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Assessment of Spatial
Accessibility To Healthcare
Facilities Using GIS
Applications
“A review of two case studies”
Mohammad A. A. Az-Zahrani
MAY 14, 2014
Outline
 Introduction
 Objectives
 Methodology
 Background
 Literature Review
 Case Study 1 (Saudi Arabia)
 Case Study 2 (Australia)
 Discussion
 Conclusion Mohammad Al-Zahrani 2
Introduction
 Increasing demand for healthcare services
world-wide.
 Many cases and diseases need quick medical
care interventions
 Inequitable access to healthcare has long been
recognized as a problem world-wide.
Mohammad Al-Zahrani 3
Introduction
 Spatial accessibility to healthcare refers to the
ease with which residents of a given area can
reach medical services and facilities
 calculated by geographic information systems,
referred to as the GIS-based accessibility.
Mohammad Al-Zahrani 4
Introduction
 Accessibility is tool in Health care planning.
 Influenced by many factors, including
 Availability (number and distribution) of health
services in the area (supply)
 Number and distribution of population living in that
location (demand)
 Geographical impedance between population and
health services (e.g. inefficient transportation)
Mohammad Al-Zahrani 5
Objectives
 To review the available published literature that
focused on role of GIS in representing and
analyzing the accessibility issue in Healthcare
sector.
 To highlight 2 case studies (in Saudi Arabia and In
Australia) where the GIS technology used to
address the accessibility level.
Mohammad Al-Zahrani 6
Methodology
 Literature review of articles about the GIS
use in healthcare accessibility to understand
how GIS is used in this regard.
 Review and compare two cases in order to
further explain accessibility using GIS
Mohammad Al-Zahrani 7
Background
Application of GIS in healthcare includes the following
areas:
 determining geographic distribution of diseases;
 analyzing spatial and temporal trends;
 mapping populations at risk;
 assessing resource allocation;
 planning and targeting interventions; and
monitoring
Mohammad Al-Zahrani 8
Literature Review
 A search of online sources in 2007 identified 621 journal
articles and book chapters reporting health-related
applications of GIS (Nykiforuk & Flaman, 2011).
 138 were access to health or health planning related.
 These studies were from a range of countries, both
developed and developing and included access to a range
of medical services.
Mohammad Al-Zahrani 9
Literature Review
 A tenfold difference in the physician supply between
urban and rural populations (US). Rosenblatt and Lishner
(1991)
 Extremely low accessibility to general practitioners in
remote rural areas. Lovett et al. (2002)
 Shortage of general practitioners in Mid- western and
southern counties, but a surplus in northern and eastern
counties. Meade and Emch (2010)Mohammad Al-Zahrani 10
Literature Review
Accessibility Approaches
Mohammad Al-Zahrani 11
(Murad, 2012) has used GIS application in viewing
accessibility of healthcare in Jeddah City, Saudi Arabia.
CASE 1 - Database
Location of health
centers (point feature)
Attributes (number
physicians and
number of dentist)
Road network (line
feature)
Attributes (length
and type).
City districts
coverage (polygon
dataset)
Attributes (district
name and area, and
size of population and
households)
Mohammad Al-Zahrani 13
CASE 1
Figure 1: Health care centers by number of physicians (Murad, 2012)
(3)
Figure 2: Classification of Health centers based on No. of dentists
(Murad, 2012) (3)
Mohammad Al-Zahrani 14
CASE 1
Population Density
of Jeddah Districts
Mohammad Al-Zahrani 15
CASE 1
 Indicator 1 : distance - to - provider method
 Every health center should cover a catchment
area extending 2 km radius wide
 These areas are mainly situated north and east
of the city with some to the west.
 Existing health centers are serving larger
catchment area than the standard size
A. Accessibility
Mohammad Al-Zahrani 16
Accessibility to
Healthcare
facilities in
Jeddah
Mohammad Al-Zahrani 17
CASE 1
 Indicator 2 : service area for a hospital
 Travel time is calculated for roads and used for producing
a 15-min drive-time area.
 ArcGIS is used to select all parts of the city that fall within
the 15-min service area of the selected hospital.
 Helpful for hospital planners for the purpose of hospital
marketing and utilization.
 Results: Alzahra and Alnahda are the main demand
zones for this hospital.
A. Accessibility
Mohammad Al-Zahrani 18
15-min drive-
time service area
for a private
hospital
(Jeddah)
Mohammad Al-Zahrani 19
CASE 1
Step 1
 create a point coverage showing location of all health centers and
then links diabetic data to this coverage.
