CIHI Population Grouping Methodology...Canadian Institute for Health Information cihi.ca @cihi_icis...
Transcript of CIHI Population Grouping Methodology...Canadian Institute for Health Information cihi.ca @cihi_icis...
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Canadian Institute for Health Information
cihi.ca @cihi_icis
CIHI Population Grouping Methodology
April 24, 2017 [email protected]
Yvonne Rosehart
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Disclosure
I have no actual or potential conflict of interest in relation to this topic or presentation
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Population Grouping Methodology
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CIHI’s population grouping methodology
Inpatient stays (DAD) Day surgery, clinics &
ED visits (DAD/NACRS)
Inpatient mental health stays
(OMHRS)
LTC & CCC stays (CCRS)
Physician visits (PLPB)
Similarities
• Clinical classification
• Predictive indicators
Differences
• Multiple sectors
• Target population includes all persons registered for publicly-funded health care
• Looks at person over a 2-year time period
Pop grouper vs. other CIHI case-mix products
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Concurrent and prospective periods
2016-17 2014-15 2015-16
Clinical classification
Predictive indicators • Cost • # primary care visits • # of ED visits • Probability of
admission to LTC
Use clinical data from concurrent period to build clinical profiles
Estimates for concurrent period Estimates for
prospective period
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Software Grouper
Creating clinical profiles Data Outputs
Physician billing claims
Registry Data
Inpatient & Day Surgery ED & Clinics Inpatient MH LTC & CCC
• 226 Health conditions • Health Profile Group • Functional status • Health services accessed • Demographics (age, sex,
SES, geography)
• Cost weights • # primary care visits • # of ED visits • probability of admission
to LTC
Clinical Profile
Predictive Indicators
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Creating health profile groups Health condition Branch
Parkinson's Disease/ Parkinsonism
Parkinson's Disease/ Parkinsonism
Parkinson’s Disease/Parkinsonism with comorbidities
Parkinson’s Disease/Parkinsonism without comorbidities
Coronary Artery Disease
Arrhythmia CAD/Arrhythmia w/o heart failure
Other Heart Disease
CAD/Arrhythmia w/o heart failure with comorbidities
CAD/Arrhythmia w/o heart failure without comorbidities
Health profile group
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Health profile groups 16 categories
Major acute Major chronic Major cancer
Major mental health Major newborn Moderate acute
Moderate chronic Minor acute
Minor chronic Other cancer
Other mental health Obstetrics
Healthy Newborn Palliative
Users with no health conditions Non-users
239 health profile groups
226 health conditions
Can roll the data up or down
164 branches
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Demographics Settings encountered Health conditions Functional
status SES Concurrent indicators
Prospective indicators
• Age: 69
• Gender: F
• Toronto central
Inpatient Day surgery ED visit PLPB LTC
• Heart Failure (HPG assign) • Acute gastrointestinal
hemorrhage • Osteoarthritis • Urinary tract infection/cystitis • Depression
CHESS: 0 Pain: 1 ADL: 5 ABS: 5 PURS: 0 CPS: 0
CANMARG Dep: 4; Depriv: 4 Eth conc: 3; Res instb: 2 INSPQ: Mat: 3; Soc: 2 QAIPPE: 5
Cost: 1.14 ED visits: 1.1
Cost: 3.62 PC visits: 4.8 ED visit: 2.3 Pr (LTC): NA
• Age: 87
• Gender: M
• Champlain
Inpatient Day surgery ED visit PLPB LTC
• Coronary artery disease • Disorder of electrolyte acid
base balance • Chronic kidney
disease/failure (HPG assign) • Anemia disorder
N/A CANMARG Dep: 4; Depriv: 4 Eth conc: 3; Res instb: 2 INSPQ: Mat: 3; Soc: 2 QAIPPE: 5
Cost: 4.08 ED visits: 3.2
Cost: 4.88 PC visit: 6.8 ED visit: 4.1 Pr (LTC): 0.41
• Age: 21
• Gender: M
• North west
Inpatient Day surgery ED visit PLPB LTC
• Non-user (HPG assign)
N/A CANMARG Dep: 4; Depriv: 4 Eth conc: 3; Res instb: 2 INSPQ: Mat: 3; Soc: 2 QAIPPE: 5
Cost: 0 ED visits: 0
Cost: 0.10 PC visit: 0.10 ED visit: 0.50 Pr (LTC): NA
Pop grouper outputs: person-specific profiles
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Clinical profile
Assigned at the person level
Applied at the population level
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Applications of Pop Grouper
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Help CIHI and its clients monitor population health and diseases
Predict health care utilization patterns and explain variations in health care resource use
Provide a foundation for funding models
Assist in segmentation and profiling
Assist health care providers in understanding their clients
Facilitate standardization (risk adjustment) of populations for inter-jurisdictional analysis
CIHI’s population grouping methodology can...
