Sunday, February 8, 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 Financial Markets

Medicare Advantage Versus Traditional Medicare

Daily Remedy by Daily Remedy
May 15, 2022
in Financial Markets
0
Medicare Advantage Versus Traditional Medicare

Financial engineering is a derisive term given to private equity firms who spruce up the value of their portfolio companies by manipulating cash flow statements on Excel spreadsheets.

Technically, the company is performing at the same level as before, but on paper it looks much better.

In healthcare, we find a similar phenomenon, called clinical engineering. By manipulating the documentation and reimbursement coding, healthcare systems can appear to provide greater value to their patients than what they really offered.

We find this among health systems that offer Medicare Advantage plans, the latest rendition of health management organizations (HMOs) and preferred provider organizations (PPOs). They use different payment mechanisms to receive financial remuneration for clinical services rendered, instead of the traditional fee-for-service model, where a set amount is given for a specific clinical service. These health systems incorporate a far more complicated financial scheme.

Centers for Medicare and Medicaid Services (CMS) rates Medicare Advantage plans based on over 40 quality measures. These measures are then benchmarked against other similar health plans across the nation. Reimbursement becomes a complex mix of base compensation and premium reimbursements, which often have less to do with clinical care and more with financial incentives.

Most patients are not aware of the payment differences. To them, it is all the same, because the premiums paid by members of Medicare Advantage and traditional Medicare plans remain roughly the same. But the reality is these two payment models could not be further apart – and with different financial structures come different financial incentives.

The Office of Inspector General (OIG) acknowledges as much, and in a scathing report last Fall took many Medicare Advantage plans to task, particularly the United Healthcare plans, citing overly aggressive documentation practices as the primary driver of clinical value, more than any true clinical improvements in patient care.

The Commonwealth Fund confronts this uncomfortable notion at face value and evaluates the clinical value gleaned from Medicare Advantage plans compared with traditional plans.

It discloses every moral hazard and exploitable opportunity available in Medicare Advantage plans as they are currently structured. It details the very mechanisms of clinical engineering so many Medicare Advantage plans have enjoyed for nearly half a decade.

It concludes by demonstrating little to no true clinical value gained in Medicare Advantage plans relative to traditional Medicare plans. The implications prompt an awkward question we should all be asking: Should we have less regulation and oversight in healthcare?

Medicare Advantage plans were touted as the latest and greatest attempt to improve the almighty behemoth that is healthcare. Yet it is susceptible to the same failures as all other prior so-called-saviors in healthcare. The recurring failed attempts show an undeniable fact: When clinical value depends on the quality of documentation, it ceases to be an appropriate metric for quality of care.

This presents an interesting paradigm, known as Goodhart’s Law: “When a measure becomes a target, it ceases to be a good measure”. When clinical documentation becomes the primary driver to measure quality in healthcare, the documentation becomes a poor marker of quality.

This is a uniquely challenging quagmire for regulators. The federal government has created a system of oversight ostensibly reliant on documentation. But if the very metric to regulate healthcare becomes a poor marker of quality of care, then regulators must question their very basis of oversight.

We assume clinical data is good and we reward Medicare Advantage plans for maintaining good clinical records. But the value of data quickly deteriorates when it becomes nothing more than the tool which health plans use to manipulate clinical outcomes.

In the ever litigious culture of healthcare, we gravitate toward the quantitative. We value what we can measure. And we regulate whatever can be measured. But eventually, what we measure ceases to be a good metric of what we are targeting. And for Medicare Advantage plans, it seems we are at this point, particularly where every measurable metric provides some form of reimbursement.

Perhaps we should focus less on measuring the seemingly endless array of metrics, and relieve health systems of the burden of measuring metrics as a whole.

We may find something more valuable than a metric to measure: We may find the implicit motivation to improve patient care.

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.

Comments 0

  1. Pingback: » Medicare Advantage Versus Traditional Medicare PHARMACIST STEVE

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

  • Powerful Phrases to Tell Patients

    Powerful Phrases to Tell Patients

    0 shares
    Share 0 Tweet 0
  • The Future of Healthcare Law

    0 shares
    Share 0 Tweet 0
  • Positions Currently in High Demand in the Medical Field

    0 shares
    Share 0 Tweet 0
  • How Medical Devices Are Properly Sterilized

    0 shares
    Share 0 Tweet 0
  • Price Transparency Is Rewiring Hospital–Startup Negotiations

    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