Saturday, March 7, 2026
ISSN 2765-8767
  • Survey
  • Podcast
  • Write for Us
  • My Account
  • Log In
Daily Remedy
  • Home
  • Articles
  • Podcasts
    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
    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
  • Surveys

    Surveys

    Perceptions of Viral Wellness Practices on Social Media: A Likert-Scale Survey for Informed Readers

    Perceptions of Viral Wellness Practices on Social Media: A Likert-Scale Survey for Informed Readers

    March 1, 2026
    How Confident Are You in RFK Jr.’s Health Leadership?

    How Confident Are You in RFK Jr.’s Health Leadership?

    February 16, 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 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
    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
  • Surveys

    Surveys

    Perceptions of Viral Wellness Practices on Social Media: A Likert-Scale Survey for Informed Readers

    Perceptions of Viral Wellness Practices on Social Media: A Likert-Scale Survey for Informed Readers

    March 1, 2026
    How Confident Are You in RFK Jr.’s Health Leadership?

    How Confident Are You in RFK Jr.’s Health Leadership?

    February 16, 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 Uncertainty & Complexity

Of Systems and Attributions

Daily Remedy by Daily Remedy
August 8, 2021
in Uncertainty & Complexity
0

A pendulum epitomizes perfection of motion, oscillating with a precision consistent enough to measure dials on a clock.

But when we put two pendulums together, the perfection of motion disintegrates into the chaos of collisions, as the two pendular weights interact in irregular ways.

A single pendulum is predictable, precise. But a system of pendulums is unpredictable, chaotic.

This analogy captures the ethos of systems. The component parts that comprise a system do not define the system itself.

Healthcare, accordingly, is a system. The component parts, the individual interactions do not define, nor explain the complexity of the healthcare system itself.

Over the course of the many interactions, the patient visits, hospitalizations, reimbursement cycles, and so on, healthcare transforms into something fundamentally different than what any of us experience directly.

We like to believe we are logical individuals, who make rational decisions in our best interest, both short term and long term. But the broader healthcare statistics would suggest otherwise. These numbers tell a different story – of irrational individuals who consistently make decisions contrary to their health.

The component parts, the individual healthcare behaviors, do not reflect the broader system of healthcare. We see this when discussing medication compliance, when discussing biases in patient care in acute hospital settings, and when grappling with public policy issues.

Healthcare is complex, and the component parts cannot adequately represent the system as a whole.

Yet we fail to understand this.

We continue to look at healthcare through its component parts, attributing the characteristics of one component to the system at large.

Behavioral economists and systems experts coined a phrase for this – fundamental attribution error.

Fundamental attribution error is falsely blaming an individual or a component rather than the system, when the problem is actually systemic. The agent can be a patient, a group of patients, an organization, an industry, a government, and so on.

But the general premise remains the same, the error arises in attributing blame to a component of the system rather than tackling the broader system at large.

This is not unique to healthcare. We see this when addressing climate change. The climate is a complex system, and even the most robust systems fail to predict the weather with any degree of certainty – because there is no simple cause and effect relationship.

Certain conditions may lead to dramatic weather changes while others may do next to nothing. Relationships are predominantly correlative, not causative.

When environmental activists blame a particular industry or pollutant for the overall global warming, they fall prey to fundamental attribution error. Activists blame excess carbon dioxide for rising temperatures, simplifying the complexity of the environment into linear trends that approximate only a fraction of the inputs necessary to understand weather patterns.

Interestingly, we still do not know if rising temperatures predispose the environment to excess carbon dioxide, or if carbon dioxide predisposes the environment to rising temperatures. The key narrative activists use to decry industrial pollution, particularly from the oil industry, is based on simplifying a correlative relationship, temperature and carbon dioxide, into a cause and effect.

We know it is a gross oversimplification. Environmentalists have long known you cannot attribute one particular cause to any one effect. But the narrative persisted, largely because it is simple.

And because it persisted, it became powerful – by first being repeated, over and over.

Repetition bred familiarity, and familiarity bred trust.

Soon the simplified, familiar narrative became the lens through which all of climate change is viewed – to the point that a person’s credibility, expert or novice, is gleaned by their perspective regarding this narrative.

If an environmental expert warns about simplifying climate change into cause and effect, then he is relegated as a sell-out to big industry.

If a charismatic teenager warns the public about carbon dioxide emissions, then she is praised as a true activist.

The conversation is no longer about the system, it is about the narrative.

A pattern of simplification and of attribution we similarly find in healthcare.

During the pandemic, we saw blame attributed all around. The public blamed the healthcare experts, healthcare experts blamed noncompliance to social distancing, and so on.

Very few had the patience to discuss the pandemic as a systemic crisis, inherent to healthcare, transpiring naturally every century or so.

