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    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?

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    Which health policy issues matter the most to Republican voters in the primaries?

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Home Innovations & Investing

Healthcare Startup Rotations

Should entrepreneurship be taught in medical schools?

Arlen Meyers by Arlen Meyers
March 30, 2024
in Innovations & Investing
0
Healthcare Startup Rotations

Adhy Savala

Medical students and residents rotate on different specialty services during their education and training. They might spend 6 weeks in general internal medicine, 12 weeks on surgery and surgical specialties or a month on the psychiatric service. These rotations are the core of medical education under the oversight of attending physicians who are supposed to provide graduated levels of responsibility, supervision and accountability. In times past, before the present era of private beds only, there used to be wards where similarly diagnosed patients would be located during their hospital stay…a cancer ward, a TB ward or a gyn ward.

If you’re among the applicants who matched to a residency program this year, you’ve likely enjoyed some celebratory relief after going through the rigors of the residency-application process.

Arlen’s Substack is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

As a medical student transitioning to residency, your life is going to change significantly in the coming months. What are the best steps to prepare for those changes in both a clinical and personal capacity?

How about using the time between after you have matched and the start of your residency doing a rotation on the startup service?

Given the innovation and entrepreneurship imperative in healthcare, some are now creating the startup ward. The Texas Medical Center, for example, has partnered with Village Capital to create a campus-based accelerator space designed to create and launch new TMC based ventures. Likewise, New York-based Mount Sinai Health System is expanding its internal innovation and collaboration group by partnering with Edison Nation Medical, a Charlotte, North Carolina-based “healthcare innovation marketplace”. Other hospital systems are joining hands with local accelerators and incubators as well.

Here are 40 hospitals with care innovation centers. But do they really add value? Becker’s reported on 24 hospitals and health systems that opened or announced plans to establish new centers focused on healthcare innovation in 2021.

Eventually, interested medical students and residents and, whowouddathunkit, faculty, will be assigned rotations on these startup wards. Like their clinical experiences, they will be offered the education, resources, networks, mentors, and experiential learning they get during their 6-week rotation on neurosurgery. In addition, under the oversight of physician entrepreneurs-in-residence, business development experts and investors, they will be able to get “clinical experience” and be able fail in a safe place without inflicting too much morbidity on the patient.

It will take a while to adjust to this new reality and overcome the short sighted, myopic vested interests who don’t want it to happen. But it will happen. Who knows? The “innovation attendings” might even get promotion and tenure credit for doing it.

Source: Arlen Meyers MD MBA Substack
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Arlen Meyers

Arlen Meyers

Arlen Meyers, MD, MBA is the President and CEO of the Society of Physician Entrepreneurs on Substack and Editor of Digital Health Entrepreneurship

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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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