Step 2
 use GIS classification methods for describing variations of diabetic
patients
The resulted distribution indicates that diabetes patients are
concentrated mainly at Al-Rabwah, Bani Malik and Al-Sabail districts.
B. Identifying health demand distribution
Mohammad Al-Zahrani 20
Spatial
distribution of
diabetes
patients at
Jeddah city
Mohammad Al-Zahrani 21
(Coffee, Neil et al, 2012) used GIS to develop an Index to
assess the accessibility issue for the cardiac patients and
cardiac health centers which are existing in Australia.
CASE 2
 The Cardiac Access-Remoteness Index of
Australia (Cardiac ARIA)
 GIS used to model population level, road
network accessibility to cardiac services
before and after a cardiac event
 20,387 population localities in Australia.
Mohammad Al-Zahrani 23
CASE 2
 CVD is the leading cause of mortality in US.
 CVD is Australia’s biggest killer, 50,000 deaths
each year (34% of all deaths)
 Diabetics are two- to four-fold more likely to die of
CVD-related causes than non-diabetics.
 Factors for CVDs
 age, gender, blood pressure, diabetes, tobacco, alcohol, sugar, family
history, obesity, in-activity, air pollution
Mohammad Al-Zahrani 24
CASE 2
 Remoteness - being distant geographically
 the ease of approach from one location to another location
 measured in terms of distance travelled, the cost of travel,
or the time taken
 Communities on the fringes of major cities (50-100 km
away), do not have sufficient accessibility to major health
facilities or cardiac services.
 For remote areas of Australia, access to services is limited
due to the vast distances between population centers and
lower population densities
Mohammad Al-Zahrani 25
CASE 2
PHASE 3
Comparison between Cardiac ARIA and census-derived
local population characteristics.
PHASE 2
Data acquisition and GIS modeling
PHASE 1
definition of the scope of a cardiac event, and generation
of a master list of the necessary cardiac services
Mohammad Al-Zahrani 26
CASE 2
• Five categories of medical facilities/
hospitals were defined.
• Based on decreasing levels of
access to cardiac services and
increasing remoteness
Mohammad Al-Zahrani 27
CASE 2
Principal Referral Hospital with
Cardiac Catheter Laboratory;
Principal Referral Hospital without
Cardiac Catheter Laboratory
Large Hospital, Major city, Regional
Centre and Remote location.
Medium Hospital Major city, Regional
Centre and Remote location.
Other Hospital, Regional Centre and
Remote location
Mohammad Al-Zahrani 28
CASE 2
Location Links Data Layers
Mohammad Al-Zahrani 29
CASE 2
The numeric
index ranged from
1 (access to principle
referral center with
cardiac catheterization
service ≤ 1 hour)
to 8 (no ambulance
service, > 3 hours to
medical facility, air
transport required).
The alpha index
ranged from
A (all 4 services
available within 1
hour drive-time)
to E (no services
available within 1
hour).
Mohammad Al-Zahrani 30
Mohammad Al-Zahrani 31
Mohammad Al-Zahrani 32
Mohammad Al-Zahrani 33
CASE 1 -result
 13.9 million (71%) Australians resided
within Cardiac ARIA 1A locations
(hospital with cardiac catheterization
laboratory and all aftercare within 1 hour)
Mohammad Al-Zahrani 34
DISCUSSION - Comparison
Comparison Saudi Arabia (Murad, 2012) Australia (Coffee et al 2012)
Objective Create GIS application for Accessibility
to healthcare facilities
develop an index of geographic accessibility to
cardiac services
Study area Jeddah City, Saudi Arabia All Australia
Value Provides spatial decision support system
for health planners in Jeddah city
Create a novel, simple objective geographic
measure of accessibility to cardiac services
Software ArcGIS, and its geostatistical analyst
extension
Arc Map, version 9.3.1(ESRI, 2010; ESRI
Arcview, 2006)
Project Team Author and interviewee (managers in
Healthcare organization)
geographers and health professionals
Data size small Large and complex
Raster Cell
size
192.91m (for provider density); 214.65
(for population density) (14)
200m
Patient type Diabetic CVDs
Number of
Health centers
39 44 (only for category 1 hospitals with Cardiac
unit)
Mohammad Al-Zahrani 35
DISCUSSION – Data Constraint
 Not all data was of sufficient quality to be used in
the modeling. Due to:
 differing management policies,
 incomplete coverage of national data,
 confidentiality,
 inconsistent classifications and
 resourcing constraints affecting supplying agencies
 "Of the 20 national datasets determined after
consensus of the expert panel, 9 were utilized in
the final model of the index"
 Vector-Raster Integration Issues (size)
Mohammad Al-Zahrani 36
CONCLUSION
 In Saudi Arabia, big potential to widely adopt the use of GIS in
healthcare planning and management for greater service improvement
and expanded coverage with optimized cost and resources.
