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Transcript of Health Analytics in Canada – A Blueprint for Gaining Clinical Buy-in and Creating Value from the...
Health Analytics in Canada – A Blueprint for Gaining Clinical Buy-in and Creating Value from the Bottom up
Alex J Mair, Director, Emerging Technology GroupPresented by:eHealth 2013 Conference May 27, 2013
Faculty/Presenter Disclosure
• Presenter: Alex J Mair
• Relationships with commercial interests:— Nothing to disclose
22013 Canada Health Infoway Inc.
Presented by
Agenda
• Overview of Health Analytics Blueprint• Health Analytics Key Concepts• Opportunities and Challenges• Roadmap for Success
32013 Canada Health Infoway Inc.
The Infoway Blueprint - “Key Enabler”
- Used to define and scope over 353 EHR-related projects across Canada
- Representation of the conceptual Blueprint for interoperable EHR Solutions in Canada
- Jurisdictions use this Blueprint and underlying concepts to adapted to their specific implementation of EHR solutions
- Concept of Service Oriented Architecture (SOA)
- Registries, Domain Repositories, HIAL, DW
- Privacy, security, change management implications for it’s use
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Health Analytics Blueprint – Extends Infoway Blueprints• Depicts Health Analytics at systemic level:
• Across point-of-service applications (EMR, CIS, etc.), care settings and organizations
• With bottom up emphasis on serving clinician, patient and governor needs
• Support for all categories of use (clinical programs, health system performance, health of public and research)
• Support for all levels of use (individual, organizational, regional, jurisdictional, across disciplines or specialties, and pan-Canadian)
52013 Canada Health Infoway Inc.
2013 Canada Health Infoway Inc.
Health Analytics - Future State Architecture
Sourcing and querying data
High Precision Analytics
Transactional (Near realtime)
Aggregate
PredictiveAnalytics
Unstructured
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Predictive Analytics and forecasting future values, or
events by calculating the probability of occurrence.
Example: Alert that predicts the probability of readmission and feeding it back to clinicians for
at risk patients who are showing characteristics of chronic
diseases, prior to discharge so that they can put in place preventative measures.
Retrospective, sophisticated
analytics, provided in context, close to near real-time (could be daily,
weekly, monthly),
Example: a search or query for pointing out an increasing trend of hospitalization due to congestive
heart failure.
Ad-hoc, preformatted reports, indented to inform the end
user about a specific situation. (on a regular basis).
Example: determining that a specific group of individuals with heart failure appear to
have a higher hospitalization rate – individuals who reside in rural areas and live more than 200 km from their primary care
provider.
Event based near real real-time business rules that go against an
ODS (operational datastore) or limited dataset.
Example: Business rule for an assessment plan for a patient which
is triggered when several conditions or events occur for that patient. An alert or notification to
provider (e.g.. self-care recommendations to PHR,
notification to provider depending on adherence to care plan.)
2013 Canada Health Infoway Inc.
Research data
Researcher
Health system manager
Senior decision maker
Quality improvement Lead
Administrative (HR, Finance)
Clinical data
Program/population dataClaims data
Islands of information
Information contextualized into knowledge
Context
Pati
ent
Pro
vid
er
Dis
ease
Con
dit
ion
Filters for context and metadata (disease, condition,risk factor)
Health system plannerData analyst
Health Analytics Future State Key Concept - Linkage of Data Sources
Clinician / provider
Patient / client
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2013 Canada Health Infoway Inc.
Information Value Chain
Clinical and Business Value to Health System
Cap
abili
ty
PresentDigitization, growing network of EHR / EMRs based around patient centric longitudinal records
PastFrom paper based, unstructured, silo’d data, and isolated decision making
To predictiveand collaborativeprevention, monitoring and management of population health
Future
8Health Analytics Blueprint value proposition is supporting our stakeholders make the transition to the more mature state where information value increases significantly
Health Analytics Blueprint value proposition is supporting our stakeholders make the transition to the more mature state where information value increases significantly 8
2013 Canada Health Infoway Inc.
Health Analytics – Bottom up design• CDS Options• Patient &
Provider
Advise & Optimize
• Alerts • Quality
Improve-ments
Plan & Predict
• Best Practices
• Measure Outcome
Monitor & Forecast
• Score Carding
• LocalAnalyze
• Reports• Retro-
spectiveReporting
• Advice/ reminders to patients,
• Alerts, CDS analytics, quality improvement analytics to providers
• Performance management dashbaord/ alerts to governors
• De-identified data for researchers
Standards,Outcome, Contextualized,Privacy enhanced,Aggregationbased processes
9Use Case - EMR Primary Care Analytics for use in Diabetes Management - Collect once, create new value and use many times across categories and levels of use.
Use Case - EMR Primary Care Analytics for use in Diabetes Management - Collect once, create new value and use many times across categories and levels of use.
Predictive Clinical Analytics uses data in data warehouse to score patients based on proven risk models for patient.
Patients see impacts of real-time interaction with data:• Re-admissions are reduced• Negative outcomes
avoided• Evidence from analytics
further informs other components of the system best practices, quality improvement effectiveness or outcomes (programs, administrators).
Data
Use
Benefits
CapabilityProviders are able to interact directly with CDS system from their EMR with patients to assess risks, determine appropriate interventions, to reduce risks to patients
Kaiser PermanentePrimary Care CDS
EMR data extract provides data daily to Data Warehouse
Health Analytics Example
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The time is right• EHR & EMR investments• Health industry focus on information, driven from
bottom up• Privacy and security, standards, governance as
enablers• Information management concepts and
frameworks (data quality, master data, metadata)• Data model and dictionary, health indicators• Enterprise architecture, SOA, event driven
architecture• Solutions moving from retro-spective to predictive
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Analytics in Health Care• Lack of understanding of how analytics can
improve business • Management focus or attention • Internal Skills• Data Availability• Culture of Sharing data • Data Stewardship • Executive Sponsorship • Concerns with data • Lack of understanding of benefits • Case for Change• Don’t know where to start
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But it won’t be easy ….• Culture, governance dialogue• Health legislation & policy• Stakeholder engagement and change
management • Information governance, technology,
architecture and standards alignment• Data acquisition and data quality • Technologies and stakeholders still need to
catch up• HIT/PoS systems & Data Warehousing /
Business Intelligence (DW/BI) legacy investments
• Enterprise architecture, SOA and DW/BI132013 Canada Health Infoway Inc.
Build Capacity & Capability
Deploy Frameworks& Prove Concepts
Build, DeployAnd Replicate
• Analytics strategy & roadmap
• Plan frameworks & interim states
• Plan & build capacity• Establish
governance• Communications &
education• Roll out and
Experimentation
• Build frameworks• Governance• Evolve and build
architecture and capacity
• Change management and benefits
• Experiment and prove solutions
• Build and optimize capabilities
• Governance• Change
management
Health Analytics …. A Roadmap for Success
142013 Canada Health Infoway Inc.
Emerging technology resource documents:
https://www.infoway-inforoute.ca/index.php/resources/presentations/emerging-technology
Discussion & questions?
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