How does Medicare measure patient case mix? For the most part, Medicare uses the Hierarchical Condition Category (HCC) model. A recent CMS presentation describes the HCC model in more detail. Today I review where CMS applies the HCC model, provide an overview of the HCC methodology, briefly describe its performance, and give some background on how the HCC model was developed.
Applications
Medicare uses the HCC model to risk adjust spending in the following applications:
- Medicare Advantage Capitation Payment (Implemented in 2004, fully phased-in 2007)
- Shared Savings Program Accountable Care Organizations (To be implemented in 2012)
- Medicare Physician Quality and Resource Use Reports (Implemented in 2009)
- Hospital Quality Measurement for the Medicare Spending per Beneficiary (MSPB) measure. –(Implemented in 2012).
HCC Methodology
CMS-HCC model classifies all conditions but not all conditions used in payment/other applications. Most disease groups are high cost medical condition (cancer, heart disease, hip fracture). Conditions can be excluded because they do not predict future cost (e.g., appendicitis) or there is a High degree of discretion or variability in diagnosis, diagnostic coding, or treatment (e.g., symptoms, osteoarthritis). These conditions are generated from diagnosis codes on claims. Diagnosis codes from lab, radiology and home health claims are not used because they are not reliable and may indicate rule-out diagnoses. The number of times a diagnosis is recorded does not affect the model’s assignment of beneficiaries to health states.
The HCC algorithm starts with over 14,000 ICD-9-CM codes which are grouped into 805 diagnostic groups and then aggregated to 189 condition categories (CCs). From the CC’s, CMS creates 70 hierarchical condition categories where hierarchies imposed. For instance, Angina pectoris/ old myocardial infarction is not included in the acute myocardial infarction HCC (#81) but the CC for AMI is included.
The HCC model also includes demographic factors:
- 24 age-sex cells (e.g., male age 80-84);
- Medicaid dual eligible status;
- current disability status,
- original Medicare entitlement status
There are three separate HCC models used for the Medicare Advantage program: community, institutional, and new enrollee.
The HCC model is also used to adjust payments for beneficiaries with end-stage renal disease (ESRD), all of whom are enrolled in Medicare FFS. There are three HCC models for the ESRD population: dialysis, transplant, and functioning graft.
Physician QRUR uses age-disabled, community, new enrollee and ESRD models.
HVBP uses a single model with indicators for whether the beneficiary has ESRD or is in long term care
Performance
The model can only moderately predict cost. The R-squared is about 12%. This should not be surprising as variation in health care cost over time can be highly variable.
Development and Maintenance
The model originally developed under contract to CMS by researchers at Boston University and Research Triangle Institute (RTI) with clinical input from Harvard Medical School physicians and is currently maintained by RTI. The model is updated every year to incorporate new diagnosis codes and is recalibrated regularly on more recent diagnosis and expenditure data.
Bring Market Prices to Medicare
December 16, 2011 in Books, Health Insurance, Managed Care, Medicare, Medicare Advantage | 5 comments
Medicare is a government-run insurance program. Can policy changes be made to add competition to Medicare, maintain quality and reduce cost? A book titled Bring Market Prices to Medicare argues that it can through a competitive bidding process. This book makes a number of sensible arguments which I review today.
The main proposal of the book is a competitive bidding process for all Medicare plans. Currently, there is a form of competitive bidding only for Medicare Advantage (MA) managed care plans. The authors also argues for competitive bidding for fee-for-service (FFS) Medicare (i.e., Parts A and B). There is already a competitive bidding process for Medicare’s prescription drug program (Part D) which has worked well.
One of the main advantages of Medicare FFS is that beneficiaries do not need a referral for any services and are not limited to certain provider networks. However, Medicare beneficiaries do not pay for these added benefits. In addition, even if HMOs are more efficient than Medicare FFS, Medicare FFS beneficiaries still pay the same Part B premiums.
The authors want beneficiaries to face the true price differentials between the lowest cost plans and less efficient plans., regardless if the plan is Medicare FFS or an MA plan. Thus, beneficiaries would be responsible for any premium differences due to choosing a more expensive plan.
Currently, MA plans receive a variant of the average bid in their service area. The authors propose that Medicare would only pay for the lowest cost plan. This proposal would in essence be a transfer from plans and beneficiaries (who would have to pay the cost differential between the plan they choose and the lowest cost plan) to the government. Given the fiscal hole the federal government is facing, this is a good idea.
Authors also propose to eliminate the 25% tax on premiums. According to MedPAC, “Plans that bid below the benchmark also receive payment from Medicare in the form of a “rebate.” The law defines the rebate as 75 percent of the difference between the plan’s actual bid (not standardized) and its case mix-adjusted benchmark. The plan must then return the rebate to its enrollees in the form of supplemental benefits or lower premiums” The rebate structure gives plans a disincentive from lowering their bids since they only recover a share of the cost decreases.
Another issue focuses on regional adjustments. Living in New York is expensive and health care is more expensive in New York than in rural Mississippi. However, should Medicare subsidize New Yorkers because their health care is more expensive. The authors argue no, but poor individuals in high cost areas will be adversely affected by this policy choice.
A major issue is controlling quality. Plans could create low cost plans by providing low-quality care or failing to provide mandated services. Thus, CMS will need to regulate the plans. Plans with quality levels below a specific level would be barred from enrolling individuals or the government could force beneficiaries to pay additional premiums to enroll in these low quality plans. Public reporting of plan quality is also needed.
Strategic bidding is also a problem. Plans could collude to raise the bid price. However, by having Medicare FFS as an option will cap the amount colluding firms could increase prices. Further, a small firm could bid a very low amount and set the market. Medicare could set the benchmark at the lowest cost plan which meets a minimum size requirement.
Source:
Another Review of the Book:
Tags: AEI, Auction, Books, Competitive Bidding, HMO, Managed Care, Medicare