And those who tried found their words falling upon deaf ears.

Nobody wanted to hear how complex the pandemic was – they were too frightened to think.

A fear that has permeated patients and providers alike during the opioid epidemic. An epidemic defined by fundamental attribution errors, in which contrived narratives define how patients are treated clinically.

At the heart of the epidemic is a complex concept – pain and the treatment of it. At an individual, patient level, its component level, pain presents in one way. At a systemic level, healthcare at large, pain presents another way.

And the different perceptions of pain at the component and systemic level determine the differing approaches to patient care, and the attribution errors.

At an individual level, each patient presents with a unique set of symptoms related to pain. Some explain it better, others have more definite symptoms. The uncertainty in the presentations requires a provider to act, ensuring the pain is adequately treated.

Policy makers, however see the cumulative effects of pain treatment, the societal effects of pain medication abuse. The uncertainty in adequately addressing opioid abuse and mortality prompts policy makers to curtail overall opioid supplies.

As a result, individual actions diverge widely from systemic policies. Individual providers focus on treating the pain, policy experts focus on reducing diversion. We then simplify the diverging perspectives into contrived narratives attributing blame to select individuals. Patients blame providers, providers blame law enforcement, and so on.

But such a disparity is inherent to complex systems. Instead of viewing these divergent perspectives as a problem in healthcare, we should view them as a feature of complex healthcare systems.

As no one is truly wrong – providers should focus on treating individual patients with pain and policy experts should focus on addressing broader societal effects of opioid abuse.

But the inability to see the inherent contradictions as something natural to complex systems prevents us from implementing the right systemic solutions to meaningfully address the opioid epidemic.

Like two figurative, colliding pendulums, each alone in perfect motion, when combined, produces an irrational confluence of actions and reactions, in which each side attributes fault to the other, rather than seeing two pendulums as part of one whole system.

When we have different perceptions of pain, we create different, incomplete solutions to address the opioid epidemic – resulting in a woefully inadequate approach.

Perhaps it is time we reconcile the differing perspectives as a feature native to all complex systems, and treat the opioid epidemic for what is it – a system through which well-intentioned individual actions produced adverse societal outcomes.

The problem is systemic, and so should be the solutions.

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 of the Daily Remedy Podcast, Tiffany Ryder discusses her insights on healthcare messaging, the impact of COVID-19 on patient trust, and the importance of transparency in health policy. She emphasizes the need for clear communication in the face of divisiveness and explores the complexities surrounding the estrogen debate. Additionally, Tiffany highlights positive developments in health policy and the necessity of effectively conveying these changes to the public.

Tiffany Ryder is a political commentator and public health policy thought leader who publishes the Substack newsletter Signal and Noise: https://signalandnoise.online/


Chapters

00:00 Introduction to Healthcare Conversations
02:58 Signal and Noise: Understanding Healthcare Communication
05:56 The Storytelling Problem in Healthcare
08:58 Navigating Political Divisiveness in Health Policy
11:55 The Role of Media in Health Policy
15:03 Bias in Health Reporting
17:56 Estrogen and Health Policy: A Case Study
24:00 Positive Developments in Health Policy
27:03 Looking Ahead: Future of Health Policy
31:49 Communicating Health Policy Effectively
The Impact of COVID-19 on Patient Trust
YouTube Video ujzgl7HDlsw
Subscribe

2027 Medicare Advantage & Part D Advance Notice

Clinical Reads

GLP-1 Drugs Have Moved Past Weight Loss. Medicine Has Not Fully Caught Up.

Glucagon-Like Peptide–Based Therapies and Longevity: Clinical Implications from Emerging Evidence

by Daily Remedy
March 1, 2026
0

Glucagon-like peptide–based therapies are increasingly used for weight management and glycemic control, but their potential impact on long-term survival remains uncertain. The clinical question addressed in this report is whether treatment with glucagon-like peptide receptor agonists is associated with reductions in all-cause mortality and age-related morbidity beyond their established metabolic effects. This question matters because these agents are now prescribed across broad patient populations, including individuals without diabetes, and long-term exposure may influence cardiovascular, oncologic, and neurodegenerative outcomes. Understanding whether...

Read more

Join Our Newsletter!

Twitter Updates

Tweets by TheDailyRemedy

Popular

  • Healthcare Trends

    Healthcare Trends

    0 shares
    Share 0 Tweet 0
  • When Prognosis Becomes Probabilistic

    0 shares
    Share 0 Tweet 0
  • Gaming Therapy

    0 shares
    Share 0 Tweet 0
  • When Illness Has No Lab Value

    0 shares
    Share 0 Tweet 0
  • The Second Brain Goes Viral

    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