payment innovations in healthcare and how they affect ... · estimated spending on computed...

1 Dr. Christian Wernz

Payment innovations in healthcare – and how they affect hospitals and physicians

Christian Wernz, Ph.D. Assistant Professor

Dept. Industrial and Systems Engineering Virginia Tech

Abridged version of the presentation given at: Work-In-Progress Session

Office for Clinical Practice Innovation, George Washington University December 19, 2014

The U.S. healthcare system is expensive

Poland

Portugal

Czech Republic South Korea

France

UK Iceland

Finland

Germany Canada

Denmark Austria

Australia

United States

R2=0.72

Per capita health care spending, 2011

Data Source: OECD Health Statistics (2013) Per capita GDP, 2011

USD at purchasing power parity (PPP)

Despite high expenditures, overall quality is low

Source: The Commonwealth Fund (2014), SelectUSA.commerce.gov (2014)

Ranking 11 10 9 8 7 6 5 4 3 2 1

Overall quality

Technology availability

Quality care

Access

Efficiency

Equity

Healthy lives

US CAN FRA NZ NOR GER NETH AUS SWE SWIZ UK

U.S. is No.1 in technology availability

Source: The Commonwealth Fund (2014), SelectUSA.commerce.gov (2014)

Ranking 11 10 9 8 7 6 5 4 3 2 1

Overall quality

Technology availability

Quality care

Access

Efficiency

Equity

Healthy lives

US CAN FRA NZ NOR GER NETH AUS SWE SWIZ UK

Treatment of U.S. patients is technology intensive and expensive

Source: OECD iLibrary (2014), the Commonwealth Fund (2013)

Reimbursement price per procedure

Quantity x Price

CT scans

per 1000

population

$566 $183 $125 $124

Estimated spending on computed tomography (CT) procedures, 2012

United States

France

Canada South Korea

Hospitals rank imaging as top spending priority

Imaging

Emergencydepartment

Surgery

Ambulatory care

Cancer center

Interventional suite

Laboratory

Cardiology

Currently under construction Planned in the next three years

Source: HFM/ASHE construction survey (2011)

Year 2011

U.S. healthcare spending breakdown, 2010

Hospitals are major cost producers

Hospitals 25%

Direct administrative costs 13%

Retail products/services 4%

Prescription drugs 8%

Long-term care 7%

Source: Deloitte (2012)

Physician and clinical services 16%

Supervisory care 15%

Other services 8%

Dental services 3%

Expensive, low quality

Technology intensive

Hospital based

Opportunity: Reduce cost and increase quality for technology usage and investments in hospitals

Quantity x Price

$566 $183 $125 $124

United States

France

CanadaSouth Korea

U.S. health care spending breakdown, 2010

Poland

Portugal

Czech RepublicSouth Korea

France

UKIceland

Finland

Germany Canada

DenmarkAustria

Australia

United States

R2=0.7229%

USD at purchasing power parity (PPP)

President's Council of Advisors on Science and Technology (PCAST), May 2014: “The predominant fee-for-service payment system is the primary barrier to great use of systems methods and tools in health care, as it serves as a major disincentive to more efficient care…”

“Positively shaped health care incentives increases both efficiency and quality of care.”

The Center for Medicare & Medicaid Services (CMS) is working on payment innovations and is piloting a variety of reimbursement methods that pay for quality, and not quantity.

U.S. healthcare is complex, and a better understanding of the system is needed

Environment

Organization

Care Team

Patient

Regulation, policy, market

Infrastructure, resource

Frontline care providers

Regulators Insurance

Companies Medicare, Medicaid

Research Funders

Health Care Purchaser

Hospitals

Outpatient Clinics

Nursing homes

Rehabilitation Centers

Physicians

Nurses

Family Members

Patients

I will present two research projects

Patient

Physician

Medicare

① ② ③

④ ⑤

⑥ ⑦

Hospital

1. Designing multi-level incentives for healthcare systems

2. Helping hospitals make better technology investment decisions.

How to get from reality to math?

