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Visualisation as Exploratory Science:
The Role of Spatial Methods in
Health and Disability Research
Presenter
Hamish Robertson
PhD Candidate
Australian Institute of Health Innovation
Faculty of Medicine
University of NSW
ENRGHI14
Contents
• Introduction
• Population ageing overview
• Research focus and extension
• Knowledge gaps: ageing and disability
• Visualisation as exploratory science
• Health and disability catch up
• Conclusion
Introduction
• Background in multicultural health and ageing research
including Aboriginal ageing
• Converted from Masters to a PhD programme in 2012
• Focus on aspects of population ageing including
politics, policy, demography etc
• Interest in GIS and systems that accommodate real-
world complexities including temporal and dynamic
• Critical emphasis, not just reproduction of the field
• Active presentation agenda – national, regional and
international
• This is an overview with some commentary – hopefully
useful and possibly interesting
Research Focus
What will be the localised effects of age-related
diseases (specifically AD) across New South Wales
on communities and (current) health and social
support systems?
Doing this through:
- simulation (system dynamics);
- spatialisation (GIS);
- visualisation (Google Earth).
PhD Research Structure
• Major components:
– Demographic modelling
– Epidemiological modelling – condition + severity
– Cost of care sub-model (possible)
e.g. annualised cost of RACF and community-based care options
– Spatial modelling – distribution and scale issues
– Spatial analysis (against existing infrastructure)
– Visualisation and exploration
– What-if analyses e.g. if x and we do y, what result
might we expect to see?
Global Population and Health Trends
• Falling population growth and fertility rates
(mostly) – some exceptions, others speeding up
• Rising older populations – totals and proportion
• More elderly people living alone in the community
• Rising numbers with chronic diseases
• Rising numbers with disability
• Rising numbers with neuroepidemiological (brain)
conditions (dementias, motor and gait problems)
• Complexity of the theory and epidemiology of age
and ageing (genetic, physiological, biological,
psycho-social, cultural, definitional etc)
Population Ageing is a Global Phenomenon
Significant Data Limitations
Ferri et al, (2005) “Global prevalence of dementia: a Delphi consensus study”, The Lancet
ADI Global Consensus Rates
Source: Alzheimer’s Disease International Fact Sheet 2008
Issues with Modelling Prevalence
• The dementias in general and AD in particular
• Differential rates including sub-types vary by
location – non-uniform distributions
• Quality and currency of population data
• Coverage in low resource and/or conflict settings
• Global population and prevalence estimations
• Dynamic variables such as rates by sub-type,
diagnosis, educational levels, economic capacity,
training, workforce, safety in the field etc
• Population-level knowledge versus clinical
studies versus informed estimates
Cohort-Specific Ageing in Australia
2006-2021 and 2006-2031
Source: Australian Innovation System Report 2012
Knowledge Gaps: Ageing and Disability
• Many studies are sample-based only – no
universal data on prevalence or incidence of
specific conditions e.g. Alzheimer’s disease
• Some global estimates are Delphi-based i.e.
informed ‘guesstimates’ by a panel of experts
• Many conditions have mixed aetiologies –
correlate data good but causal chain poor
• Non-linearity an issue with population-level
projections e.g. recent research on dementia
rates suggests rising and falling possible
Visualisation as Exploratory Science
• Started presenting internationally and found a complete lack of familiarity
with spatial analysis and representation – similar in social policy etc
• Adding a spatial dimension to modelling activities is useful and interesting
for mixed audiences who may not share professional backgrounds,
methods etc
• Started trialling basic models of AD for Australia, New Zealand etc
• Then applied basic concepts to Africa using LandScan data set – example
in KML format
• Now moving into the disability sector where GIS etc also (mostly) poorly
understood and applied
• As mentioned, disability and ageing correlate well but politics of disability
may be an issue (identity versus functional impairment or adjustment)
• Spatial modelling and visualisation extend basic demographic-
epidemiological estimates and can add scale and distribution patterns to
our understanding of poorly understood diseases and their impact
Health and Disability (Need to) Catch Up
• Spatial literacy low in much of the health and disability
sciences + planning + policy + business practices
• Significant information gaps in both health and disability
sectors e.g. gender, diversity etc
• Emphasis on technology often exceeds scientific understanding
i.e. they like new things
• New technology has its own consequences (Tenner etc), often
unplanned for entirely – positive emphasis dominates
• Complexity of health and disability makes spatial perspective
central but it remains marginal
• Claims to ‘evidence-based’ planning and implementation need
to be checked against actual and potential effects
• Ageing will affect both health and disability domains in
significant ways but many policy responses avoid close
examination of localised impacts.
