Filters
Network Statistics
64
Entities
70
Connections
9
Sub-Saharan Countries
2.2
Avg Connections
Most Connected Entity:
AI-guided Screening for Cardiomyopathies in Nigeria
8 connections
Entity Types:
institution26 entities
company15 entities
funder15 entities
clinical trial8 entities
Top Countries:
Multiple17 entities
Kenya14 entities
Nigeria12 entities
Zambia4 entities
Tanzania3 entities
Entities by Year:
20171 entities
20186 entities
20197 entities
202013 entities
20219 entities
202213 entities
20239 entities
20242 entities
20254 entities
Export Data
Exports include only currently filtered data (64 papers)
Network Visualization
Interactive network of African healthcare research
201720252025
Network Analysis Metrics
49 entities across 8 trials
Network metrics calculated using relationship data from 49 entities across 8 trials. Centrality represents number of direct connections; betweenness measures information flow control (0-1 scale); clustering coefficient indicates network cohesion (0-1 scale); density measures proportion of potential connections realized (0-1 scale). Ecosystem role determined through qualitative analysis of relationship patterns.
| Category | Distribution | Implementation | Network Properties |
|---|---|---|---|
| Technology Types | • Deep learning (3/8 trials) • Computer vision (1/8) • LLMs (1/8) | 50% commercially deployed | • Mean centrality score: 1.8 • Collaboration density: 0.84 • Tech partnership strength: 1 (scale 0-1) |
| Clinical Areas | • Diagnostic imaging (63%) • Primary care decision support (13%) • Specialized diagnostics (25%) | 75% fully integrated into clinical workflow | • Clinical integration index: 0.75 • Provider network breadth: 2.6 institutions/trial • Cross-specialty links: 1.9/trial |
| Geographic Distribution | • Kenya (3 trials) • Nigeria (2 trials) • Multi-country (1 trials) | Rural implementation: 29% Urban: 43% Both: 28% | • Geographic reach score: 0.67 • Cross-border ties: 2.5/trial • Regional cluster coefficient: 0.71 |
| Funding Mechanisms | • Foundation-led (75%) • Government agency (25%) • Mixed sources (14%) | $5.2M average per trial | • Funding diversity index: 1 • Funder-institution ties: 3.1/trial • Funding network diameter: 3.6 |
| Research Output | • 15 total publications • 2.1 publications per trial • Impact factor avg: 12.3 | 50% with at least one high-impact publication | • Citation network density: 0.43 • Knowledge flow betweenness: 0.59 |