TY - JOUR
T1 - Disparities in availability of essential medicines to treat non-communicable diseases in Uganda
T2 - A poisson analysis using the service availability and readiness assessment
AU - Armstrong-Hough, Mari
AU - Kishore, Sandeep P.
AU - Byakika, Sarah
AU - Mutungi, Gerald
AU - Nunez-Smith, Marcella
AU - Schwartz, Jeremy I.
N1 - Publisher Copyright:
© 2018 Armstrong-Hough et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
PY - 2018/2
Y1 - 2018/2
N2 - OBJECTIVE: Although the WHO-developed Service Availability and Readiness Assessment (SARA) tool is a comprehensive and widely applied survey of health facility preparedness, SARA data have not previously been used to model predictors of readiness. We sought to demonstrate that SARA data can be used to model availability of essential medicines for treating non-communicable diseases (EM-NCD).METHODS: We fit a Poisson regression model using 2013 SARA data from 196 Ugandan health facilities. The outcome was total number of different EM-NCD available. Basic amenities, equipment, region, health facility type, managing authority, NCD diagnostic capacity, and range of HIV services were tested as predictor variables.FINDINGS: In multivariate models, we found significant associations between EM-NCD availability and region, managing authority, facility type, and range of HIV services. For-profit facilities' EM-NCD counts were 98% higher than public facilities (p < .001). General hospitals and referral health centers had 98% (p = .004) and 105% (p = .002) higher counts compared to primary health centers. Facilities in the North and East had significantly lower counts than those in the capital region (p = 0.015; p = 0.003). Offering HIV care was associated with 35% lower EM-NCD counts (p = 0.006). Offering HIV counseling and testing was associated with 57% higher counts (p = 0.048).CONCLUSION: We identified multiple within-country disparities in availability of EM-NCD in Uganda. Our findings can be used to identify gaps and guide distribution of limited resources. While the primary purpose of SARA is to assess and monitor health services readiness, we show that it can also be an important resource for answering complex research and policy questions requiring multivariate analysis.
AB - OBJECTIVE: Although the WHO-developed Service Availability and Readiness Assessment (SARA) tool is a comprehensive and widely applied survey of health facility preparedness, SARA data have not previously been used to model predictors of readiness. We sought to demonstrate that SARA data can be used to model availability of essential medicines for treating non-communicable diseases (EM-NCD).METHODS: We fit a Poisson regression model using 2013 SARA data from 196 Ugandan health facilities. The outcome was total number of different EM-NCD available. Basic amenities, equipment, region, health facility type, managing authority, NCD diagnostic capacity, and range of HIV services were tested as predictor variables.FINDINGS: In multivariate models, we found significant associations between EM-NCD availability and region, managing authority, facility type, and range of HIV services. For-profit facilities' EM-NCD counts were 98% higher than public facilities (p < .001). General hospitals and referral health centers had 98% (p = .004) and 105% (p = .002) higher counts compared to primary health centers. Facilities in the North and East had significantly lower counts than those in the capital region (p = 0.015; p = 0.003). Offering HIV care was associated with 35% lower EM-NCD counts (p = 0.006). Offering HIV counseling and testing was associated with 57% higher counts (p = 0.048).CONCLUSION: We identified multiple within-country disparities in availability of EM-NCD in Uganda. Our findings can be used to identify gaps and guide distribution of limited resources. While the primary purpose of SARA is to assess and monitor health services readiness, we show that it can also be an important resource for answering complex research and policy questions requiring multivariate analysis.
KW - Drugs, Essential
KW - Healthcare Disparities
KW - Humans
KW - Noncommunicable Diseases/drug therapy
KW - Poisson Distribution
KW - Uganda
UR - http://www.scopus.com/inward/record.url?scp=85041908924&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85041908924&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0192332
DO - 10.1371/journal.pone.0192332
M3 - Article
C2 - 29420640
AN - SCOPUS:85041908924
SN - 1932-6203
VL - 13
JO - PloS one
JF - PloS one
IS - 2
M1 - e0192332
ER -