Implicit Bias Is CMMI’s Latest Problem to Tackle

Advancing health equity is one of the five strategic objectives the CMS Innovation Center (CMMI) outlined in its Strategy Refresh back in November 2021.  It’s no surprise that health equity is becoming an increasingly important goal at CMMI as the Biden administration has made health equity a major priority since day one

However, CMMI has its work cut out for itself.  According to a July 2022 report, implicit bias is pervasive in at least three payment models, which signals challenges if CMMI is serious about advancing equity. 

Implicit bias is an involuntary bias that a person is unaware of.  Often times, negative attitudes and stereotypes can play a powerful role in shaping implicit bias, or “unconscious prejudice.”  Two top CMMI officials authored the report on implicit bias to analyze how implicit bias may be impacting beneficiary groups in payment models. 

In its analysis, CMMI only reviewed three models: the Comprehensive Care for Joint Replacement (CJR) Model, Kidney Care Choices (KCC) Model, and Million Hearts® Cardiovascular Risk Reduction Model.  CMMI selected these models because they represent a microcosm of CMMI models that vary by mandatory/voluntary status, financial methodology, and risk stratification. 

Overall, the report found that use of certain risk-assessment and screening tools, provider tools, and payment design and risk-adjustment algorithms has led to the exclusion of some beneficiaries from these models.  Here are some key findings:

  • The CJR Model tests bundled payment plans for participating providers that perform knee and hip replacements.  The report found beneficiaries receiving joint replacements were “less medically complex” than those receiving joint replacements at the same hospitals before model participation began.  The report also found that beneficiaries in the model are less likely to be dual-eligible, which indicates a lower socio-economic status.  It is also worth noting that Black Americans are likely to receive knee and hip replacements than White Americans. 
  • The KCC Model encourages nephrologists, dialysis facilities, and end-stage renal disease (ESRD) practices to focus on the total care of their patients and incentivizes kidney transplants for chronic kidney disease beneficiaries.  The analysis found that the model’s medical eligibility criteria may have inadvertently excluded Black American beneficiaries, despite the fact that Black Americans are over three times more likely to have ESRD. 
  • The Million Hearts Model provides financial incentives for practices to lower 10-year cardiovascular disease risk for the 30% of high-risk Medicare beneficiaries.  The evaluation found that despite being developed specifically for Black and White populations, the risk calculator used to predict risk scores underestimated risk among patients in other racial and ethnic groups that do not identify as White or Black as well as patients in lower-income households.   

CMMI acknowledged that its findings are “troubling” and underscore a need for a “more systematic evaluation of implicit bias in current and new models.”  As a next step, CMMI says it is working on a “step-by-step guide” to detect and address bias in current models and prevent bias from forming in future one.

While it’s encouraging to see CMMI has a plan to address implicit bias, the revelation that unconscious prejudice is prevalent in three key payment models only adds to the list of challenges CMMI needs to address.  According to an August 2021 report, only a handful of CMMI’s 40-plus models have met the center’s statutorily required goal of reducing costs or improving quality.  In addition to the Biden administration’s emphasis on health equity, the report’s findings likely catalyzed CMMI to lay out its strategic refresh in November 2021, which makes reducing costs and improving quality its “overarching goal.”  On top of CMMI’s difficultly of meeting its statutory obligations, the center now faces the challenge of addressing implicit bias, which may also be prevalent in additional payment models.

All in all, CMMI’s issues with reigning in costs, boosting quality, and stopping implicit bias could signal larger structural problems within the center.  Of note, CMMI’s problems are not lost on lawmakers, in May 2022, Sen. Cory Booker (D-NJ) and Rep. Terri Sewell (D-AL) introduced bicameral legislation to require the center to work with experts on health equity when developing and reviewing payment models.  

At least CMMI has acknowledged its challenges and is laying out plans to address them, including its strategic refresh and a forthcoming “step-by-step guide” on tackling implicit bias.  However, CMMI won’t be able to solve its problems overnight, and the center has a long way to go if it not only wants to achieve its statutory goals of bringing down costs and enhancing quality, but also take on new priorities like improving health equity.

How Is the Federal Government Doing on Health Equity?

Equity has been a cornerstone of the Biden administration since day one.  On his first day in office, President Joe Biden signed an executive order (EO) to advance racial equity across the federal government in many areas – including health. 

Policies to promote health equity are crucial to addressing health disparities, which affect populations with a lower socioeconomic status, rural communities, people with cognitive and physical disabilities, and communities of color.  For example, African Americans and Hispanic Americans are less likely to have health insurance coverage and more likely to have chronic health conditions than non-Hispanic whites. 

As the nation wraps up celebrating its second Juneteenth – a holiday paramount to the cause of racial equity – what steps has Congress and the administration taken since the president’s inauguration to advance health equity?

Health Equity and COVID-19

The EO called for the creation of the administration’s COVID-19 Health Equity Task Force, whose mission was to ensure that elements of the COVID-19 response, including the mass vaccination campaign, prioritized equity.  The task force ultimately played a pivotal role in the administration’s response to COVID-19 by addressing barriers to vaccinations like the need to take time off work and lack of transportation to vaccination centers. This ultimately led to the administration to advocate for paid leave to allow people to get vaccinated and reimburse their transportation costs to vaccination sites. 

Released in November 2022, the task force’s final report  coalesced around several key actions: investing in local community-based efforts, putting more resources into collecting data on health-related concerns by race and ethnicity, and increasing representation of people of color in the health care system.   The task force also recommended that the White House create a “permanent health equity structure” to coordinate health equity efforts across the executive branch, although the administration has yet to address this.

American Rescue Plan Act of 2021

Enacted in March 2021, the American Rescue Plan Act did much more than providing COVID-19 aid – it also made key investments in health equity by closing gaps in access to medical care, investing in community health, and addressing social determinants of health.  Funding provided by the law has since gone on to bolster initiatives like a $90 million investment to support data driven approaches to reducing health disparities. 

Health Equity Strategy at CMS

The Centers for Medicare and Medicaid Services (CMS) adopted an action plan on health equity in April 2022, which the agency outlined as a continuation of the administration’s drive to improve health equity.  Some of the goals laid out in the plan include increased outreach to individuals about the Affordable Care Act (ACA) marketplaces, promoting culturally and linguistically appropriate services, and gathering more data factors like ethnicity, language, income, and sexual orientation.

One of the ways the action plan has manifested is through the CMS Innovation Center (CMMI), which added “advancing health equity” as one of its five strategic objectives in 2022 .   

Legislation on Deck

Since the American Rescue Plan became law, lawmakers have been working on several bills aimed at improving health equity.  Examples include:

  • The Advancing Maternal Health Equity under Medicaid Act (H.R. 6612) – Provides a 90% federal matching rate for Medicaid maternal health care expenditures that exceed 2021 levels.
  • The Rural Health Equity Act (S. 3149) Establishes the Office of Rural Health within the Centers for Disease Control and Prevention (CDC) to serve as the primary point of contact within the CDC on rural health matters and coordinate public health research on issues affecting rural populations.
  • The Pursuing Equity in Mental Health Act (S. 1795/H.R. 1475) – Directs the federal government to award grants to establish inter-professional behavioral health care teams in areas with a high proportion of racial and ethnic minority groups.

What could happen next?  Although the window of opportunity for Congress to advance any sort of health equity legislation before the midterm elections is rapidly closing, the administration has yet to carry out many of the recommendations listed in the COVID-19 Health Equity Task Force’s report. This means there are still plenty of opportunities for the Biden administration to make strides on health equity over the next two years.