Building linked data large-scale chemistry platform - challenges, lessons and solutions
The use of Geographic Information Systems and linked, large ......*The Question The use of...
Transcript of The use of Geographic Information Systems and linked, large ......*The Question The use of...
*The Question
The use of Geographic Information Systems and linked, large, disparate datasets to evaluate the Australian
population’s access to Intensive Care and the impact of access upon patient
outcomes.
*Victor Nicholls, MacroGIS, Brisbane, Qld
*A/Prof Arthas Flabouris, Royal Adelaide Hospital, Uni of Adelaide, SA
*The Story
*Why Australian New Zealand Intensive Care Society
(ANZICS) and MacroGIS?
*More about the Big Data issues and how they were
overcome rather than the project itself
*Hopefully provide some insights into the application
of GIS to the Big Data Questions
*What is GIS and how it can be used
*The Task
*ANZICS collects patient specific data which is used to measure ICU activity and benchmark ICU performance
*Prior studies have shown inter-hospital transfer and remoteness to be associated with a higher mortality
*Use GIS to link geocoded data from various sources so as to explore the relationship of patient accessibility, remoteness, and distance to admitting ICU, upon outcome and changes over time
*The Data
*One of the largest Intensive Care patient databases in the world
Simple in structure but complex in context of business relationships
Compliance from contributors was a factor
*Australian Postcodes ARIA+ ratings
Populations
*The Demographics
78,486
46,813
8,863
5,144
4,397
15,107
54,036
5,863
218 709 patients, from 76 public hospital ICUs, over 6 years • 84% of known public ICUs • all patients with known
residential postcodes 49,674 (22.7 %) patients where transferred from another hospital prior to ICU admission
19,494 (8.9%) patients were transferred from another hospital, directly to an ICU.
*Patients and their admitting ICUs
Postcodes
of trauma
admissions
Postcodes of other
hospital admissions
Location of ICUs,
population and
infrastructure
*Problems and Solutions
*Having the right skills available
Difficult to find combined skills in GIS and healthcare
More difficult the more defined the health division
Can be a learn as you go process
*Understanding the data specifically from an ICU
Understanding the data in the context of the business
What is required spatial query or visualisation or both
So much data, what specific information is required
*Selecting appropriate External data sets. Given constraints of
Budget
What meets the needs
*Problems and Solutions
*Building a methodology to move forward
Cannot scope like a normal project
*Having flexibility in the business to absorb
changes as they happened
Can result in changes to business rules
*Budgetary constraints
*Time constraints on individuals
*Conclusions
GIS can be utilised to
* Link geocoded data from a wide variety of large, clinical and non clinical datasets
–Of the Australian population, 84.8% live within 0-50 km of any ICU
–However this varied amongst the States/Territories (49.3% - 100%)
* Qualitatively and quantitatively explore, and reveal, relationships that would not otherwise be obvious from typical tabulated and graphical formats
–Remoteness associated with lower Level ICU, patient distance to admitting ICU
–Neither distance, nor remoteness, were significant contributors to mortality, but were associated with an increase in ICU and hospital LOS
*Conclusions
GIS can be utilised to
* Illustrate temporal relationships
* Proportion of ICU admissions that are inter-hospital transfers has
not increased over time but distance travelled by patients, and
remoteness has
* Potential to aid in future planning of ICU services and
monitor the accessibility of population to such services,
and their outcomes.
*Where to from Here
*Move from a proof of concept to a fully installed
application
*Widen the scope
*Incorporate more data
*Improve data collection
*Refine functionality
*Utilise new technology
Questions
For more information contact
Victor Nicholls
www.macrogis.com.au
+ 61 7 3885 4429