Understanding Super-Utilizers at CCRMC
Transcript of Understanding Super-Utilizers at CCRMC
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Super-Utilizers and 30-day Readmissions at CCRMC
USING THE DATA TO UNDERSTAND THE PATIENT POPULATION AND DESIGN THE INTERVENTIONS
Sara Levin, MD February 10, 2014
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Safety Net Systems Need to Examine Their Data on Readmissions
May not be an optimal quality indicator for a safety net
population
The burdens of mental illness, poor social support, poverty, marginalization impact the unplanned readmissions
Readmission rates as a quality indicator may penalize systems that care for poor or vulnerable populations
Readmits are driven by factors unrelated to “medical care” interventions.
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Why Readmissions?
If our population is different, how do our interventions and measures need to be different?
Need to understand what our readmissions represent
Improved discharge planning and care coordination is a good goal
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What Is Our Readmission Rate?
11.2 Includes all-cause medical, surgical, critical care, gynecology admissions;
excludes psych, OB, duplications
Two metrics are presented: Rates, calculated by visit (~16000 visits) and percentages of patients who readmitted during study period (~11000 patients)
For July 2008-June 2011:
11.2 per 100 discharges at risk for readmission
10% of patients have 30-day readmit 1 or more times during study period.
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The Safety-Net Readmit Population: YOUNGER
2.44
7.74 9.14 9.68
12.23 13.16 11.10 11.16
Under 18 19-25 26-35 36-45 46-65 66-75 Over 75 All Ages
Re
adm
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Age Ranges of Patients at Visit (in Years)
30 Day Readmission Rate by Age Ranges of Patients at Visit
Overall Readmit Rate
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The Safety-Net Readmit Population: SICKER
6.84
10.36
16.53 17.32
19.89
12.93 11.16
1 Day 2 Days 3-4 Days 5-7 Days 8-14 Days 15-30 Days All Durations
Re
adm
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Rat
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Duration of Previous Length of Stay
30 Day Readmission Rate by Patient Length of Stay at Previous Visit
Overall Readmit Rate
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The Safety-Net Readmit Population: SICKER
7.7% 11.5%
48.8%
9.9%
No PQI Dx 1 PQI Dx 2 or More PQI Dx All Dx
Quantity of Ambulatory Sensitive Dx per MRN
Percent of Patients with Readmission within 30 Days
Overall percent of patients that readmit
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The Safety-Net Readmit Population: SMALLER
Conclusion: The majority of patients do not readmit. In our safety population 1% of patients readmitted more than 2 times in the study period. 2.5% of patients account for 50% of readmission visits.
10164
844 160 46 31 16 5 7 2 2 1 1 1 1
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
Nu
m b
er
of
Pat
ien
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Number of Readmissions
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On Cost - Superutilizers
Patient Distribution Percent of Total Charges
Top 0.1 Percentile = 124 Patients
12 %
Top 1 Percentile = 1235 Patients
36 %
Top 2.5 Percentile = 3126 Patients
50 %
Top 5 Percentile = 6177 Patients
61 %
Top 10 Percentile = 12354 Patients
73 %
*Data from 2010 Calendar Year Claims Data Across CCHP/CCRMC/HC Delivery
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Top 2.5% utilizers responsible for 83% of Readmissions (941 out of total 1133 Readmissions were accounted for by top 2.5% of patients)
Superutilizers – On Readmissions
Top 2.5%
Utilizers, 941,
83%
Next 2.5%
Utilizers, 125,
11%
Remaining 95%
Utilizers,67, 6%
Readmission Distribution
*Data from 2010 Calendar Year Claims Data Across CCHP/CCRMC/HC Delivery System
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Superutilizers - Where Is The Utilization?
5.3
0.8 0.1 0.4
20.3
3.8
1.5
10.7
0.0
5.0
10.0
15.0
20.0
25.0
Avg. Outpatient
Visit
Avg. ED Visit Avg. Inpatient
Admission
Avg. Inpatient
Days
All Patients
Top 2.5% Utilizers
*Data from 2010 Calendar Year Claims Data Across CCHP/CCRMC/HC Delivery System
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Superutilizers - On Burden of Disease
6.1
4.5
3.7
3.2
2.7
2.2 1.7
1.4 1.0 0.9
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
Top 10
Percentile
10-20
Percentile
20-30
Percentile
30-40
Percentile
40-50
Percentile
50-60
Percentile
60-70
Percentile
70-80
Percentile
80-90
Percentile
90-100
Percentile
Number of Comorbidities
*Data from 2010 Calendar Year Claims Data Across CCHP/CCRMC/HC Delivery System
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Two physicians and one epidemiologist asked:
Can we explain the drivers of readmission rate in the safety-net population based on what we see day-to-day in this small population?
And Hypothesized:
We can define “conditions of vulnerability” that are driving the readmission rate on this population based on clusters of ICD-9 codes that communicate vulnerable states.