 GIS is important tool that can help health care facility planners and
managers better understand the healthcare needs using visualizations
and modeling
 data related to people density, locations of facilities, distances from
such facilities, types of health services provided within certain zones
and areas are essential ingredients.
 without the use of GIS it would not have been possible to quantify
variations in accessibility in the same level of detail
Mohammad Al-Zahrani 37
CONCLUSION
Mohammad Al-Zahrani 38
REFERENCES
Mohammad Al-Zahrani 39
1. Murad, AbdulKader A., (2012), “Benchmarking the location of health centers at Jeddah
city: a GIS approach”, Benchmarking: An International Journal, Vol. 19 No. 1, 2012. pp.
93-108.
2. Burkey, Mark L.(2012) ”Decomposing geographic accessibility into component parts:
methods and an application to hospitals”, Ann Reg Sci 48:783–800
3. Buchmueller , Thomas C. et al (2006) “How far to the hospital? The effect of hospital
closures on access to care” Journal of Health Economics 25- 740–761
4. Graves, Ann (2009) “A model for assessment for potential geographical accessibility: A
Case for GIS”, Online Journal of Rural Nursing and Healthcare, Vol 9 No , pp 46-55.
5. S.S. Radiah Shariff, Noor Hasnah Moin, Mohd Omar (2007), “Location allocation
modeling for healthcare facility planning in Malaysia” Computers & Industrial
Engineering 62, 1000–1010.
6. Guagliardo, M., Ronico, C., Cheung, I., Chacko, E. and Josef, J. (2004), “Physician’s
accessibility: an urban case of pediatric providers”, Health Place, Vol. 10, pp. 273-83.
7. Coffee, Neil, et al (2012), “Measuring national accessibility to cardiac services using
geographic information systems”, Applied Geography, 34 445-455.
8. Murad, A. (2006), “Creating a GIS application for health services at Jeddah city”,
Computers in Biology & Medicine, Vol. 37, pp. 879-89.
Mohammad Al-Zahrani 40

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Assessment of accessibility to healthcare facilities using GIS (Review of Two Case Studies)

  • 1. Assessment of Spatial Accessibility To Healthcare Facilities Using GIS Applications “A review of two case studies” Mohammad A. A. Az-Zahrani MAY 14, 2014
  • 2. Outline  Introduction  Objectives  Methodology  Background  Literature Review  Case Study 1 (Saudi Arabia)  Case Study 2 (Australia)  Discussion  Conclusion Mohammad Al-Zahrani 2
  • 3. Introduction  Increasing demand for healthcare services world-wide.  Many cases and diseases need quick medical care interventions  Inequitable access to healthcare has long been recognized as a problem world-wide. Mohammad Al-Zahrani 3
  • 4. Introduction  Spatial accessibility to healthcare refers to the ease with which residents of a given area can reach medical services and facilities  calculated by geographic information systems, referred to as the GIS-based accessibility. Mohammad Al-Zahrani 4
  • 5. Introduction  Accessibility is tool in Health care planning.  Influenced by many factors, including  Availability (number and distribution) of health services in the area (supply)  Number and distribution of population living in that location (demand)  Geographical impedance between population and health services (e.g. inefficient transportation) Mohammad Al-Zahrani 5
  • 6. Objectives  To review the available published literature that focused on role of GIS in representing and analyzing the accessibility issue in Healthcare sector.  To highlight 2 case studies (in Saudi Arabia and In Australia) where the GIS technology used to address the accessibility level. Mohammad Al-Zahrani 6
  • 7. Methodology  Literature review of articles about the GIS use in healthcare accessibility to understand how GIS is used in this regard.  Review and compare two cases in order to further explain accessibility using GIS Mohammad Al-Zahrani 7
  • 8. Background Application of GIS in healthcare includes the following areas:  determining geographic distribution of diseases;  analyzing spatial and temporal trends;  mapping populations at risk;  assessing resource allocation;  planning and targeting interventions; and monitoring Mohammad Al-Zahrani 8
  • 9. Literature Review  A search of online sources in 2007 identified 621 journal articles and book chapters reporting health-related applications of GIS (Nykiforuk & Flaman, 2011).  138 were access to health or health planning related.  These studies were from a range of countries, both developed and developing and included access to a range of medical services. Mohammad Al-Zahrani 9
  • 10. Literature Review  A tenfold difference in the physician supply between urban and rural populations (US). Rosenblatt and Lishner (1991)  Extremely low accessibility to general practitioners in remote rural areas. Lovett et al. (2002)  Shortage of general practitioners in Mid- western and southern counties, but a surplus in northern and eastern counties. Meade and Emch (2010)Mohammad Al-Zahrani 10
  • 12. (Murad, 2012) has used GIS application in viewing accessibility of healthcare in Jeddah City, Saudi Arabia.
