THE IMPACT OF ACO PARTICIPATION ON POST-ACUTE CARE UTILIZATION AMONG - - PowerPoint PPT Presentation

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THE IMPACT OF ACO PARTICIPATION ON POST-ACUTE CARE UTILIZATION AMONG - - PowerPoint PPT Presentation

THE IMPACT OF ACO PARTICIPATION ON POST-ACUTE CARE UTILIZATION AMONG MEDICARE BENEFICIARIES Amol Navathe, MD, PhD Academy Health Annual Research Meeting June 26, 2017 Department of Health The Leonard Davis Care Management Institute of


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THE IMPACT OF ACO PARTICIPATION ON POST-ACUTE CARE UTILIZATION AMONG MEDICARE BENEFICIARIES

Department of Health Care Management The Leonard Davis Institute of Health Economics University of Pennsylvania School of Medicine

Amol Navathe, MD, PhD Academy Health Annual Research Meeting June 26, 2017

Amol Navathe MD, PhD – not for reproduction without permission

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  • Medicare Post Acute Care (PAC) spending is

BIG ($60B in 2015)

  • PAC is the largest driver of spending variation

in Medicare

  • Medicare has introduced alternate payment

models such as bundled payment and ACOs, in part, to reduce unwarranted variation in PAC

Background

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  • Early evidence suggests ACOs achieved

small decreases in institutional PAC use and spending for beneficiaries attributed to ACOs

  • However, only 15% of beneficiaries are

attributed to ACOs

Study Motivation

Do the effects of ACOs spill over to all beneficiaries?

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  • To evaluate whether hospitals participating

in the Medicare Shared Savings Program (MSSP) experienced hospital-wide changes in PAC use and Medicare spending

Objective

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  • Design: Difference-in-differences study

comparing changes in PAC use and Medicare spending among patients admitted to ACO hospitals versus changes at non-ACO hospitals

  • Setting: National sample of hospitals and

Medicare-certified PAC providers between 2010-2013

Methods

  • 15,276 SNFs
  • 1,216 IRFs
  • 9,651 HHAs
  • 233 MSSP ACO hospitals

initiating in 3 waves

  • 3,103 non-ACO

hospitals

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  • Study Population: 11,683,573 Medicare

beneficiaries experiencing 26,503,086 hospital admissions

  • Outcomes: Proportion of discharges and

Medicare payments to SNFs, IRFs, and HHAs

  • Sub-groups: 6 of the most frequent conditions

for PAC use and highest-severity

Methods

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Sample Characteristics

ACO Non-ACO

Unique Beneficiaries 1,290,648 10,392,925 Total Number of admissions 2,933,534 23,569,552 Age 79.2 79.0 Male 42% 42% Black 8% 10% Elixhauser comorbidity score 9.0 8.8 Primary Diagnosis Lower extremity joint replacement 5.0% 5.1% Heart Failure 5.0% 5.2% Pneumonia 3.7% 4.1% 30-day Readmission Rate 16.3% 16.2% 30-day Mortality Rate 4.7% 4.9%

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Hospital and Market Characteristics

Hospital Number of beds Teaching status Ownership PAC in same hospital ACO HHA SNF IRF Market Number of ACOs ACO hospital admission share Number of PACs SNF IRF HHA Herfindahl-Hirschman index (HHI)

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0% 10% 20% 30% 40% 50% 60% 70%

Percent of Discharges Quarter

Non-ACO Hospitals ACO Wave 1 Hospitals ACO Wave 2 Hospitals ACO Wave 3 Hospitals

Unadjusted Trends in Institutional PAC (SNF/IRF) Use

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  • 5%
  • 4%
  • 3%
  • 2%
  • 1%

0% 1% 2% 3% 4% 5%

Change in Probability

Risk-adjusted Change in Probability of Discharge to Institutional PAC from ACO vs. Non-ACO Hospital

All High- Risk Hip Fx Joints CABG CHF COPD AMI

Patient Population

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  • 5%
  • 4%
  • 3%
  • 2%
  • 1%

0% 1% 2% 3% 4% 5%

Change in Probability IRF HHA SNF

Risk-adjusted Change in Probability of Discharge to Any PAC from ACOs with Co-Participating SNF, IRF, HHA

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  • $400
  • $300
  • $200
  • $100

