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How Clinically Significant is a Healthy Diet?

A new rating system could help you cut through the health guidelines.

Aleksandr Aravkin by Aleksandr Aravkin
October 29, 2022
in Featured
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How Clinically Significant is a Healthy Diet?

The big idea

We developed a new method for assessing health risks that our research suggests should make it a lot easier for people to determine which health advice to follow – and which to ignore. The approach, recently published in the journal Nature Medicine, offers a straightforward way for both policymakers and the general public to assess the strength of evidence for a given health risk – like consuming red meat – and the corresponding outcome – ischemic heart disease – using a rating system of one to five stars.

The system we developed is based on several systematic reviews of studies regarding risk factors like smoking and health outcomes such as lung cancer. Well-established relationships between risks and outcomes score between three and five stars, whereas cases in which research evidence is lacking or contradictory garner one to two stars.

In our analysis, only eight of the 180 pairs that we analyzed received the top rating of five stars, indicating very strong evidence of association. The relationship between smoking and lung cancer, as well as the relationship between high systolic blood pressure – the higher of the two numbers in a blood pressure reading – and ischemic heart disease were among those eight five-star pairs.

This rating system enables consumers to easily identify how harmful or protective a behavior may be and how strong the evidence is for each risk-outcome pair. For instance, a consumer seeing a low star rating can use that knowledge to decide whether to shift a health habit or choice.

In addition, we created an online, publicly available visualization tool that displays 50 risk-outcome pairs that we discussed in five recently published papers in Nature Medicine.

While the visualization tool provides a nuanced understanding of risk across the range of blood pressures, the five-star rating signals that the overall evidence is very strong. As a result, this means that clear guidelines can be given on the importance of controlling blood pressure.

Why it matters

Clear messages and evidence-based guidance regarding healthy behaviors are crucial. Yet health guidance is often contradictory and difficult to understand.

Currently, most epidemiological analyses make strong assumptions about relationships between risks and health outcomes, and study results often disagree as to the strength of risk-outcome relationships. It can be confusing for experts and nonexperts alike to parse through conflicting studies of varying strength of results and determine if a lifestyle change is needed.

This is where our method comes in: The star-based rating system can offer decision-makers and consumers alike much-needed context before headline-grabbing health guidance is dispensed and adopted.

For example, the average risk of ischemic heart disease with a blood pressure of 165 mmHG – or millimeters of mercury, the basic unit used for measuring pressure – is 4.5 times the risk of the disease with blood pressure of 100 mmHG; but this is just a single estimate. The relative risk of ischemic heart disease increases by more than four times across the blood pressure range, and there is inherent uncertainty in the estimate based on available data. The rating of five stars incorporates all of this information, and in this case means that relative risk of ischemic heart disease across the entire range of exposures increases by at least 85%.

On the other hand, take the example of red meat consumption. Consuming 100 grams of red meat per day – as opposed to none – results in a very modest (12%) increase in risk for ischemic heart disease. That’s why it scores a rating of just two stars, consistent with only a weak association.

People should be well aware of their levels of exposure to risks classified with three to five stars, such as systolic blood pressure. By monitoring and keeping one’s blood pressure as low as possible, a person can substantially reduce the risk of developing ischemic heart disease.

What’s next

Our hope is that decision-makers will be able to use our star rating system to create informed policy recommendations that will have the greatest benefits for human health. We also hope the public can use the ratings and the visualization tool as a way to more clearly understand the current level of knowledge for different pairs of health risks and outcomes.

Aleksandr Aravkin, Associate Professor of Applied Mathematics, University of Washington; Christian Razo, Postdoctoral Fellow at the Institute for Health Metrics and Evaluation, University of Washington, and Jeffrey Stanaway, Assistant Professor of Global Health and Health Metrics Sciences, University of Washington

This article is republished from The Conversation under a Creative Commons license. Read the original article.

Source: The Conversation
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Aleksandr Aravkin

Aleksandr Aravkin

Mr. Aravkin is an Associate Professor in the Department of Applied Mathematics and Director of Mathematical Sciences at the Institute for Health Metrics and Evaluation (IHME) at the University of Washington. At IHME, my team leads development and applications of mathematical tools for global health applications, together with software implementations. We work closely with domain scientists to understand emerging challenge and to conduct large-scale analyses using new tools. In Applied Mathematics, I work on developing and analyzing new optimization algorithms, which are key tools for statistical and epidemiological models as well as for machine learning and data science.

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Videos

Summary

In this episode of the Daily Remedy Podcast, the host delves into the evolving landscape of healthcare consumerism as we approach 2026. The discussion highlights how patients are increasingly becoming empowered consumers, driven by the rising costs and complexities of healthcare in America. The host emphasizes that this shift is not merely about convenience but about patients demanding transparency, trust, and agency in their healthcare decisions. With advancements in technology, particularly AI, patients are now equipped to compare prices, switch providers, and even self-diagnose, fundamentally altering the traditional patient-provider dynamic.

The conversation further explores the implications of this shift, noting that patients are seeking predictable pricing and upfront cost estimates, which are becoming essential in their healthcare experience. The host also discusses the role of technology in facilitating this change, enabling a more fluid relationship between patients and healthcare providers. As healthcare consumerism matures, the episode raises critical questions about the future of patient engagement and the collaborative model of care that is emerging, where decision-making is shared rather than dictated by healthcare professionals alone.

Takeaways

Patients are becoming empowered consumers in healthcare.
Healthcare consumerism is maturing into a demand for transparency and trust.
Technology is enabling patients to become strong economic actors.
Patients want predictable pricing and upfront cost estimates.
The shift towards collaborative decision-making is changing the healthcare landscape.

Chapters

00:00 Introduction to Healthcare Consumerism
01:46 The Rise of Patient Empowerment
04:31 Technology's Role in Healthcare Transformation
07:16 The Shift Towards Collaborative Decision-Making
09:44 Conclusion and Future Outlook
Healthcare Consumerism 2026: A New Era of Patient Empowerment
YouTube Video dcz8FQlhAog
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Analysis of the DHHS “Real Food” Initiative

Analysis of the DHHS “Real Food” Initiative

by Daily Remedy
January 18, 2026
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EXECUTIVE SUMMARY The Department of Health and Human Services has launched a transformative public health initiative through the RealFood.gov platform, introducing revised Dietary Guidelines for Americans that represent a fundamental departure from decades of nutritional policy. This initiative, branded as "Eat Real Food," repositions whole, minimally processed foods as the cornerstone of American nutrition while explicitly challenging the role of ultra-processed foods in the national diet. The initiative arrives amid a stark public health landscape where 50% of Americans have...

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