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    The Future of LLMs in Healthcare

    The Future of LLMs in Healthcare

    January 26, 2026
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    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 Trends

The Patient as Economic Actor

How healthcare consumerism reshapes personal medical decisions

Jay K. Joshi, MD by Jay K. Joshi, MD
January 21, 2026
in Trends
0

Patients increasingly approach healthcare decisions through a consumer lens shaped by direct cost exposure and readily available comparison tools. This shift did not arise from cultural preference alone. It was constructed through policy, technology, and the gradual transfer of financial responsibility from institutions to individuals. The result is a patient population that evaluates care with the same deliberation applied to other high-stakes purchases.

Price transparency rules issued by the Centers for Medicare and Medicaid Services, detailed at https://www.cms.gov, have played a central role in this transformation. By requiring hospitals and health systems to publish negotiated rates and cash prices, CMS altered the informational asymmetry that historically insulated healthcare pricing from scrutiny. What was once opaque has become at least partially visible, and visibility has consequences.

The modern patient now encounters healthcare costs before the clinical encounter rather than after it. Digital tools allow individuals to compare facility fees, estimate out-of-pocket exposure, and evaluate alternatives across settings. This pre-encounter evaluation reshapes expectations. The exam room no longer represents the beginning of decision-making. It functions as a confirmation point within a process that has already begun.

This consumer orientation reflects structural necessity rather than ideological enthusiasm. High-deductible health plans, coinsurance requirements, and tiered networks have shifted financial risk onto patients. When patients bear material cost differences, rational behavior follows. They ask about prices, seek second opinions, and consider non-hospital settings for services once assumed to be fixed. Consumer behavior emerges when incentives demand it.

Digital comparison tools amplify this effect. Online reviews, scheduling platforms, and insurer calculators frame healthcare choices alongside convenience and service quality. Patients compare wait times, accessibility, and responsiveness in addition to clinical credentials. This does not diminish the importance of expertise. It contextualizes it within broader criteria that reflect lived experience.

The consequences of this shift are uneven. Patients with higher health literacy and financial flexibility are better positioned to navigate comparative decision-making. Others experience the burden of choice without the resources to act on it. Price transparency, while necessary, does not equalize opportunity. It reveals variation without resolving disparity. Yet the alternative, sustained opacity, preserves institutional advantage at the expense of patient autonomy.

From a clinical standpoint, the rise of the economic patient introduces new dynamics. Physicians increasingly encounter patients who inquire about cost differentials, request lower-priced alternatives, or delay recommended care due to financial concern. These conversations are not ancillary. They are now integral to clinical decision-making. Ignoring cost does not preserve purity of care. It undermines feasibility.

Healthcare organizations have responded unevenly. Some systems have embraced transparency as a trust-building mechanism, integrating cost estimates into scheduling and care planning. Others have complied minimally, treating transparency as a regulatory obligation rather than a strategic shift. Patients discern the difference quickly. Trust accrues to institutions that acknowledge cost as part of care rather than an afterthought.

Importantly, consumer behavior does not imply commodification of health. Patients remain acutely aware of the stakes involved in medical decisions. What has changed is the expectation that cost should be knowable and negotiable within ethical bounds. The notion that medical necessity exempts pricing from scrutiny no longer holds in a system where necessity often intersects with financial strain.

The policy architecture behind price transparency suggests durability. CMS has continued to refine enforcement mechanisms and expand disclosure requirements. These measures signal that transparency is not a transient reform but a foundational expectation. As compliance improves and data usability increases, consumer behavior will likely intensify rather than recede.

There are risks to this evolution. Overemphasis on price can obscure quality differentials and encourage underutilization of necessary care. Policymakers and clinicians must therefore balance transparency with contextual guidance. Price information is most constructive when paired with outcome data and professional interpretation. Consumerism without interpretation risks distortion.

Still, the trajectory is clear. Patients have become economic actors because the system has made them so. Price transparency did not invent consumerism in healthcare. It legitimized it. By acknowledging cost as a visible dimension of care, policy has aligned healthcare with the realities patients already navigate.

The enduring question is not whether patients will continue to behave as consumers. It is whether institutions will adapt in ways that preserve clinical integrity while respecting economic agency. Transparency has opened the door. What follows will determine whether consumer medicine matures into a more accountable system or merely a more transactional one.

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Jay K. Joshi, MD

Jay K. Joshi, MD

Dr. Joshi is a practicing physician and the founding editor of Daily Remedy.

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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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