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American Focus > Blog > Health and Wellness > How cardiologists addressed bias in a clinical algorithm
Health and Wellness

How cardiologists addressed bias in a clinical algorithm

Last updated: September 6, 2024 5:08 am
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How cardiologists addressed bias in a clinical algorithm
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Critics argued, however, that overprescribing medications like statins can lead to unnecessary side effects and costs for patients who may not actually benefit from them. And beyond the potential harm at the individual level, there are broader implications for how these algorithms shape medical practice and reinforce harmful stereotypes about race and health.
For Wright, the debate over race-based clinical algorithms hits close to home. As a Black physician and health equity advocate, he knows all too well the impact of systemic racism on health outcomes for marginalized communities. He has seen firsthand how biases in the healthcare system can lead to disparities in access to care and quality of treatment.
But he also recognizes the complexity of the issue. Race, he acknowledges, is an important factor in understanding health disparities and identifying populations at higher risk for certain diseases. However, he argues that using race as a proxy for biological differences can be misleading and perpetuate harmful stereotypes.
Wright believes that the key to addressing health inequities lies in addressing the root causes of disparities, such as poverty, discrimination, and lack of access to quality healthcare. By focusing on social determinants of health, clinicians can provide more personalized and effective care that takes into account the unique needs and challenges of each patient.
The development of tools like PREVENT, which exclude race and incorporate social factors into risk predictions, represents a step in the right direction. By moving away from race-based algorithms and towards a more holistic approach to healthcare, clinicians can better serve their patients and work towards achieving health equity for all.
As the debate over race-based clinical algorithms continues, Wright remains committed to advocating for evidence-based, equitable healthcare practices. He believes that by challenging entrenched biases and embracing a more inclusive and compassionate approach to medicine, we can create a healthcare system that truly serves all patients, regardless of their race or background. But Wright couldn’t shake the feeling that his treatment was based on a flawed system that didn’t fully take into account the complexities of his individual health profile. He knew that there were other factors at play beyond his race that could be impacting his cardiovascular risk.

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As the conversation around race-based medicine continues to evolve, more and more healthcare professionals are realizing the limitations of using race as a predictor of health outcomes. The development of tools like the PREVENT calculator, which factor in social determinants of health, is a step in the right direction towards more personalized and accurate risk assessments.

However, the road ahead is not without its challenges. Collecting and analyzing data on social determinants of health is a complex task that requires resources and expertise. Doctors and healthcare systems will need to adapt to these changes and find ways to incorporate this information into their practice in a meaningful way.

For patients like Joseph Wright, this shift towards a more holistic approach to healthcare is a welcome change. By moving away from race-based calculations and towards a more comprehensive understanding of individual health profiles, doctors can provide more personalized and effective care.

Ultimately, the goal is to ensure that all patients receive the best possible care based on their unique needs and circumstances. By addressing the limitations of race-based medicine and embracing a more inclusive and nuanced approach to healthcare, we can work towards a future where disparities in health outcomes are minimized, and everyone has equal access to quality care. After questioning his doctor’s recommendation to take statins for his heart health, Wright decided to undergo a coronary calcium score test to measure the level of plaque build-up in his arteries. As he awaited the results, he came across the new PREVENT calculator developed by the AHA, which had recently been published for doctors to use. The tool, which does not take race into account, showed that Wright’s 10-year risk had dropped from intermediate to borderline, confirming his doubts about taking statins.

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Research has shown that the implementation of the PREVENT tool could significantly reduce the number of Americans flagged as needing statins, with the most impacted groups being Black patients and adults between 70 and 75. The creators of PREVENT acknowledge that it is an experiment aimed at predicting heart disease risk accurately without using race as a factor. However, it is not a solution to all of cardiology’s problems or the disparities in heart disease, which have multiple underlying causes.

The ultimate goal is for PREVENT to replace the ASCVD calculator in clinical guidelines, but this process could take years as researchers work to determine how the tool should be used in real-world clinical practice. In the meantime, many physicians will continue to use the race-based ASCVD equations, highlighting the slow adoption of new methods in healthcare.

Wright’s calcium score results came back as zero, contradicting the race-based predictions made by the calculator. His doctor decided to hold off on prescribing him daily statins based on this new information. Wright was surprised to see the impact of race-based predictions on his actual biology and expressed concerns about the time it would take for healthcare systems to embrace race-free risk assessment tools and incorporate social risk factors into patient care.

The challenge lies in how quickly these changes can be implemented in clinical practice and how soon physicians can start offering community resources alongside prescriptions based on a patient’s social risk factors. The disparity in healthcare outcomes for different population groups underscores the importance of adopting more inclusive and accurate risk assessment tools like PREVENT.

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