Conclusion
• Many aspects of health and disability are patterned spatially
because of social structures, policies and processes
• Population ageing will have a huge global impact until at least
2050 – hyper-ageing of societies
• Many age-related conditions lack good data at the global level
and below – emphasis on MDG diseases
• Spatial science and technology plus geographic theory have a
potential contribution to make (I think a significant one but…)
• Health and medical geography (HMG) should be central to
policy-level responses and below – science often quite selective
• Critical HMG has a role to play in critiquing public and private
sector responses to these issues and adding to the potential of
advocacy and related organisations and their work

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Visualisation as exploratory science

  • 1. Visualisation as Exploratory Science: The Role of Spatial Methods in Health and Disability Research Presenter Hamish Robertson PhD Candidate Australian Institute of Health Innovation Faculty of Medicine University of NSW ENRGHI14
  • 2. Contents • Introduction • Population ageing overview • Research focus and extension • Knowledge gaps: ageing and disability • Visualisation as exploratory science • Health and disability catch up • Conclusion
  • 3. Introduction • Background in multicultural health and ageing research including Aboriginal ageing • Converted from Masters to a PhD programme in 2012 • Focus on aspects of population ageing including politics, policy, demography etc • Interest in GIS and systems that accommodate real- world complexities including temporal and dynamic • Critical emphasis, not just reproduction of the field • Active presentation agenda – national, regional and international • This is an overview with some commentary – hopefully useful and possibly interesting
  • 4. Research Focus What will be the localised effects of age-related diseases (specifically AD) across New South Wales on communities and (current) health and social support systems? Doing this through: - simulation (system dynamics); - spatialisation (GIS); - visualisation (Google Earth).
  • 5. PhD Research Structure • Major components: – Demographic modelling – Epidemiological modelling – condition + severity – Cost of care sub-model (possible) e.g. annualised cost of RACF and community-based care options – Spatial modelling – distribution and scale issues – Spatial analysis (against existing infrastructure) – Visualisation and exploration – What-if analyses e.g. if x and we do y, what result might we expect to see?
  • 6. Global Population and Health Trends • Falling population growth and fertility rates (mostly) – some exceptions, others speeding up • Rising older populations – totals and proportion • More elderly people living alone in the community • Rising numbers with chronic diseases • Rising numbers with disability • Rising numbers with neuroepidemiological (brain) conditions (dementias, motor and gait problems) • Complexity of the theory and epidemiology of age and ageing (genetic, physiological, biological, psycho-social, cultural, definitional etc)
  • 7. Population Ageing is a Global Phenomenon
  • 8. Significant Data Limitations Ferri et al, (2005) “Global prevalence of dementia: a Delphi consensus study”, The Lancet
  • 9. ADI Global Consensus Rates Source: Alzheimer’s Disease International Fact Sheet 2008
  • 10. Issues with Modelling Prevalence • The dementias in general and AD in particular • Differential rates including sub-types vary by location – non-uniform distributions • Quality and currency of population data • Coverage in low resource and/or conflict settings • Global population and prevalence estimations • Dynamic variables such as rates by sub-type, diagnosis, educational levels, economic capacity, training, workforce, safety in the field etc • Population-level knowledge versus clinical studies versus informed estimates
  • 11. Cohort-Specific Ageing in Australia 2006-2021 and 2006-2031 Source: Australian Innovation System Report 2012
  • 12. Knowledge Gaps: Ageing and Disability • Many studies are sample-based only – no universal data on prevalence or incidence of specific conditions e.g. Alzheimer’s disease • Some global estimates are Delphi-based i.e. informed ‘guesstimates’ by a panel of experts • Many conditions have mixed aetiologies – correlate data good but causal chain poor • Non-linearity an issue with population-level projections e.g. recent research on dementia rates suggests rising and falling possible
  • 13. Visualisation as Exploratory Science • Started presenting internationally and found a complete lack of familiarity with spatial analysis and representation – similar in social policy etc • Adding a spatial dimension to modelling activities is useful and interesting for mixed audiences who may not share professional backgrounds, methods etc • Started trialling basic models of AD for Australia, New Zealand etc • Then applied basic concepts to Africa using LandScan data set – example in KML format • Now moving into the disability sector where GIS etc also (mostly) poorly understood and applied • As mentioned, disability and ageing correlate well but politics of disability may be an issue (identity versus functional impairment or adjustment) • Spatial modelling and visualisation extend basic demographic- epidemiological estimates and can add scale and distribution patterns to our understanding of poorly understood diseases and their impact
  • 14. Health and Disability (Need to) Catch Up • Spatial literacy low in much of the health and disability sciences + planning + policy + business practices • Significant information gaps in both health and disability sectors e.g. gender, diversity etc • Emphasis on technology often exceeds scientific understanding i.e. they like new things • New technology has its own consequences (Tenner etc), often unplanned for entirely – positive emphasis dominates • Complexity of health and disability makes spatial perspective central but it remains marginal • Claims to ‘evidence-based’ planning and implementation need to be checked against actual and potential effects • Ageing will affect both health and disability domains in significant ways but many policy responses avoid close examination of localised impacts.
  • 15. Conclusion • Many aspects of health and disability are patterned spatially because of social structures, policies and processes • Population ageing will have a huge global impact until at least 2050 – hyper-ageing of societies • Many age-related conditions lack good data at the global level and below – emphasis on MDG diseases • Spatial science and technology plus geographic theory have a potential contribution to make (I think a significant one but…) • Health and medical geography (HMG) should be central to policy-level responses and below – science often quite selective • Critical HMG has a role to play in critiquing public and private sector responses to these issues and adding to the potential of advocacy and related organisations and their work