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Home Politics & Law

Transparency by Proxy

Daily Remedy by Daily Remedy
August 8, 2021
in Politics & Law
0
© Harold Davis

© Harold Davis

Last week the National Center for Injury Prevention and Control (NCIPC), a division within the Centers for Disease Control and Prevention (CDC), convened an open forum led by its Board of Scientific Counselors (BSC).

The BSC is a committee charged with supporting the revision of the 2016 CDC guidelines on opioid prescribing.

To be specific, the BSC is the committee that works with the committee that will revise the 2016 CDC guidelines.

We know all the members of the BSC, and every member has been open and forthright about incorporating patient input into the guideline revisions. But we hardly know any members of the committee who will codify the guidelines.

Transparency by proxy – a curious arrangement to say the least.

The BSC has repeatedly allowed for public commentary and live feedback to learn how the application and misapplication of the 2016 guidelines affect patient care. The actual organization leading the changes does not even disclose the names of the committee members.

Creating an arrangement that will inevitably become contentious. Already the BSC cautions that the – yet to be disclosed – draft of the revised guidelines will cause further harm to patients with chronic pain and substance use dependency. But that is all the BSC has been allowed to say publicly.

Privately many patient advocacy groups fear the worst. They fear the BSC is simply a token mouthpiece used to give the perception of patient input, but in reality the revisions will be made by a covert group within the CDC.

We are not so conspiratorial or so jaded. Rather, we believe this semi-transparent model has the potential to gauge consensus among the public.

Many private focus groups or internal corporate marketing studies utilize structured communication techniques. Models in which a broad range of feedback and opinions are selectively aggregated and coalesced into a general set of agreed upon opinions.

Typically this is done through layers of structured communication, and stratified decision-making. The initial layers are generally open and include a wide array of opinions and feedback. The subsequent layers are more structured and contextualized.

Having two separate committees, one open to the public and one noticeably discreet, would represent one such model of generating consensus. A public facing committee would incorporate public feedback, the myriad of opinions and direct experiences, and channel that broad feedback into a separate committee that would structure that feedback.

We hope this is the true intention.

Otherwise we will find ourselves in the same position, years from now, convening committee after committee, trying to resolve the irresolvable – the problem of pain.

A problem unique to each individual, as pain is both a symptom and a subjective perception.

A problem we are now trying to find a consensus.

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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.

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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.

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00:00 Introduction to LLMs in Healthcare
05:16 The Importance of Simplicity in LLMs
The Future of LLMs in HealthcareDaily Remedy
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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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