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0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
0-1
2-4
5-9
10-1
415
-19
20-2
425
-29
30-3
435
-39
40-4
445
-49
50-5
455
-59
60-6
465
-69
70-7
475
-79
80-8
485
-89
90+
Age Group (in years)
Distribution of health conditions, by age group
5+ conditions
3-4 conditions
2 conditions
1 condition
0 conditons
non-user
Distribution of health conditions, by age group
* 2010-2011 and 2011-2012 Ontario, Alberta, and B.C. data used in methodology development
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Profiling the Population (Concurrent)
14 * 2010-2011 and 2011-2012 Ontario, Alberta, and B.C. data used in methodology development
Decile Volume Average Cost Average Predicted Cost
Proportion of Costs
Avg. # of Health Conditions
Average Age (in Years)
Min. Cost Weight
Max. Cost Weight
1 2,300,041 56 -7 0.2% 0.2 39.0 0.00 0.00
2 2,300,041 200 39 0.7% 0.8 27.1 0.00 0.03
3 2,300,041 317 145 1.1% 1.0 34.3 0.03 0.07
4 2,300,042 488 260 1.7% 1.8 33.6 0.07 0.12
5 2,300,041 725 474 2.5% 2.6 33.7 0.12 0.22
6 2,300,041 1,045 831 3.7% 3.2 36.9 0.22 0.37
7 2,300,042 1,507 1,361 5.3% 3.9 40.5 0.37 0.62
8 2,300,041 2,355 2,384 8.2% 4.7 46.9 0.62 1.11
9 2,300,041 4,252 4,615 14.9% 5.6 48.7 1.11 2.28
10 2,300,042 17,612 18,501 61.7% 8.0 56.4 2.28 173.46
All 23,000,413 2,856 2,860 100.0% 3.2 39.7 0.00 173.46
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High user (9%)
Non-high user (49%)
ED group (26%)
PHC group (16%)
Age: 75
Age: 72
Age: 65
Age: 67
Hypertension 77% 62% 27% 23% Pneumonia 66% 41% 13% 4% Heart failure 53% 26% 4% 2% Arrhythmia 46% 28% 8% 5% Diabetes 39% 28% 15% 9% Coronary artery disease 39% 24% 6% 4% Depression 31% 17% 8% 6% Anxiety 20% 11% 8% 5% Osteoporosis 17% 19% 1% 2% Lung cancer 9% 7% 1% 1%
Multiple comorbidities is common among COPD patients in Alberta
Based on FY 2012-13 for all groups except PHC group. PHC group based on FY 2011-12
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LTC admission indicator
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53% of LTC admissions in
the top 5%
Population Grouper Prediction Actual
Ventile (2) # People
(3) Min. Prob. of
Admission
(4) Max Prob. of
Admission
(5) Average Predicted
Number of Admissions
(6) Average Actual
Number of Admissions
(7) Proportion of Admissions
1 153K 0.02% 0.06% 63 93 0.3%
2 153K 0.06% 0.11% 133 52 0.1%
3 153K 0.11% 0.12% 173 82 0.2%
4 153K 0.12% 0.14% 201 125 0.3%
5 153K 0.14% 0.16% 226 116 0.3%
17 153K 1.1% 1.4% 1,922 1,923 5.4%
18 153K 1.4% 2.1% 2,643 3,066 8.6%
19 153K 2.1% 4.0% 4,263 6,063 17.0%
20 153K 4.0% 91.1% 18,994 18,845 52.7%
All 3 M 0.0% 91.1% 36,078 35,756 --
