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Why Try to Kill the Physician

Daily Remedy by Daily Remedy
February 13, 2022
in Contrarian
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Why Try to Kill the Physician 2022.02.15

The king is dead, long live the king.

The reign of the physician is over, replaced by a system of nudges, consultants, and care gap analyses. The lone physician is now gone. In its wake resides a nexus of data and decision prompts, all interacting to standardize healthcare for patients.

Clinical decisions are made in rapid succession. Each correlating data with a decision until the process achieves peak efficiency. In such a system, physicians become an unnecessary expense and a rate-limiting step.

So physicians are replaced. Sometimes they are replaced with mid-level healthcare providers. Sometimes they are replaced with outsourced consultants. But in nearly all circumstances, clinical decisions transfer from an individual physician to a system of decision-making.

It is justified as a cost-cutting measure, as a way to eliminate extraneous costs from healthcare. But the underlying assumption is that the clinical decisions made by a system are equal to that of a physician. Sometimes that is true, but sometimes not.

And in emphasizing the cost of care alone, we overlook a more fundamental balance – between the cost of care and the quality of decision-making. We seem to believe the two are on the same side of the figurative healthcare scale, moving in unison. When in reality, they are weighed against one another, in determined opposition.

There comes a point, in the push for healthcare efficiency, where additional cost cutting measures compromise the quality of care. There is a limit to the number of physicians we can eliminate through a cost-effective system of patient care. It is defined by the nature of the individual clinical decision.

Some clinical decisions are considered simple, nearly reflexive. We do not need a physician to tell us to lose a few pounds to stave off the effects of obesity. Yet many decisions are considered complex. These are the decisions that require physician input. So it would appear that the balance between cost and quality of clinical decision-making is defined by the complexity of the underlying decision.

But, when evaluated in its full context, every decision in healthcare is in reality complex. We merely choose which decisions to simplify and which to keep complex. When a patient repeatedly presents with elevated blood pressure, many would naturally assume that the patient is hypertensive and prescribe a medication. This appears to be a simple decision.

But elevated blood pressure is a complex phenomenon, influenced by psychological, behavioral, and physiologic processes. An anxious person can have elevated blood pressure, just like someone who loves to eat processed foods with an extra dash of salt. When physicians diagnose someone with essential hypertension, they essentially acknowledge that they do not know the primary cause of the elevated blood pressure, but recognize that medications may help.

In healthcare, complexity abounds every decision. But to pursue every aspect of every clinical decision would render healthcare obsolete. It would collapse under the weight of its own impractically. Simplification becomes a necessary aspect of modern healthcare.

But the trend towards simplification became a pursuit for the oversimplified as we vied for efficiency as a proxy for cost savings. We can only go so far in this direction because healthcare is not simple – we just need to pretend it is in order to navigate through it.

Systems can only replace physicians when we find an optimal balance between decisions that can be simplified and those that must remain complex. But the more we learn about healthcare, and barriers to optimal patient outcomes, the more complex healthcare proves to be.

And the more complex healthcare becomes, the less we can rely on systems for clinical decisions – the balance tilts away from the simple. Eventually we must revert back to physicians as primary decision-makers, incurring additional costs accordingly. Otherwise, healthcare will not advance further.

So perhaps the presumed demise of the physician has been greatly exaggerated.

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Daily Remedy

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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In this episode, the host discusses the significance of large language models (LLMs) in healthcare, their applications, and the challenges they face. The conversation highlights the importance of simplicity in model design and the necessity of integrating patient feedback to enhance the effectiveness of LLMs in clinical settings.

Takeaways
LLMs are becoming integral in healthcare.
They can help determine costs and service options.
Hallucination in LLMs can lead to misinformation.
LLMs can produce inconsistent answers based on input.
Simplicity in LLMs is often more effective than complexity.
Patient behavior should guide LLM development.
Integrating patient feedback is crucial for accuracy.
Pre-training models with patient input enhances relevance.
Healthcare providers must understand LLM limitations.
The best LLMs will focus on patient-centered care.

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00:00 Introduction to LLMs in Healthcare
05:16 The Importance of Simplicity in LLMs
The Future of LLMs in HealthcareDaily Remedy
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