Thursday, May 14, 2026
ISSN 2765-8767
  • Survey
  • Podcast
  • Write for Us
  • My Account
  • Log In
Daily Remedy
  • Home
  • Articles
  • Podcasts
    How NADAC, WAC, and ASP Shape Drug Costs

    How NADAC, WAC, and ASP Shape Drug Costs

    April 20, 2026
    The Hidden Costs Employers Don’t See in Traditional Health Plans

    The Hidden Costs Employers Don’t See in Traditional Health Plans

    March 22, 2026
    The Impact of COVID-19 on Patient Trust

    The Impact of COVID-19 on Patient Trust

    March 3, 2026
    Debunking Myths About GLP-1 Medications

    Debunking Myths About GLP-1 Medications

    February 16, 2026
    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
  • Surveys

    Surveys

    Public Perception of Peptide Regulation and Compounding Practices

    Public Perception of Peptide Regulation and Compounding Practices

    April 19, 2026
    Understanding of Clinical Evidence in Peptide and Hormone Use

    Understanding of Clinical Evidence in Peptide and Hormone Use

    March 30, 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
    How NADAC, WAC, and ASP Shape Drug Costs

    How NADAC, WAC, and ASP Shape Drug Costs

    April 20, 2026
    The Hidden Costs Employers Don’t See in Traditional Health Plans

    The Hidden Costs Employers Don’t See in Traditional Health Plans

    March 22, 2026
    The Impact of COVID-19 on Patient Trust

    The Impact of COVID-19 on Patient Trust

    March 3, 2026
    Debunking Myths About GLP-1 Medications

    Debunking Myths About GLP-1 Medications

    February 16, 2026
    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
  • Surveys

    Surveys

    Public Perception of Peptide Regulation and Compounding Practices

    Public Perception of Peptide Regulation and Compounding Practices

    April 19, 2026
    Understanding of Clinical Evidence in Peptide and Hormone Use

    Understanding of Clinical Evidence in Peptide and Hormone Use

    March 30, 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

Patterns of Association

Daily Remedy by Daily Remedy
August 8, 2021
in Contrarian
0

When you look into the pitch-black night sky and you see only one star, your entire focus is on that star. There is nothing else to see. But when you look and see a whole constellation of stars, your focus shifts – not to any one star, but to the pattern of stars forming the constellation.

You see the patterns of association, and a metaphor to describe an expert.

An expert is not necessarily someone more intelligent about something. Rather, an expert is someone who has a greater number of associations around a given topic, and therefore, a more comprehensive understanding of that topic.

We see this when watching physicians make a diagnosis. They are able to diagnose a medical condition out of a host of symptoms by associating the present of a single or set of symptoms with a diagnosis. When a patient presents with pain in the right lower abdomen, along with nausea and vomiting, most physicians would assume the patient has appendicitis. From the earliest days of medical training, physicians are taught to make these associations.

But sometimes relying excessively on associations limits how a physician makes decisions.

Something Dr. William Osler warned against when emphasizing bedside learning for medical students studying how to evaluate patients. He believed that maximizing direct experiences with patients will lead to better quality of care. Not because we will glean new data or uncover something previously hidden through such efforts, but because direct experiences with each patient allows us to understand the patient better.

Developing a more accurate assessment of how the patient thinks, and how the patient internalizes the care received, which in turn allows physicians to make better decisions – going beyond traditional patterns of associations derived through medical knowledge. As better decisions come from more accurate perceptions that come only through time and direct experience with the patient.

When physicians rely primarily on patterns of association, they focus only on the information available, not on the additional information that is not available, which may impact overall decision-making.

Great chess players look at a chess board and see both the pieces and the empty spaces. Great clinical decision-makers look at any decision in terms of what is known and unknown, and of relative benefit and risk – fully aware of all the factors that go into every decision.

Yet most physicians reflexively associate certain symptoms and signs with a specific diagnosis or treatment. A process that eventually becomes a mechanically observed thought pattern – since physicians think this way, physician decisions are also made in this way.

Simply put, physicians are experts in medicine who emphasize the most likely pattern of association. But in emphasizing these patterns, physicians begin to depend upon these distinct patterns of thinking, which may appear unfamiliar or even odd to someone who lacks these patterns of association.

This is the main reason patients and physicians often fail to communicate effectively. Physicians think a certain way, take pride in their presumed expertise, and communicate according to their patterns of association. Patients, lacking any such association, are piecing together knowledge as it appears to them – one star at a time – creating patterns that are distinctly different from the physician’s preexisting patterns.

