ArticlePLoS medicine2017
Association between infrastructure and observed quality of care in 4 healthcare services: A cross-sectional study of 4,300 facilities in 8 countries.
Article in PLoS medicine, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 117 papers, 5 of them syntheses that pooled it.
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Who cites it
117 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Pooled it
- Assessing the quality of care for children attending health facilities: a systematic review of assessment tools.BMJ global health · 2021Pooled it
- Pooled it
- Assessing trauma care systems in low-income and middle-income countries: a systematic review and evidence synthesis mapping the Three Delays framework to injury health system assessments.BMJ global health · 2021Pooled it
- Variability in Health Care Quality Measurement among Studies Using Service Provision Assessment Data from Low- and Middle-Income Countries: A Systematic Review.The American journal of tropical medicine and hygiene · 2020Pooled it
- Trial
- Decentralized facility financing versus performance-based payments in primary health care: a large-scale randomized controlled trial in Nigeria.BMC medicine · 2021Trial
- Effect of a multifaceted intervention to improve clinical quality of care through stepwise certification (SafeCare) in health-care facilities in Tanzania: a cluster-randomised controlled trial.The Lancet. Global health · 2021Trial
- Exploring the effect of implementation and context on a stepped-wedge randomised controlled trial of a vital sign triage device in routine maternity care in low-resource settings.Implementation science : IS · 2019Trial
- Trial
- AI-Enhanced Point-of-Care Diagnostics for Infectious Diseases in Resource-Limited Settings: A Scoping Review.Tropical medicine & international health : TM & IH · 2026Article
- Predictors of nurse and midwife performance in a Ugandan district: a mixed-methods study of individual, organizational, and community factors.BMC health services research · 2026Article
- Specific service readiness for sick child health services and its relationship with quality of care and user experience in eight low-and middle-income countries.BMC health services research · 2026Article
- Evaluating the implementation of the vignettes-based injury care process assessment tool in low- and middle-income countries settings.BMC health services research · 2026Article
- Healthcare Infrastructure and Resource Barriers to Preventing Mother-to-Child Transmission of HIV in Ghana: Insights from a Qualitative Study.International journal of environmental research and public health · 2026Article
- Evaluating the technical efficiency of primary health facilities in delivering adolescent mental, sexual and reproductive health services in Burkina Faso.BMC primary care · 2026Article
- Global, regional, and national incidence, mortality, DALY, and prevalence rates of orofacial clefts in children and adolescents from 1990 to 2021, with predictions to 2050.Archives of medical science : AMS · 2026Article
- Measuring health inequalities in liver transplantation: a systematic review of deprivation scores for survival in end-stage liver disease.BMJ public health · 2026Article
- Design and implementation of a multi-country targeted health facility assessment to measure integrated, people-centered, quality of services.PLOS global public health · 2026Article
- A qualitative study of perceived facilitators and barriers to adoption of continuous quality improvement in Western Kenya using the Consolidated Framework for Implementation Research (CFIR).BMC health services research · 2025Article
57 more citing papers are in PubMed but not listed here.
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3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundIt is increasingly apparent that access to healthcare without adequate quality of care is insufficient to improve population health outcomes. We assess whether the most commonly measured attribute of health facilities in low- and middle-income countries (LMICs)-the structural inputs to care-predicts the clinical quality of care provided to patients. METHODS AND
findingsService Provision Assessments are nationally representative health facility surveys conducted by the Demographic and Health Survey Program with support from the US Agency for International Development. These surveys assess health system capacity in LMICs. We drew data from assessments conducted in 8 countries between 2007 and 2015: Haiti, Kenya, Malawi, Namibia, Rwanda, Senegal, Tanzania, and Uganda. The surveys included an audit of facility infrastructure and direct observation of family planning, antenatal care (ANC), sick-child care, and (in 2 countries) labor and delivery. To measure structural inputs, we constructed indices that measured World Health Organization-recommended amenities, equipment, and medications in each service. For clinical quality, we used data from direct observations of care to calculate providers' adherence to evidence-based care guidelines. We assessed the correlation between these metrics and used spline models to test for the presence of a minimum input threshold associated with good clinical quality. Inclusion criteria were met by 32,531 observations of care in 4,354 facilities. Facilities demonstrated moderate levels of infrastructure, ranging from 0.63 of 1 in sick-child care to 0.75 of 1 for family planning on average. Adherence to evidence-based guidelines was low, with an average of 37% adherence in sick-child care, 46% in family planning, 60% in labor and delivery, and 61% in ANC. Correlation between infrastructure and evidence-based care was low (median 0.20, range from -0.03 for family planning in Senegal to 0.40 for ANC in Tanzania). Facilities with similar infrastructure scores delivered care of widely varying quality in each service. We did not detect a minimum level of infrastructure that was reliably associated with higher quality of care delivered in any service. These findings rely on cross-sectional data, preventing assessment of relationships between structural inputs and clinical quality over time; measurement error may attenuate the estimated associations.
conclusionInputs to care are poorly correlated with provision of evidence-based care in these 4 clinical services. Healthcare workers in well-equipped facilities often provided poor care and vice versa. While it is important to have strong infrastructure, it should not be used as a measure of quality. Insight into health system quality requires measurement of processes and outcomes of care.
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