* 1 * 2 *

2 1 20 1

( | ) ( ) ( ) ...R H R R

hMax a C C

Hospital

Physicians

CT scan

Buy newCT scanner

CT availability

Status quo

Medicare billings Patient health

High High

Low Low

Incentive from CMS

Decisions Outcomes

Alternative

Stakeholders

Incentive

Uncertainty

1. The agent interdependence diagram captures decisions, outcomes, interactions

2. The detailed graphical representation allows for micro-modeling

Hospital

Physicians

CT scan

Buy newCT scanner

CT availability

Status quo

High High

Low Low

Incentive from CMS

Decisions Outcomes

Alternative

Stakeholders

Incentive

Uncertainty

3. The mathematic formulation is based on Multiscale Decision Theory (MSDT)

0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.40

change coefficient c

Area 1

Area 2a

Area 4

Area 2b

Area 3

Area 5b

Area 5a

| ,SUP SUP INF SUP

final i j mp s s a

|INF INF INF

j np s a

Influence

on transition

probability

Influence

on reward

| , , | | ,INF SUP INF INF INF SUP INF INF INF SUP SUP INF SUP

final m n final j i j n final i j m

E r a a r s s p s a p s s a

| , | | ,SUP SUP INF SUP SUP INF INF INF SUP SUP INF SUP

final m n final i j n final i j m

E r a a r s p s a p s s a

| , | | ,SUP SUP INF SUP SUP SUP SUP SUP INF SUP

final i j m i m i j mp s s a p s a f s s a

,INF INF SUP INF INF SUP SUP

final j i j ir s s r s b r s SUP SUP SUP SUP

final i ir s r s

Different inventive programs exist

High Low Provider Financial Risk

Fee for Service (FFS)

Pay for Performance (P4P)

Medical home

Shared savings

Bundle payment

We modeled the Medicare Shared Saving Program (MSSP)

Hospital and physicians form an Accountable Care Organization (ACO) to coordinate care of Medicare patients

Standard Reimbursement (as before): Physicians/radiologists: Fee for service Hospital: Diagnosis-related groups for inpatients Outpatient prospective payment system

MSSP Incentive: ACO receives 50%-60% of cost savings when achieving quality goals

Physicians

CT scan

Alternative

Stakeholders Decisions Uncertainty Outcomes

Agent P 0 1Pa PrP sb,c

P | a p

P( ) = ab,c;p

P S P = s1,1

P ,… sb,c

P ,… ,sB,C

Physicians’ decision and outcomes related to CT scans

Hospital

Buy advancedCT scanner

Status quo

Maintenancecosts

Operatingcosts

Physicians

CT scan

Alternative

Bundled incentive from CMS

Incentivepassed onto physicians

Stakeholders Decisions Uncertainty Outcomes

Hospitalreputation

Hospital and physicians affect each other

Incentive for H Investment decision

Operating &

Maintenance cost

Hospital

reputation payoff

Incentive for P Interdependencies

Converting the graph into math

Hospital

| , , ,H H H P CMS H H P H P H P

final total h h hE r E r a a g a a g a a

Payoff before incentive for H:

Final payoff for H:

Reward Probability

Payoff before incentive Bundled incentive Distributed incentive

Converting the graph into math

Physician

Payoff before incentive for P:

Final payoff for P:

| , ,P P H P H P H P

final total h hE r E r a a g a a

Payoff before incentive Distributed incentive

Reward Probability

Incentives from CMS to ACO

Bundled incentive from CMS to Hospital:

Distributed incentive from Hospital to Physician:

Benchmark set by CMS

, ,H P H P CMS H H P

h hg a a m g a a

Sharing percentage set by Hospital

E gCMS®H a

H ,aP( )éë

= 50% × M - E(rcost

H | ah

H ,aP ) - E(rcost

P | ah

H ,aP )éë

Decision problem is a sequential game

Results: Incentives can prevent new equipment purchase and lower CT scan rate

M=35 m=0.5

CT scan rate

a 50-50 split of CMS incentives between H and P

Physicians’ optimal CT scan rate depends on incentive and equipment

0.2 0.4 0.6 0.8 1.0Test rate

P's payoff

With incentive, investment No incentive, investment

No incentive, status quo

With incentive, status quo

Scan rate

P’s reward

Physician payoff

CT scan rate

How should hospitals and physicians split the incentive?

26 28 30 32 34Benchmark M

Optimal sharing percentage mOptimal sharing percentage m*

Benchmark M

all goes to Physician

Hospital keeps all

In summary…

Physicians

- Incentives motivate physicians to reduce CT scan rate.

