Saturday, February 14, 2026
ISSN 2765-8767
  • Survey
  • Podcast
  • Write for Us
  • My Account
  • Log In
Daily Remedy
  • Home
  • Articles
  • Podcasts
    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
  • Surveys

    Surveys

    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?

    May 7, 2024
  • Courses
  • About Us
  • Contact us
  • Support Us
  • Official Learner
No Result
View All Result
  • Home
  • Articles
  • Podcasts
    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
  • Surveys

    Surveys

    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?

    May 7, 2024
  • Courses
  • About Us
  • Contact us
  • Support Us
  • Official Learner
No Result
View All Result
Daily Remedy
No Result
View All Result
Home Contrarian

Clinical Trial Meets Patient Advocacy

Daily Remedy by Daily Remedy
April 10, 2022
in Contrarian
0
Clinical Trials Meets Patient Advocacy

If a clinical trial is the science of medicine, then patient engagement is its art. Together, they form the essence of modern healthcare.

As Dr. William Osler, the famed physician who established the American medical curriculum, wrote: “Medicine is a science of uncertainty and an art of probability”. Dr. Osler realized nearly a century ago that there could be no science without art in medicine. And today, we must realize that no clinical trial can be complete without patient advocacy included in the study design.

Patient advocacy empowers the patient, a necessary element for any successful modern clinical trial. Medicine has long maintained a culture of paternalistic dominance. What the physician says is what usually goes. But we have slowly come to recognize that such thinking leads to health inequities that manifest as disparities in clinical outcomes.

In hindsight, these disparities appear obvious. But they are difficult to glean in real time because they appear insidiously, as subtle biases that manifest over multiple patient encounters and clinical decisions. We have learned over decades of clinical observations that this bias has a substantial effect on patient outcomes.

But we have yet to account for this bias when it appears at the source of learning in medicine, the clinical trial. Rife with uncertainty, with each outcome a matter of probability, every clinical trial carries the specter of bias in every conclusion drawn.

We know no data can be gleaned without an accompanying patient decision that leads to a clinical action – exactly because patient behavior in aggregate is clinical data. In that vein, clinical data is inherently biased because it is derived through the decisions and actions of patients. Data and bias come together, like art and science in medicine.

Hence, the need for patient advocacy, it humanizes the clinical trial. Advocates guide patients through every phase of a trial, ensuring that each decision and action reflects the patient’s best interest. This is no simple task and may seem unnecessary menial. But it carries far greater sway than what would appear at first blush.

Take two famous clinical studies, the Framingham Heart Study and the USPHS Syphilis Study at Tuskegee. In the Framingham study, patients in the small, mostly Caucasian town of Framingham, MA have been actively taking part in a study that evaluates the relationship between the onset of cardiovascular disease and its risk factors.

The town was selected because its residents showed a strong interest in participating. In fact, town leaders petitioned to be selected as the site for the study. And that interest shows no signs of abating, even in its third generation of participants.

In contrast, patients in the Tuskegee experiment were not told that they would be infected with a syphilis, a virulent sexually transmitted disease. Instead, researchers told the participants, all of whom were African American, that they were being treated for “bad blood,” a local term used to describe several ailments, including anemia and fatigue. And at no point in the multi-decade study were any of the participants offered the standard treatment for syphilis.

The study concluded in disgrace in 1975 and Congress eventually had to set up a fund that provided health services for the participants and their families. President Bill Clinton even issued a formal presidential apology in 1997.

The two studies represent all that is great and horrible in medicine. But the determining factor that characterizes each trial is the degree to which patient advocacy played a role. In the Framingham study, participants were empowered to participate and have continued to do so for three generations and counting. In the Tuskegee experiment, participants lacked any control over their care and were deceived into getting an infection – a sexually transmitted disease, no less – with no recourse of treatment.

Though most clinical trials today lack such polarizing legacies, patient advocacy remains as important as ever. The pandemic showed how different degrees of patient empowerment lead to different patient behaviors. Vaccine hesitancy is a matter of trust, and trust can only form over the foundation of patient empowerment. It comes as no surprise that vaccine hesitancy was higher in African Americans than Caucasians – just look at the two aforementioned studies.

Patient advocacy provides trust. It not only guides patients throughout a clinical trial, it ensures the participants that their best interests are met in every phase. When patients know they are being treated properly, they feel empowered and are more likely to be engaged. This is turn helps the clinical trial by reducing the effects of aberrant patient behavior on the eventual outcome through active advocacy.

The two go hand and hand, patient advocacy and clinical trials, like art and science.

ShareTweet
Daily Remedy

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.

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

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
Subscribe

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
0

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...

Read more

Join Our Newsletter!

Twitter Updates

Tweets by TheDailyRemedy

Popular

  • The Information Epidemic: How Digital Health Misinformation Is Rewiring Clinical Risk

    The Information Epidemic: How Digital Health Misinformation Is Rewiring Clinical Risk

    0 shares
    Share 0 Tweet 0
  • Prevention Is Having a Moment and a Measurement Problem

    0 shares
    Share 0 Tweet 0
  • Behavioral Health Is Now a Network Phenomenon

    0 shares
    Share 0 Tweet 0
  • The Breach Is the Diagnosis: Cybersecurity Has Become a Clinical Risk Variable

    0 shares
    Share 0 Tweet 0
  • Health Technology Assessment Is Moving Upstream

    0 shares
    Share 0 Tweet 0
  • 628 Followers

Daily Remedy

Daily Remedy offers the best in healthcare information and healthcare editorial content. We take pride in consistently delivering only the highest quality of insight and analysis to ensure our audience is well-informed about current healthcare topics - beyond the traditional headlines.

Daily Remedy website services, content, and products are for informational purposes only. We do not provide medical advice, diagnosis, or treatment. All rights reserved.

Important Links

  • Support Us
  • About Us
  • Contact us
  • Privacy Policy
  • Terms and Conditions

Join Our Newsletter!

  • Survey
  • Podcast
  • About Us
  • Contact us

© 2026 Daily Remedy

No Result
View All Result
  • Home
  • Articles
  • Podcasts
  • Surveys
  • Courses
  • About Us
  • Contact us
  • Support Us
  • Official Learner

© 2026 Daily Remedy