$0 $100 $200 $300 $400

Change in PAC Payments IRF HHA SNF

Risk-adjusted Change in Medicare Payments by PAC type from ACOs vs. non-ACOs

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  • Hospital participation in an ACO did not

result in changes in PAC utilization or payments – statistical zeros

  • This was true even when considering high

PAC-use conditions like joint replacement and heart failure

  • Inclusion of hospitals and PAC providers in

the same ACO did not alter the effect

Conclusions

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  • ACO hospitals may differ from non-ACO

hospitals in unobservable ways because the program is voluntary

  • We focus on a sub-set of ACOs that include a

hospital

  • Use of administrative data may limit risk-

adjustment

Limitations

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  • ACO hospitals are not redesigning PAC referral

patterns hospital-wide, but selecting for attributed beneficiaries

  • Integration of hospitals and PAC providers

within ACOs may not be enough

  • This suggests a certain degree of caution on

the expectations for ACO programs to curb high PAC use and variation nationwide

Implications

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  • Co-investigators:
  • Rachel Werner, MD, PhD, University of

Pennsylvania

  • Alex Bain, BS, University of Pennsylvania
  • Funders:
  • AHRQ and NIA

Acknowledgements

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amol@wharton.upenn.edu

Questions?

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APPENDIX

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Hospital and Market Characteristics

Hospital (n = 3,336) ACO Hospitals (N=233) Non-ACO Hospitals (N=3103)

  • No. certified beds, mean (SD)

356 (279) 222 (220) RB ratio (Teaching status) (%) Non-teaching (RB ratio = 0) 65.67 81.31 Minor teaching (RB ratio < 0.25) 21.89 13.66 Major teaching (RB ratio ≥ 0.25) 12.45 4.99 Ownership (%) Government 10.30 18.34 Not for profit 82.40 58.06 For profit 7.30 23.60 PAC in same hospital ACO (%) HHA 25.32 NA SNF 13.73 NA IRF 51.93 NA Market (n = 307)b With ACO (N=95) Without ACO (N=212)

  • No. ACOs in market

1.38 (0.74) N/A ACO hospital admission in market (%) 32.38 (22.10) N/A

  • No. PACs in market (%)

SNF 73.43 (63.86) 39.15 (35.81) IRF 5.91 (6.01) 3.09 (3.36) HHA 51.69 (78.74) 22.36 (27.04) HHI, mean (SD)c\ Hospital 2171.96 (1844.53) 3185.14 (2022.89) Aggregate PAC 392.31 (275.00) 622.50 (423.50)

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0% 10% 20% 30% 40% 50% 60% 70%

Percent of Discharges Quarter

Non-ACO Hospitals ACO Wave 1 Hospitals ACO Wave 2 Hospitals ACO Wave 3 Hospitals

Unadjusted Trends in Home Health Agency Use

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  • 5%
  • 4%
  • 3%
  • 2%
  • 1%

0% 1% 2% 3% 4% 5%

Change in Probability

Risk-adjusted Change in Probability of Discharge to Any PAC from ACO vs. Non-ACO Hospital

All High-Risk Hip Fx Joints CABG CHF COPD AMI

Patient Population

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Change in Probability of Discharge to Post Acute Care from ACO Hospital, by Location

Unconditional Restricted to DRG groupb Unrestricted (n=25,528,375) High Risk, (n=5,173,403) Joint Replacement (n=1,275,791) Hip and Femur Fracture (n=408,487) Coronary Artery Bypass (n=165,139) Heart Failure (n=1,319,929) Chronic Lung Disease (n=1,101,764) Acute Myocardial Infarction (n=996,440) Discharge to PAC (95% CI) 0.000 (-0.003, 0.003)

  • 0.003 (-0.007,

0.002)

  • 0.009 (-0.018,

0.001)

  • 0.005 (-0.011,

0.002) 0.006 (-0.018, 0.030)

  • 0.002 (-0.011,

0.006)

  • 0.005 (-0.014,

0.003)

  • 0.001 (-0.001,

0.007) p-value 0.89 0.23 0.08 0.15 0.61 0.58 0.22 0.83 Discharge to SNF (95% CI) 0.000 (-0.003, 0.002)

  • 0.004 (-0.008,

0.000)

  • 0.006 (-0.019,

0.006)

  • 0.004 (-0.010,

0.011) 0.002 (-0.019, 0.022)

  • 0.002 (-0.009,

0.005)

  • 0.005 (-0.012,

0.001)

  • 0.003 (-0.008,

0.003) p-value 0.73 0.06 0.33 0.58 0.87 0.59 0.11 0.39 Discharge to IRF (95% CI) 0.000 (-0.002, 0.002) 0.000 (-0.002, 0.002) 0.001 (-0.007, 0.010) 0.0006 (-0.011, 0.012) 0.009 (-0.006, 0.023) 0.001 (-0.001, 0.003) 0.000 (-0.002, 0.001) 0.002 (0.000, 0.003) p-value 0.96 0.69 0.80 0.92 0.25 0.19 0.73 0.08 Discharge to HHA (95% CI) 0.001 (-0.002, 0.003) 0.001 (-0.002, 0.004)