Hospitals

- Incentives can reduce hospital’s propensity to invest in

additional equipment.

- Given challenging cost benchmarks, hospital passes on all

incentives to physicians, which results in largest CT scan

reduction.

- The incentive distribution mechanism can be designed to

maximize the payoffs of their members.

Policy maker / CMS

- The cost benchmark has to be set just right to induce

desired behavior, or otherwise the incentive is not effective.

In summary…

Next steps: YOU can help

1. Revise model and remove assumptions to get closer to clinical practice / reality

2. Calibrate and validate model through data

Project 2: Helping hospitals make better technology investment decision

Board of Directors

Departments

Physicians

Patient

Physician

Medicare

① ② ③

④ ⑤

⑥ ⑦

Hospital

Large number of capital requests compete for small budgets

Current investment decision-making is informal and unstructured

Ad-hoc, heuristic, political

decisions

Too many variables to

consider

Pressure from physicians,

patients and donors

Limited information,

high uncertainty

Multiple objectives,

some hard to quantify

Decision analysis can make this process more transparent and systematic

• All objectives are taken into account

• Analysis of different trade-offs

• Getting stakeholders involved

Objective and balanced decision

making

Project objectives:

• Provide hospital executives with a structured decision-making framework

• Apply SMART (Simple Multi-Attribute Rating Technique) in a hospital setting using real investment alternatives

• Prepare for SMART session through student mock panels

We identified investment objectives reviewing literature and best practices

Objectives Attributes

Financials Net present value

Quality Quality Adjusted Life Years

Strategic importance Growth in market share

Infrastructure Productivity increase

Increase on patient satisfaction

Ease of implementation Low level of disruption, high usability, short learning curve

SMART in action: Session with hospital executives

Scoring of alternatives

Assessment of Weighted

Single Dimensional

Values

Selection of investment alternatives

Sensitivity Analysis

Budget: 2.5 million $

Alternatives: 1. CT scanner dose reduction software, $192K 2. New CT scanner, $732K 3. CT scanner lease buyout, $292K 4. New Mammography unit, $468K 5. Mammography refurb, $160K 6. Da Vinci surgical robot, $2,000K

1. Investment alternatives were scored across five objectives

Direct Assessment

Linear relationship between NPV values

Value Scale

Financial impact

Clinical impact

Market share

Routine infrastructure

Staff-physician relationships

Single Dimensional

Values

2. We derived weights for each objective

Financial impact

Clinical impact

Market share

Routine infrastructure

Staff-physician relationships

Points

Weights (%)

Single Dimensional

Values

3. We calculated weighted values for each alternative on each objective

Single Dimensional

Values

4. The alternatives were ranked based on Value/$

Single Dimensional

Values

5. Hospital executives chose a portfolio of alternatives that meets the budget

Single Dimensional

Values

6. We performed a sensitivity analysis around the objectives’ weights

Single Dimensional

Values

Participants confirmed feasibility and value of SMART for hospital’s decision process

Survey scores

Intuitive Can be incorporated into hospital’s decision-

making practice

“…this is the best thing I’ve done all week”

“I need more and better information on proposed investment alternatives”

Feedback from executives

In summary…

• We implemented SMART in a hospital using actual investment alternatives

– Hospital executives found the method intuitive

– They believe it can be incorporated into their organization’s practice

• Participants realized information availability and accuracy are critical

Thank you!

www.wernz.com

payment innovations in healthcare and how they affect ... · estimated spending on computed...

Documents

computed tomography - union...

computed tomography and computed tomography arthrography...

policy no. 230, cardiac computed tomography, cardiac...

2d digital radiography 3d computed tomography inspection...

report (computed tomography)

positron emission tomography/computed tomography: protocol

computed tomography (ct) quality assurance16. 59 use of...

cardiovascular computed tomography

positron emission tomography/computed tomography...

computed tomography machine

prof. dr. philippecattin: computed tomography contents...

computed tomography scanning

services in computed tomography and computed …

single-photon emission computed tomography/computed...

prof. dr. philippecattin: computed tomography …prof. dr....

ray computed tomography

computed tomography orthopedic

computed tomography scan

computed tomography basics

computed tomography rad309