherence to triage among HPV positive women with HPV-self-collection (ATICA study): post-implementation evaluation from the women's perspective.BMC women's health · 2023Trial
- Trial
164 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundLow-cost mobile devices, such as mobile phones, tablets, and personal digital assistants, which can access voice and data services, have revolutionised access to information and communication technology worldwide. These devices have a major impact on many aspects of people's lives, from business and education to health. This paper reviews the current evidence on the specific impacts of mobile technologies on tangible health outcomes (mHealth) in low- and middle-income countries (LMICs), from the perspectives of various stakeholders.
designComprehensive literature searches were undertaken using key medical subject heading search terms on PubMed, Google Scholar, and grey literature sources. Analysis of 676 publications retrieved from the search was undertaken based on key inclusion criteria, resulting in a set of 76 papers for detailed review. The impacts of mHealth interventions reported in these papers were categorised into common mHealth applications.
resultsThere is a growing evidence base for the efficacy of mHealth interventions in LMICs, particularly in improving treatment adherence, appointment compliance, data gathering, and developing support networks for health workers. However, the quantity and quality of the evidence is still limited in many respects.
conclusionsOver all application areas, there remains a need to take small pilot studies to full scale, enabling more rigorous experimental and quasi-experimental studies to be undertaken in order to strengthen the evidence base.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.