  • 0.004 (-0.017,

0.009)

  • 0.001 (-0.006,

0.003)

  • 0.004 (-0.010,

0.031)

  • 0.002 (-0.008,

0.005) 0.000 (-0.006, 0.007) 0.000 (-0.006, 0.006) p-value 0.57 0.68 0.58 0.53 0.72 0.60 0.94 0.99 Conditional on Discharge to PAC Restricted to DRG group Unrestricted (n=10,218,784) High Risk (n=2,429,937) Joint Replacement (n=1,008,231) Hip and Femur Fracture (n=370,299) Coronary Artery Bypass (n=101,759) Heart Failure (n=513,743) Chronic Lung Disease (n=313,249) Acute Myocardial Infarction (n=220,427) Discharge to SNF (95% CI) 0.000 (-0.005, 0.005)

  • 0.003 (-0.009,

0.003)

  • 0.002 (-0.016,

0.013) 0.000 (-0.014, 0.014) 0.006 (-0.019, 0.032) 0.000 (-0.012, 0.012) 0.000 (-0.015, 0.015)

  • 0.004 (-0.021,

0.013) p-value 0.98 0.32 0.80 0.99 0.63 0.99 1.00 0.64 Discharge to IRF (95% CI) 0.000 (-0.034, 0.004) 0.001 (-0.003, 0.005) 0.002 (-0.009, 0.013) 0.001 (-0.012, 0.014) 0.009 (-0.013, 0.030) 0.003 (-0.002, 0.007)

  • 0.001 (-0.005,

0.004) 0.008 (-0.001, 0.014) p-value 0.92 0.50 0.66 0.87 0.43 0.20 0.82 0.03 Discharge to HHA (95% CI) 0.000 (-0.005, 0.004) 0.002 (-0.004, 0.007)

  • 0.001 (-0.015,

0.013)

  • 0.001 (-0.006,

0.004)

  • 0.015 (-0.040,

0.010)

  • 0.003 (-0.015,

0.009) 0.001 (-0.015, 0.016)

  • 0.004 (-0.020,

0.013) p-value 0.96 0.54 0.94 0.66 0.24 0.63 0.94 0.67

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Risk-adjusted Change in Probability of Discharge from ACOs with Co-Participating SNF, IRF, HHA

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10 20 30 40 50 60 70 Discharge Percent (%) Quarter

Percent Discharge to Home

Non-ACO Hospitals ACO Wave 1 Hospitals ACO Wave 2 Hospitals ACO Wave 3 Hospitals

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10 20 30 40 50 60 70 Discharge Percent (%) Quarter

Percent Discharge to SNF

Non-ACO Hospitals ACO Wave 1 Hospitals ACO Wave 2 Hospitals ACO Wave 3 Hospitals

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10 20 30 40 50 60 70 Discharge Percent (%) Quarter

Percent Discharge to IRF

Non-ACO Hospitals ACO Wave 1 Hospitals ACO Wave 2 Hospitals ACO Wave 3 Hospitals

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10 20 30 40 50 60 70 Discharge Percent (%) Quarter

Percent Discharge to SNF Conditional on PAC Discharge

Non-ACO Hospitals ACO Wave 1 Hospitals ACO Wave 2 Hospitals ACO Wave 3 Hospitals

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10 20 30 40 50 60 70 Discharge Percent (%) Quarter

Percent Discharge to IRF Conditional on PAC Discharge

Non-ACO Hospitals ACO Wave 1 Hospitals ACO Wave 2 Hospitals ACO Wave 3 Hospitals

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10 20 30 40 50 60 70 Discharge Percent (%) Quarter

Percent Discharge to HHA Conditional on PAC Discharge

Non-ACO Hospitals ACO Wave 1 Hospitals ACO Wave 2 Hospitals ACO Wave 3 Hospitals

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  • 5%
  • 4%
  • 3%
  • 2%
  • 1%

0% 1% 2% 3% 4% 5%

Change in Probability

Change in Probability of Discharge to SNF from ACO Hospital Conditional on PAC Discharge

Patient Population

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Change in Medicare PAC Payments and Length of Stay, by PAC Type

Payment by PAC Type ($) PAC Length of Stay (days) SNF (95% CI)

  • 108.33 (-228.23, 11.56)

0.027 (-0.508, 0.561) p-value 0.08 0.92 IRF (95% CI)

  • 119.46 (-304.87, 65.96)
  • 0.071

p-value 0.21 0.34 HHA (95% CI) 1.65 (-24.22, 27.53) 0.018 (-0.214, 0.073) p-value 0.90 0.86 Any PAC (95% CI)

  • 130.41 (-24.22, 27.53)
  • 0.008 (-0.395, 0.379)

p-value 0.03 0.97