ArticleGlobalization and health2017
Mapping mHealth (mobile health) and mobile penetrations in sub-Saharan Africa for strategic regional collaboration in mHealth scale-up: an application of exploratory spatial data analysis.
Article in Globalization and health, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers, 5 of them syntheses that pooled it.
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Who cites it
36 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Availability of published evidence on coverage, cost components, and funding support for digitalisation of infectious disease surveillance in Africa, 2003-2022: a systematic review.BMC public health · 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
- The Influence of Design and Implementation Characteristics on the Use of Maternal Mobile Health Interventions in Kenya: Systematic Literature Review.JMIR mHealth and uHealth · 2022Pooled it
- Pooled it
- Short message service (SMS) reminders for childhood immunisation in low-income and middle-income countries: a systematic review and meta-analysis.BMJ global health · 2021Pooled it
- 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
- Trial
- A randomized clinical trial of mobile phone motivational interviewing for alcohol use problems in Kenya.Addiction (Abingdon, England) · 2020Trial
- Equity in health resource allocation in Guangdong Province, China, from 2013-2021: research based on the Dagum Gini coefficient and exploratory spatial data analysis.Cost effectiveness and resource allocation : C/E · 2026Article
- Precision nutrition in Asian populations: a Multi-omics review of mechanisms, biomarkers, and implementation pathways.Journal of nutritional science · 2026Review
- Scoping review of artificial intelligence via mobile technology and social media for health in Africa.Nature communications · 2025Article
- Bridging the gap between community health workers' digital health acceptance and actual usage in Uganda: Exploring key external factors based on technology acceptance model.PLOS digital health · 2025Article
- Utilizing an mHealth Platform and Community Health Workers to Enhance Epilepsy Screening and Treatment in a Rural Setting in Mali: A Closed Cohort Study.Journal of epidemiology and global health · 2025Article
- Synergising universal health coverage and global health security in the Western Pacific Region.Journal of global health · 2025Article
- A phone-based tobacco use cessation program for people living with HIV in Uganda and Zambia: study protocol for a randomized controlled trial.Addiction science & clinical practice · 2024Article
- mHealth app usage amongst paediatric department doctors in South Africa.African health sciences · 2023Article
- Utilization of a novel mobile application, "HBB Prompt", to reduce Helping Babies Breathe skills decay.PLOS global public health · 2023Article
- Evaluation of Oral Hygiene-Related Mobile Apps for Children in Sub-Saharan Africa.International journal of environmental research and public health · 2022Article
- Mobile Phone Ownership and Use Among Women Screening for Cervical Cancer in a Community-Based Setting in Western Kenya: Observational Study.JMIR public health and surveillance · 2022Observational
- Article
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3 authors.
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Abstract
backgroundMobile health (mHealth), a term used for healthcare delivery via mobile devices, has gained attention as an innovative technology for better access to healthcare and support for performance of health workers in the global health context. Despite large expansion of mHealth across sub-Saharan Africa, regional collaboration for scale-up has not made progress since last decade.
methodsAs a groundwork for strategic planning for regional collaboration, the study attempted to identify spatial patterns of mHealth implementation in sub-Saharan Africa using an exploratory spatial data analysis. In order to obtain comprehensive data on the total number of mHelath programs implemented between 2006 and 2016 in each of the 48 sub-Saharan Africa countries, we performed a systematic data collection from various sources, including: the WHO eHealth Database, the World Bank Projects & Operations Database, and the USAID mHealth Database. Additional spatial analysis was performed for mobile cellular subscriptions per 100 people to suggest strategic regional collaboration for improving mobile penetration rates along with the mHealth initiative. Global Moran's I and Local Indicator of Spatial Association (LISA) were calculated for mHealth programs and mobile subscriptions per 100 population to investigate spatial autocorrelation, which indicates the presence of local clustering and spatial disparities.
resultsFrom our systematic data collection, the total number of mHealth programs implemented in sub-Saharan Africa between 2006 and 2016 was 487 (same programs implemented in multiple countries were counted separately). Of these, the eastern region with 17 countries and the western region with 16 countries had 287 and 145 mHealth programs, respectively. Despite low levels of global autocorrelation, LISA enabled us to detect meaningful local clusters. Overall, the eastern part of sub-Saharan Africa shows high-high association for mHealth programs. As for mobile subscription rates per 100 population, the northern area shows extensive low-low association.
conclusionsThis study aimed to shed some light on the potential for strategic regional collaboration for scale-up of mHealth and mobile penetration. Firstly, countries in the eastern area with much experience can take the lead role in pursuing regional collaboration for mHealth programs in sub-Saharan Africa. Secondly, collective effort in improving mobile penetration rates for the northern area is recommended.
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