When perceived in this manner it should be obvious why the physician and the patient think differently. A physician has a predetermine constellation of thoughts, a set pattern of association. Conversely, a patient is building his or her knowledge – star by star – learning while iteratively creating a new pattern simultaneously. The odds that the eventual patterns will be same are far less than the odds that the patterns will be different.

This means that over the course of a physician-patient relationship, the two will develop different understandings about a given diagnosis, treatment, or overall care management.

But simply because something is likely does not mean it is inevitable.

When the right steps are taken, the tendency to create different patterns of association can be avoided –steps that begin with the physician taking the time to understand how patients think.

Physicians should think through – or at least attempt to understand – how patients internalize their care management. If a physician prescribes a noncompliant patient struggling with diabetes a second diabetic medication, then that physician should also understand how the patient perceives that decision.

Something seemingly obvious, yet something that rarely happens, largely because physicians conflate a greater understanding of medicine with an all-around greater level of intelligence.

But numerous behavioral economic studies have shown that the baseline level of intelligence between an expert and an amateur is surprising similar – and the critical distinction comes in the level of knowledge, the patterns of association, separating an expert from an amateur.

This is why physicians cannot understand why so many patients are reluctant to receive a vaccine. Physicians cannot understand that patients perceive the data differently, or simply dismiss the patient’s perspective, failing to recognize the different patterns of association.

When looking at vaccine clinical trials, most physicians understand that effectiveness and safety are commonly studied together. Physicians recognize that effectiveness and safety are studied together in most clinical trials. Patients, unfamiliar with clinical study designs, do not see the association between effectiveness and safety – they see it as fundamentally distinct – that just because a trial proves the vaccine is effective, it does not automatically mean the patient would feel it is safe.

So when two of the COVID-19 vaccines, manufactured by AstraZeneca and J&J, became associated with rare incidents of blood clots, patients immediately focused on the perceived lack of safety, despite the vaccines demonstrating tremendous success against COVID-19 related hospitalizations. Physicians balanced the effectiveness of the vaccine with its side effects, and deemed the blood clots to be a rare side effect that most of the population would not suffer from.

Physicians see the constellation of facts and data, while patients see the one glaring star. Both are looking into the night sky, but both see different patterns.

To reconcile these presumed differences, physicians should realize that sometimes a single star in the constellation outshines all others in the minds of the patients.

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

summary

An in-depth exploration of drug pricing, including key databases like NADAC, WAC, and ASP, and how they influence the pharmaceutical supply chain, policy, and patient advocacy. The episode also introduces MedPricer's innovative pricing intelligence platform, offering valuable insights for healthcare professionals, policymakers, and patients.

Chapters

00:00 Understanding Drug Pricing Dynamics
03:52 Exploring the Drug Pricing Database
10:07 Patient Advocacy and Drug Pricing
13:56 Market Intelligence in Drug Pricing
How NADAC, WAC, and ASP Shape Drug CostsDaily Remedy
YouTube Video X-Tfwy7XKEg
Subscribe

Policy Shift in Peptide Regulation

Clinical Reads

FDA Evaluation of Certain Bulk Drug Substances in Compounding: Clinical Interpretation

FDA Evaluation of Certain Bulk Drug Substances in Compounding: Clinical Interpretation

by Daily Remedy
April 19, 2026
0

Clinicians increasingly encounter patients using or requesting peptide-based therapies sourced through compounding pharmacies. The U.S. Food and Drug Administration has identified a subset of bulk drug substances, including certain peptides, that may present significant safety risks when used in compounded formulations. The clinical question is whether these regulatory signals reflect meaningful patient-level risk and how they should influence prescribing behavior. This matters because compounded peptides often sit outside traditional approval pathways, creating uncertainty around quality, dosing consistency, and safety. Understanding...

Read more

Join Our Newsletter!

Twitter Updates

Tweets by TheDailyRemedy

Popular

  • The 340B Coalition

    The 340B Coalition

    0 shares
    Share 0 Tweet 0
  • How Smart Kitchen Renovations Support Healthy Habits and Wellness

    0 shares
    Share 0 Tweet 0
  • The Biosimilar That Wouldn’t

    0 shares
    Share 0 Tweet 0
  • The Number Nobody Publishes

    0 shares
    Share 0 Tweet 0
  • Quantum Healthcare

    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