* 2010-2011 and 2011-2012 Ontario, Alberta, and B.C. data used in methodology development
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Health profile category
Alberta
South Calgary Central Edmonton
North
Major chronic 2.6% 3.3% 2.4% 3.0% 2.6% 2.6% Major acute 2.4% 2.4% 2.2% 2.8% 2.3% 2.6% Major mental health 1.8% 2.5% 1.5% 1.8% 2.2% 1.4%
Major cancer 0.7% 1.0% 0.8% 0.9% 0.6% 0.6% Moderate chronic 8.1% 9.1% 8.0% 8.3% 8.2% 7.5%
Moderate acute 5.6% 5.9% 5.3% 5.9% 5.8% 6.0% Minor chronic 10.0% 10.2% 9.9% 10.5% 10.0% 10.0%
Minor acute 40.7% 37.6% 41.7% 40.7% 40.4% 40.5% Other mental health 5.1% 5.3% 5.3% 4.5% 5.6% 4.0%
Other cancer 0.7% 0.8% 0.8% 0.6% 0.6% 0.5%
Health zone profiling - AB
9.2% 6.9% 8.5% 7.7% 7.2% 7.5%
Based on 2010-2011 and 2011-2012 AB Registry, DAD, NACRS, CCRS and PLPB data used in POP methodology development
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Case Mix Example: Alberta, FY2010/11 & 2011/12
Number of Cases
Weighted Cases
Case Mix Index (CMI)
North
476,915
486,963
1.02
Central
463,656
506,682
1.09
Calgary
1,483,222
1,414,737
0.95
𝑪𝑪𝑪𝑪𝑪𝑪 = 𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘 𝒄𝒄𝒄𝒄𝒄𝒄𝒘𝒘𝒄𝒄𝒏𝒏𝒏𝒏𝒏𝒏𝒏𝒏𝒘𝒘𝒏𝒏 𝒐𝒐𝒐𝒐 𝒄𝒄𝒄𝒄𝒄𝒄𝒘𝒘𝒄𝒄
= 𝒄𝒄𝒏𝒏𝒏𝒏 𝒐𝒐𝒐𝒐 𝒄𝒄𝒐𝒐𝒄𝒄𝒘𝒘 𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒘𝒄𝒄𝒏𝒏𝒏𝒏𝒏𝒏𝒏𝒏𝒘𝒘𝒏𝒏 𝒐𝒐𝒐𝒐 𝒑𝒑𝒘𝒘𝒐𝒐𝒑𝒑𝒑𝒑𝒘𝒘
South
302,545
329,470
1.09
Edmonton
1,239,421
1,228,352
0.99
Based on 2010-2011 and 2011-2012 AB Registry, DAD, NACRS, CCRS and PLPB data used in POP methodology development
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Risk adjusted average cost (RAAC)
Region # of cases (i.e. people)
Weighted cases
Case mix index (CMI)
Total cost Average cost
RAAC
A 1.45M 1.3M 0.897 $2,455M $1,693 $1,888
B 0.3M 0.344M 1.147 $556M $1,853 $1,616
C 0.45M 0.556M 1.236 $889M $1,976 $1,599
Total 2.2M 2.2M 1.000 $3.9B $1,773 $1,773
Mock data
RAAC= 𝒄𝒄𝒂𝒂𝒘𝒘𝒏𝒏𝒄𝒄𝒘𝒘𝒘𝒘 𝒄𝒄𝒐𝒐𝒄𝒄𝒘𝒘𝑪𝑪𝑪𝑪𝑪𝑪
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Use of population grouper at points of care
Pred. # of GP/FP visits FY2017
Prob. Admit to LTC FY2017
Pred. # of ED visits FY2016
Pred. # of ED visits FY2017
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Population grouping methodology Future versions
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Version 2.0 and beyond • Home care assessment information
‒ Functional status
• Prescription drug information
‒ Indication of health conditions
• Additional costs
‒ Long term care, home care, mental health, prescription drugs
• Registry data and physician FFS data from more province/territories
• Electronic medical record (EMR) and electronic health record (EHR) data
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