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Healthcare in 2022 Will Be Irrational

Daily Remedy by Daily Remedy
January 1, 2022
in Contrarian
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Healthcare in 2022 Will Be Irrational

We consider progress in healthcare as a march towards efficiency.

We strive for greater access to healthcare, better patient outcomes, and lower costs of care – all defined through a series of metrics, some clinical and some financial, all in service of efficiency.

But efficiency can only go so far. Eventually efficiency erodes into our behavior as patients. And when the yolk of efficiency curtails what we perceive to be our fundamental liberties, the march towards efficiency will have ended. It is that simple – and that irrational.

Most patients at risk of diabetes know to monitor their diet and remain physically active. Yet most do not maintain the behaviors necessary to stave off diabetes. As a result, diabetes is a commonly diagnosed condition in the United States.

It is also called a lifestyle disease, implying that certain lifestyles predispose patients to diabetes. Behavioral choices that many diabetics engage in that are harmful for their health. While behaving in ways that worsen a disease may seem irrational, it is also what makes us who we are.

Many families and cultures are defined by traditions of holidays and celebratory meals. Most of these traditions involve unhealthy behavior. But hardly anyone would suggest that we should stop celebrating and adhere steadfastly to a regimented diet. Yet this would be the ideal course of action. And to encourage otherwise would be irrational.

From this perspective, irrationality and efficiency are opposites in healthcare. In the march towards efficiency, irrationality is sometimes seen as an impediment – something to overcome. In recent years, we have attempted to make healthcare efficient through a slew of technological and financial innovations, advancing healthcare at a pace never seen before.

But it has not made healthcare efficient. For that, we need behavioral changes that we are simply not willing to make. We want to be irrational – at the cost of efficiency.

So far we have avoided directly addressing the issue, conveniently ignoring irrational behavior in the name of healthcare innovations as we march along the path of efficiency. But now we have come to where it is directly limited by irrationality.

In chemistry, complex reactions are defined by its rate limiting step. If we apply this analogy to healthcare, we would define healthcare by irrationality as it is the rate limiting step towards efficiency. Therefore, the value of any novel innovation or technology intended to make healthcare more efficient will be defined through the lens of irrationality.

We currently look at irrationality as implicit to healthcare – something to acknowledge but not necessary to directly address. In 2022, we must look at irrationality as an integral aspect of patient behavior and work to address it head on – discuss it directly with patients.

Currently, most current efforts that focus on behavioral change fall in the realm of patient education. Traditionally, this has meant discussing common symptoms and treatments for chronic diseases while raising awareness – with the goal of making patients behave in more health conscious ways. Unfortunately, this has proven not to work.

Despite the increasing prevalence of healthcare information and resources for patient education, patients continue to behave in irrational ways. Increasing access to patient information has not limited irrational behavior. We must stop assuming the two are related – patient education does not affect irrational patient behavior. We need new ways to study and address irrational behavior.

Fortunately, marketing psychologists have studied irrationality in consumer behavior for decades. In fact, some of the most famous marketing campaigns targeted irrational behaviors – by targeting irrational emotions and thought patterns in consumers.

It makes no sense to purchase a thousand dollar phone every few months, yet Apple has become one of the most profitable companies in the world by ritualizing irrational purchasing habits.

As counterintuitive as it may seem, healthcare must directly address irrational patient behaviors to implement the behavioral changes needed to become efficient.

We will face barriers when initially focusing on irrational patient behaviors. Some will say it is unethical to encourage behavioral changes in such ways. But eventually we will realize that patients are motivated by irrational emotions and thoughts, not by patient education or healthcare information.

Once we realize what truly motivates patients and encourage behavioral changes along those lines, healthcare will continue its march towards efficiency.

But for now we remain in a standstill – waiting until we learn that for healthcare to become efficient, it must become irrational.

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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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Videos

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.

Chapters

00:00 Introduction to LLMs in Healthcare
05:16 The Importance of Simplicity in LLMs
The Future of LLMs in HealthcareDaily Remedy
YouTube Video U1u-IYdpeEk
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Can lowering tau biology translate into a clinically meaningful slowing of decline in people with early symptomatic Alzheimer’s disease? That is the practical question behind BIIB080, an intrathecal antisense therapy designed to reduce production of tau protein by targeting the tau gene transcript. In a phase 1b program originally designed for safety and dosing, investigators later examined cognitive, functional, and global outcomes as exploratory endpoints. The clinical question matters because current disease-modifying options primarily target amyloid, while tau pathology tracks...

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