  • 13. CASE 1 - Database Location of health centers (point feature) Attributes (number physicians and number of dentist) Road network (line feature) Attributes (length and type). City districts coverage (polygon dataset) Attributes (district name and area, and size of population and households) Mohammad Al-Zahrani 13
  • 14. CASE 1 Figure 1: Health care centers by number of physicians (Murad, 2012) (3) Figure 2: Classification of Health centers based on No. of dentists (Murad, 2012) (3) Mohammad Al-Zahrani 14
  • 15. CASE 1 Population Density of Jeddah Districts Mohammad Al-Zahrani 15
  • 16. CASE 1  Indicator 1 : distance - to - provider method  Every health center should cover a catchment area extending 2 km radius wide  These areas are mainly situated north and east of the city with some to the west.  Existing health centers are serving larger catchment area than the standard size A. Accessibility Mohammad Al-Zahrani 16
  • 18. CASE 1  Indicator 2 : service area for a hospital  Travel time is calculated for roads and used for producing a 15-min drive-time area.  ArcGIS is used to select all parts of the city that fall within the 15-min service area of the selected hospital.  Helpful for hospital planners for the purpose of hospital marketing and utilization.  Results: Alzahra and Alnahda are the main demand zones for this hospital. A. Accessibility Mohammad Al-Zahrani 18
  • 19. 15-min drive- time service area for a private hospital (Jeddah) Mohammad Al-Zahrani 19
  • 20. CASE 1 Step 1  create a point coverage showing location of all health centers and then links diabetic data to this coverage. Step 2  use GIS classification methods for describing variations of diabetic patients The resulted distribution indicates that diabetes patients are concentrated mainly at Al-Rabwah, Bani Malik and Al-Sabail districts. B. Identifying health demand distribution Mohammad Al-Zahrani 20
  • 22. (Coffee, Neil et al, 2012) used GIS to develop an Index to assess the accessibility issue for the cardiac patients and cardiac health centers which are existing in Australia.
  • 23. CASE 2  The Cardiac Access-Remoteness Index of Australia (Cardiac ARIA)  GIS used to model population level, road network accessibility to cardiac services before and after a cardiac event  20,387 population localities in Australia. Mohammad Al-Zahrani 23
  • 24. CASE 2  CVD is the leading cause of mortality in US.  CVD is Australia’s biggest killer, 50,000 deaths each year (34% of all deaths)  Diabetics are two- to four-fold more likely to die of CVD-related causes than non-diabetics.  Factors for CVDs  age, gender, blood pressure, diabetes, tobacco, alcohol, sugar, family history, obesity, in-activity, air pollution Mohammad Al-Zahrani 24
  • 25. CASE 2  Remoteness - being distant geographically  the ease of approach from one location to another location  measured in terms of distance travelled, the cost of travel, or the time taken  Communities on the fringes of major cities (50-100 km away), do not have sufficient accessibility to major health facilities or cardiac services.  For remote areas of Australia, access to services is limited due to the vast distances between population centers and lower population densities Mohammad Al-Zahrani 25
  • 26. CASE 2 PHASE 3 Comparison between Cardiac ARIA and census-derived local population characteristics. PHASE 2 Data acquisition and GIS modeling PHASE 1 definition of the scope of a cardiac event, and generation of a master list of the necessary cardiac services Mohammad Al-Zahrani 26
  • 27. CASE 2 • Five categories of medical facilities/ hospitals were defined. • Based on decreasing levels of access to cardiac services and increasing remoteness Mohammad Al-Zahrani 27
  • 28. CASE 2 Principal Referral Hospital with Cardiac Catheter Laboratory; Principal Referral Hospital without Cardiac Catheter Laboratory Large Hospital, Major city, Regional Centre and Remote location. Medium Hospital Major city, Regional Centre and Remote location. Other Hospital, Regional Centre and Remote location Mohammad Al-Zahrani 28
