The learning health system imperative in low-resource contexts
- PMID: 40677612
- PMCID: PMC12264386
- DOI: 10.1002/lrh2.70002
The learning health system imperative in low-resource contexts
Abstract
Introduction: Learning health system (LHS) development has been described in the highest resource settings, which could suggest that resources are a precondition to LHS formation.
Method: We reviewed literature surrounding LHSs in low-resource contexts and used this to inform an argument that LHS activity is critically important in these circumstances.
Results: We focus on three key points. First, when resources are scarce, they should not be squandered. Second, local knowledge artifacts have advantages. Finally, LHS emphasis on lasting sociotechnical infrastructure addresses sustainability concerns.
Conclusion: We believe LHS formation and activity is more important in low-resource contexts than in their higher resource counterparts. Less path dependence in many low-resource contexts forecasts that LHSs may see their greatest success there.
Keywords: Ghana; Kenya; global health; implementation science; learning health systems; low‐ and middle‐income countries.
© 2025 The Author(s). Learning Health Systems published by Wiley Periodicals LLC on behalf of University of Michigan.
Conflict of interest statement
The authors report that they have no conflicts of interest to disclose.
Similar articles
-
The Black Book of Psychotropic Dosing and Monitoring.Psychopharmacol Bull. 2024 Jul 8;54(3):8-59. Psychopharmacol Bull. 2024. PMID: 38993656 Free PMC article. Review.
-
Short-Term Memory Impairment.2024 Jun 8. In: StatPearls [Internet]. Treasure Island (FL): StatPearls Publishing; 2025 Jan–. 2024 Jun 8. In: StatPearls [Internet]. Treasure Island (FL): StatPearls Publishing; 2025 Jan–. PMID: 31424720 Free Books & Documents.
-
Health professionals' experience of teamwork education in acute hospital settings: a systematic review of qualitative literature.JBI Database System Rev Implement Rep. 2016 Apr;14(4):96-137. doi: 10.11124/JBISRIR-2016-1843. JBI Database System Rev Implement Rep. 2016. PMID: 27532314
-
How lived experiences of illness trajectories, burdens of treatment, and social inequalities shape service user and caregiver participation in health and social care: a theory-informed qualitative evidence synthesis.Health Soc Care Deliv Res. 2025 Jun;13(24):1-120. doi: 10.3310/HGTQ8159. Health Soc Care Deliv Res. 2025. PMID: 40548558
-
Signs and symptoms to determine if a patient presenting in primary care or hospital outpatient settings has COVID-19.Cochrane Database Syst Rev. 2022 May 20;5(5):CD013665. doi: 10.1002/14651858.CD013665.pub3. Cochrane Database Syst Rev. 2022. PMID: 35593186 Free PMC article.
References
-
- Institute of Medicine (US) Roundtable on Evidence‐Based Medicine . In: Olsen L, Aisner D, JM MG, eds. The Learning Healthcare System: Workshop Summary. National Academies Press; 2007. Accessed August 10, 2024. http://www.ncbi.nlm.nih.gov/books/NBK53494/ - PubMed
LinkOut - more resources
Full Text Sources