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Population Health
Management
- one person at a time
Angus McCann
IBM Global Healthcare Team
angus.mccann@uk.ibm.com @eHealthAngus
3
Spot the ‘patient’…
Source: Bipartisan Policy Center,
“F” as in Fat: How Obesity Threatens
America’s Future (TFAH/RWJF, Aug.
2013)
4
Focusing on sickest does not bend the cost trend
5
One ‘patient’ at a time?
Volume-Based/Episodic Value-Based/Continuous
Current View
30 Patients Per Day
14 have Chronic Conditions
Unknown Health Risks
Visits Too Short for Coaching
New Population View
2500 Patient Population
900 have Chronic Conditions
1100-1250 have Mod-High Health Risk
Care enhanced through IT & data
6
Key facets of population health management
• Comprehensive view of ‘health’ – physical, mental, whole person
• Early Intervention, Health Promotion and Prevention
• Wider determinants of health considered – eg Income maximisation,
legal advice, housing, education
• Addressing lifestyle behaviours
• Use of data
• Population stratification / risk prediction
• Care pathways defined and used
• Self-management
• Integration across agencies
Well At Risk
Acute
Self-Limiting
Chronic
Illness
Complex Care
Comprehensive view of ‘health’ / wider determinants
8
Population definition / stratification
1. Diabetes stands out
with a low overall
compliance rate
of 38%
2. Significant percent
of diabetic patients
with A1c rates >9
9
Bring people into the system (appropriately)
11
Automate
Team based care – integrated across agencies
Patient engagement / self management
Identify variances by
practice to target
improvement
strategies
Identify variance in care by practice
16
Identify variance by clinician
17
New delivery models require integrated data…
19
20
Medical text analytics
Medications
SymptomsDiseases
Modifiers
21
The Data We Thought
Would Be Useful … Wasn’t
• 113 candidate predictors
from structured and
unstructured data sources
• Structured data was less
reliable then unstructured
data – increased the
reliance on unstructured
data
• New Unexpected
Indicators Emerged …
Highly Predictive Model
Predictor Analysis % Encounters
Structured Data
% Encounters
Unstructured
Data
Ejection Fraction
(LVEF)
2% 74%
Smoking Indicator 35%
(65% Accurate)
81%
(95% Accurate)
Living Arrangements <1% 73%
(100% Accurate)
Drug and Alcohol
Abuse
16% 81%
Assisted Living 0% 13%
What really causes heart failure readmissions at Seton
22
Data Driven
Every Person
has a Plan
Team Based
Automation to Manage
a Population Down to
the Individual
Helping the population be healthy
23
BCS Health Scotland Conference
• Strathclyde University
• 11/12 Oct
24
Population Health
Management
- one person at a time
Angus McCann
IBM Global Healthcare Team
angus.mccann@uk.ibm.com @eHealthAngus

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Population Health Management - Angus McCann

  • 1. Population Health Management - one person at a time Angus McCann IBM Global Healthcare Team angus.mccann@uk.ibm.com @eHealthAngus
  • 3. Source: Bipartisan Policy Center, “F” as in Fat: How Obesity Threatens America’s Future (TFAH/RWJF, Aug. 2013) 4
  • 4. Focusing on sickest does not bend the cost trend 5
  • 5. One ‘patient’ at a time? Volume-Based/Episodic Value-Based/Continuous Current View 30 Patients Per Day 14 have Chronic Conditions Unknown Health Risks Visits Too Short for Coaching New Population View 2500 Patient Population 900 have Chronic Conditions 1100-1250 have Mod-High Health Risk Care enhanced through IT & data 6
  • 6. Key facets of population health management • Comprehensive view of ‘health’ – physical, mental, whole person • Early Intervention, Health Promotion and Prevention • Wider determinants of health considered – eg Income maximisation, legal advice, housing, education • Addressing lifestyle behaviours • Use of data • Population stratification / risk prediction • Care pathways defined and used • Self-management • Integration across agencies Well At Risk Acute Self-Limiting Chronic Illness Complex Care
  • 7. Comprehensive view of ‘health’ / wider determinants 8
  • 8. Population definition / stratification 1. Diabetes stands out with a low overall compliance rate of 38% 2. Significant percent of diabetic patients with A1c rates >9 9
  • 9. Bring people into the system (appropriately) 11
  • 11. Team based care – integrated across agencies
  • 12. Patient engagement / self management
  • 13. Identify variances by practice to target improvement strategies Identify variance in care by practice 16
  • 14. Identify variance by clinician 17
  • 15. New delivery models require integrated data… 19
  • 16. 20
  • 18. The Data We Thought Would Be Useful … Wasn’t • 113 candidate predictors from structured and unstructured data sources • Structured data was less reliable then unstructured data – increased the reliance on unstructured data • New Unexpected Indicators Emerged … Highly Predictive Model Predictor Analysis % Encounters Structured Data % Encounters Unstructured Data Ejection Fraction (LVEF) 2% 74% Smoking Indicator 35% (65% Accurate) 81% (95% Accurate) Living Arrangements <1% 73% (100% Accurate) Drug and Alcohol Abuse 16% 81% Assisted Living 0% 13% What really causes heart failure readmissions at Seton 22
  • 19. Data Driven Every Person has a Plan Team Based Automation to Manage a Population Down to the Individual Helping the population be healthy 23
  • 20. BCS Health Scotland Conference • Strathclyde University • 11/12 Oct 24
  • 21. Population Health Management - one person at a time Angus McCann IBM Global Healthcare Team angus.mccann@uk.ibm.com @eHealthAngus