Conditions of Vulnerability
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We defined 5 “conditions of vulnerability” by clusters of ICD-9 codes:
End-of-life
Frailty
Substance Use
Mental Illness
Chronic Pain/Immobility
Conditions of Vulnerability
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• Alcohol/drug-induced psychosis
• Opioid, Methamphetamine, Cocaine, other drug abuse
• Alcohol Abuse
• Alcohol or Drug Withdrawal • Esophageal Varices
• Ascites
• Hepatitis (alcoholic)
• Cirrhosis (alcoholic)
• Toxic ingestions
Conditions of Vulnerability: Substance Use
38% of Patients with Substance Abuse Diagnosis
13.6%
7.7%
Substance Abuse No Substance Abuse
Percent of patients with one or more readmission
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• Severe Mood Disorders
• Anxiety Disorders
• Psychoses
• Somataform
Conditions of Vulnerability: Mental Illness
18% of patients have at least one diagnosis associated with Mental Illness
17.0%
8.3%
Mental Health No Mental Health
Percent of patients with one or more readmission
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• Chronic pain syndromes
• Pressure ulcers in non-paraplegic
• Osteomyelitis, chronic
• Fistulas, intestinal, entero, vesicular
• Chronic, Non-Healing Wound
• Morbid Obesity
Conditions of Vulnerability: Chronic Pain, Immobility, Obesity
24% of patients have Chronic Pain/Immobility/Obesity
19.3%
7.0%
Immobility, Chronic Pain No Immobility, Chronic Pain
Percent of patients with one or more readmission
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Poisoning by Rx Meds
Dehydration Metabolic disorders Electrolyte disorders Delirium/Dementia Senility Failure to thrive Cachexia
Conditions of Vulnerability: Frailty
19.8%
6.0%
Frailty No Frailty
Percent of patients with one or more readmission
28 % of patients have at least one diagnosis associated with Frailty
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• Malignant Pleural Effusion
• Malignant Pain
• Malignant ascites
• Neutropenia (Chemo-induced)
• Aspiration Pneumonia
• Malignancies of digestive systems and Respiratory systems
• Ovarian Malignancies
• Hematologic Malignancy • Not in remission
Conditions of Vulnerability: End-of-Life
27.3%
7.9%
End of Life No End of Life
Percent of patients with one or more readmission
10% of patients have at least one diagnosis associated with End of Life
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Conclusion: Among patients with ambulatory sensitive admissions, a presence of a condition of vulnerability MARKEDLY increases risk of readmission for patient
Conditions of Vulnerability Drive Readmissions in Patients Admitted with PQI Diagnoses
15%
25%
11%
29%
16%
30%
13%
31%
15%
40%
WithoutSubstance
Abuse
SubstanceAbuse
WithoutFrailty
Frailty WithoutMentalHealth
MentalHealth
WithoutImmobility,
Chronic Pain
Immobility,Chronic Pain
Without Endof Life
End of Life
Pe
rce
nt
of
pat
ien
ts w
ith
on
e o
r m
ore
30
day
re
adm
issi
on
s
Readmissions among patients with ambulatory sensitive admissions
72% 171% 83% 138%
160%
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Conditions of vulnerability more significant than any other single disease or
demographic entity
Using ICD-9 codes indicators of basic needs instability exacerbated by
illness
Superutilizers Understanding and defining the populations at-risk for
becoming superutilizers can help us to design effective and compassionate interventions at the front end
Conclusions
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Ambulatory palliative care
Superutilizer program – High Intensity Health Home (Camden Model?)
Align and Integrate Mental Health, Behavioral Health and Physical Health services
Coordinate with our Public Health, Health Plan and Community partners and integrate social services across the system and into health care delivery sites
Conclusions
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PROACT Team: Patient Touchstone PROACT TEAM: Inpatient teams; Home Visit MDs; PROACT RN; Clinical Pharmacist; Case Mgmt Coaching (CTI); SNF FNP
Based on risk level: Phone Visit<72hrs PROACT Clinical Pharmacist
Coaching/Case mgmt. Home Health referral Home Visit MD High Intensity Health Home(?)
Warm Hand-offs/ active management
Primary Care Health Home
Connect to services: mental health specialty care addiction treatment hospice community support
PROACT
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PROACT Outputs
Risk stratification tool applicable to our safety net population Assess every hospitalized patient for readmission risk Deliver a variable intensity care intervention upon discharge
Every patient discharged from CCRMC will receive a post-discharge contact within 72 hours of discharge to assess obstacles with discharge plan and assist with follow-up plan
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Projected Savings from Readmissions Reductions
$196K/Mo now! (12% reduction 30-day readmits) $327K/Mo when we reach goal of 20% $3.9 Mil/Yr
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Contra Costa County Care Transitions (future state?)