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    The Future of LLMs in Healthcare

    The Future of LLMs in Healthcare

    January 26, 2026
    The Future of Healthcare Consumerism

    The Future of Healthcare Consumerism

    January 22, 2026
    Your Body, Your Health Care: A Conversation with Dr. Jeffrey Singer

    Your Body, Your Health Care: A Conversation with Dr. Jeffrey Singer

    July 1, 2025

    The cost structure of hospitals nearly doubles

    July 1, 2025
    Navigating the Medical Licensing Maze

    The Fight Against Healthcare Fraud: Dr. Rafai’s Story

    April 8, 2025
    Navigating the Medical Licensing Maze

    Navigating the Medical Licensing Maze

    April 4, 2025
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    AI in Healthcare Decision-Making

    AI in Healthcare Decision-Making

    February 1, 2026
    Patient Survey: Understanding Healthcare Consumerism

    Patient Survey: Understanding Healthcare Consumerism

    January 18, 2026

    Survey Results

    Can you tell when your provider does not trust you?

    Can you tell when your provider does not trust you?

    January 18, 2026
    Do you believe national polls on health issues are accurate

    National health polls: trust in healthcare system accuracy?

    May 8, 2024
    Which health policy issues matter the most to Republican voters in the primaries?

    Which health policy issues matter the most to Republican voters in the primaries?

    May 14, 2024
    How strongly do you believe that you can tell when your provider does not trust you?

    How strongly do you believe that you can tell when your provider does not trust you?

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Home Perspectives

Thoughts of a South Side GI

Musings on my ride home

Mahesh Vadali, MD by Mahesh Vadali, MD
May 16, 2024
in Perspectives
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Thoughts of a South Side GI

Victor Lozano

In this business, the outcomes don’t always follow the efforts. This is something I remind myself when reminiscing on past patients. I remember when my children were young; I spent an entire Christmas Day desperately trying to stem the hemorrhage of an intoxicated person, ultimately in vain. When I went to discuss the situation with the family, I found an inebriated brother in the waiting room. The irony was deflating, but sadly, indicative of many clinical experiences.

For a decade, I was the chief of gastroenterology at a medical center where I was tasked with policing a department without any of requisite authority to do so. With little to no infrastructure in place, I had to navigate adversarial health policies and workplace politics just so I can provide the quality of care I believe my patients deserve.

This experience highlighted the critical importance of healthcare system management in ensuring that the healthcare policy in place supports both patients and providers.

What is portrayed on television or on the big screen has very little to do with the day in, day out life of the average physician in the real world.

The reality is far more grounded in the modern medical practices and the innovations in healthcare that we implement to manage and treat our patients.

Do you know why we bother to do this? It’s because we actually make a difference in the lives of our patients, and in turn, they make a difference in our lives. It’s symbiotic, but for an outsider looking in, it’s outright irrational.

My supervising medical resident during my first month of clinical rotations in my third year of medical school was going into gastroenterology. At the time, I thought that was crazy.

In the medical community, gastroenterology represents the purview of streets and sanitation, where you’re exposed to stool, vomit, blood, pus, and all sorts of fluids of disrepute. You get the point. Yet somehow, it’s the field I ended up. And the perspectives of hindsight give me a newfound appreciation for what I do, echoing the complex interplay of healthcare policy issues and patient rights.

After nearly three decades of practicing as a gastroenterologist on the Southwest side of Chicago, I have been fortunate and privileged to have worked with some incredible colleagues and coworkers, and of course, to have taken care of many wonderful patients.

Last week I diagnosed colon cancer in a patient and referred him to a surgeon. The problem is that no one has been able to contact him for the past week. He doesn’t answer his phone nor return any calls. The surgeon, my staff, and I, among other medical personnel, have tried for a week to reach him. Finally today, I reached someone who is familiar with his condition.

Apparently, the police needed to be called three times before in order to contact him. He seems to have a self-destructive affection for firewater – as those in the know call liquor. But before we jump to conclusions, remember that many times, such patients have experienced so much trauma in their lives that this is the only way they have learned to numb the pain. No level of medical training can teach that empathy. That’s something you have to feel firsthand.

I have another patient who I diagnosed with a precancerous condition a couple of years ago and referred him for curative treatment. He underwent one treatment session. Afterwards, he was informed by his insurance plan that he had failed to obtain proper preauthorization for the treatment, so that the entire process wouldn’t be covered. As a result, he would be responsible for the treatment already rendered. Needless to say, he couldn’t afford to continue the treatment process and never finished it.

By the time I saw him again, I had to inform him that he had developed metastatic cancer. When bad things happen to good people, it’s awful. But when you’re the bearer of the bad news, it’s gut wrenching. It’s the most difficult part of my job and it has nothing to do with medicine.

Don’t get me wrong, I truly love what I do. And I would do it all over again. But it’s not for the faint of heart and certainly requires some intestinal fortitude. We all find ways to cope. For me personally, I immerse myself in the world of my patients. It’s somehow soothing to think as they do. Often that entails listening to music that I would never do otherwise. In that vein, I leave you with a song that’s been playing all weekend:

Stop, drop, shut ’em down, open up shop! That’s how Ruff Ryders roll.

This is how we gastroenterologists roll on the South Side of Chicago. This is how we do it.

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Mahesh Vadali, MD

Mahesh Vadali, MD

Dr. Mahesh Vadali is a gastroenterologist in Oak Lawn, IL, and is affiliated with multiple hospitals in the area. He received his medical degree from McGaw Medical Center of Northwestern University and has been in practice for more than 20 years.

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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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AI Regulation and Deployment Is Now a Core Healthcare Issue

Clinical Reads

Ambient Artificial Intelligence Clinical Documentation: Workflow Support with Emerging Governance Risk

Ambient Artificial Intelligence Clinical Documentation: Workflow Support with Emerging Governance Risk

by Daily Remedy
February 1, 2026
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Health systems are increasingly deploying ambient artificial intelligence tools that listen to clinical encounters and automatically generate draft visit notes. These systems are intended to reduce documentation burden and allow clinicians to focus more directly on patient interaction. At the same time, they raise unresolved questions about patient consent, data handling, factual accuracy, and legal responsibility for machine‑generated records. Recent policy discussions and legal actions suggest that adoption is moving faster than formal oversight frameworks. The practical clinical question is...

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