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Learning Medical Uncertainty

Daily Remedy by Daily Remedy
June 12, 2022
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Learning Medical Uncertainty

The first time we see it is when we first learn how to create a differential diagnosis. Uncertainty in medicine is the figurative space around the nucleus of medical knowledge. But to understand healthcare at its most fundamental level, we must study what surrounds the nucleus, the vast expanse of medical uncertainty.

It is less glamorous than reviewing data from the latest medical device or examining the highest resolution imaging study. But it is far more important.

What we do not know determines how we respond, and consequently, how we decide. Only we do not see it this way. We think in associations, grouping clinical symptoms and lab values and imaging results with the most likely diagnosis that we memorized to go along with that grouping. In this vein, medicine is a glorified game of memory recall.

But when we rely on memory, we emphasize only what we know, which is diametrically opposite to how we make decisions – that together produces a curious contradiction.

Take the example of appendicitis. It is a straightforward diagnosis with a defined treatment, surgery. But the diagnostic symptoms and signs of appendicitis, on closer examination, are not as cut and dry as we would imagine.

The diagnosis comprises three criteria – right lower quadrant pain, nausea and vomiting, and elevated white blood cell (WBC) count. Of the three, only the latter is data, the other two are subjective and rely heavily on patient input.

This is the problem. Findings that come from subjective evaluations of the patient do little to address the uncertainty. So even if a patient presents with pain and vomiting, the uncertainty remains. The physician is unsure whether to diagnose appendicitis or request lab work to measure the WBC.

In contrast, if the patient presents with an elevated WBC and one of the two subjective symptoms, then the physician would be more willing to diagnose the patient with appendicitis and proceed to surgery.

In both scenarios, only two of the three criteria are present, but the relative uncertainty of each criterion varies, with the elevated WBC decreasing uncertainty far more than the other two. This is the problem with memory-based medicine. We know the facts. We can cite the data. But our decisions are based on the underlying uncertainty within the facts and data.

Memory has nothing to do with it. Memory comes only from what we know. Uncertainty comes from what we do not know. The two are different, but in our minds, we mix the two. So we often make clinical decisions more to safeguard against any uncertainty, though we consider the decision to be irrelevant to what we believe the diagnosis to be.

And while the degree of uncertainty decreases as we gather new information, it never goes away. We just focus on it less after minimizing it. So when we make a decision, we assume the uncertainty has been fully addressed. It is a trick we play on ourselves. We replace the lingering uncertainty with the perception of confidence. This is why few in medicine ever acknowledge they are wrong.

But we are wrong more times than we care to admit. And sometimes, we appear to be right even if our thinking is actually wrong. This is the nature of uncertainty. It is always present in some form or another.

Systemic uncertainty, that which always remains unknown, affects all of medicine. No decision is made without some degree of uncertainty. Instead of covering it up through the feigned confidence of memorized associations, we must embrace it and use it in clinical decisions.

Epistemology, the study of knowledge, how we know what we know, focuses on studying just that – how we take uncertainty, minimize it, and convert it into a factor for making decisions.

It is a more robust way of making clinical decisions than memory-based associations. When we use frameworks of uncertainty, we embrace what we do not know and we actively calibrate knowledge with uncertainty.

We avoid the contradictory thoughts that arise when we mix memorized facts with the uncertainty in those facts. Now, instead of making clinical decisions to avoid uncertainty, we make decisions because of the uncertainty.

The greatest decision-makers are those who actively acknowledge uncertainty in their decisions. We in medicine, in our quest to standardize and optimize all things clinical, have removed uncertainty from the decision-making process. We replaced it with associations because they are easy, quick, and readily repeated – in other words, they can be standardized.

Now, to advance the field of clinical decision-making, we should develop a better understanding of what we do not know – and finally learn to embrace the uncertainty.

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Dr. Jay K Joshi serves as the editor-in-chief of Daily Remedy. He is a serial entrepreneur and sought after thought-leader for matters related to healthcare innovation and medical jurisprudence. He has published articles on a variety of healthcare topics in both peer-reviewed journals and trade publications. His legal writings include amicus curiae briefs prepared for prominent federal healthcare cases.

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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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