  • 29. CASE 2 Location Links Data Layers Mohammad Al-Zahrani 29
  • 30. CASE 2 The numeric index ranged from 1 (access to principle referral center with cardiac catheterization service ≤ 1 hour) to 8 (no ambulance service, > 3 hours to medical facility, air transport required). The alpha index ranged from A (all 4 services available within 1 hour drive-time) to E (no services available within 1 hour). Mohammad Al-Zahrani 30
  • 34. CASE 1 -result  13.9 million (71%) Australians resided within Cardiac ARIA 1A locations (hospital with cardiac catheterization laboratory and all aftercare within 1 hour) Mohammad Al-Zahrani 34
  • 35. DISCUSSION - Comparison Comparison Saudi Arabia (Murad, 2012) Australia (Coffee et al 2012) Objective Create GIS application for Accessibility to healthcare facilities develop an index of geographic accessibility to cardiac services Study area Jeddah City, Saudi Arabia All Australia Value Provides spatial decision support system for health planners in Jeddah city Create a novel, simple objective geographic measure of accessibility to cardiac services Software ArcGIS, and its geostatistical analyst extension Arc Map, version 9.3.1(ESRI, 2010; ESRI Arcview, 2006) Project Team Author and interviewee (managers in Healthcare organization) geographers and health professionals Data size small Large and complex Raster Cell size 192.91m (for provider density); 214.65 (for population density) (14) 200m Patient type Diabetic CVDs Number of Health centers 39 44 (only for category 1 hospitals with Cardiac unit) Mohammad Al-Zahrani 35
  • 36. DISCUSSION – Data Constraint  Not all data was of sufficient quality to be used in the modeling. Due to:  differing management policies,  incomplete coverage of national data,  confidentiality,  inconsistent classifications and  resourcing constraints affecting supplying agencies  "Of the 20 national datasets determined after consensus of the expert panel, 9 were utilized in the final model of the index"  Vector-Raster Integration Issues (size) Mohammad Al-Zahrani 36
  • 37. CONCLUSION  In Saudi Arabia, big potential to widely adopt the use of GIS in healthcare planning and management for greater service improvement and expanded coverage with optimized cost and resources.  GIS is important tool that can help health care facility planners and managers better understand the healthcare needs using visualizations and modeling  data related to people density, locations of facilities, distances from such facilities, types of health services provided within certain zones and areas are essential ingredients.  without the use of GIS it would not have been possible to quantify variations in accessibility in the same level of detail Mohammad Al-Zahrani 37
  • 39. REFERENCES Mohammad Al-Zahrani 39 1. Murad, AbdulKader A., (2012), “Benchmarking the location of health centers at Jeddah city: a GIS approach”, Benchmarking: An International Journal, Vol. 19 No. 1, 2012. pp. 93-108. 2. Burkey, Mark L.(2012) ”Decomposing geographic accessibility into component parts: methods and an application to hospitals”, Ann Reg Sci 48:783–800 3. Buchmueller , Thomas C. et al (2006) “How far to the hospital? The effect of hospital closures on access to care” Journal of Health Economics 25- 740–761 4. Graves, Ann (2009) “A model for assessment for potential geographical accessibility: A Case for GIS”, Online Journal of Rural Nursing and Healthcare, Vol 9 No , pp 46-55. 5. S.S. Radiah Shariff, Noor Hasnah Moin, Mohd Omar (2007), “Location allocation modeling for healthcare facility planning in Malaysia” Computers & Industrial Engineering 62, 1000–1010. 6. Guagliardo, M., Ronico, C., Cheung, I., Chacko, E. and Josef, J. (2004), “Physician’s accessibility: an urban case of pediatric providers”, Health Place, Vol. 10, pp. 273-83. 7. Coffee, Neil, et al (2012), “Measuring national accessibility to cardiac services using geographic information systems”, Applied Geography, 34 445-455. 8. Murad, A. (2006), “Creating a GIS application for health services at Jeddah city”, Computers in Biology & Medicine, Vol. 37, pp. 879-89.