Digital Patient Podcast

TDP 216: McLeod Health’s Dr. Bryon Frost: Patient Visits of the Future with Patient-Clinician-AI Collaboration, Adaptive vs. Technical Informatics Challenges, and the Move to Patient-First Precision Care

January 29, 2026
By
Seamless

Subscribe on: RSS | SPOTIFY | APPLE PODCAST | GOOGLE | BREAKER | ANCHOR

On this episode of The Digital Patient, Dr. Joshua Liu, Co-founder & CEO of SeamlessMD, and colleague, Alan Sardana, chat with Dr. Bryon Frost, CMIO at McLeod Health, about "Patient Visits of the Future with Patient-Clinician-AI Collaboration, Adaptive vs. Technical Informatics Challenges, the Move to Patient-First Precision Care, and more..." Click the play button to listen or read the show notes below.

Audio:

Guest(s):

  • Bryon Frost, MD, FACEP, Chief Medical Information Officer at McLeod Health
  • Joshua Liu, MD, Co-founder & CEO at SeamlessMD

Episode 216 - Show Notes:

[00:00:07] Episode preview

[00:05:43] Why Dr. Frost’s emergency medicine background makes him “laser focused on efficiency,” lowering cognitive load, and correctly separating adaptive vs. technical problems—while also stressing that informatics success depends on a balanced team, not one person.

[00:09:12] How Dr. Frost reframes “AI” as Artificial Intelligence Augmentation—a tool without metacognition that requires a thought leader—and why safe use requires prompt skill, skepticism, and verification because LLMs optimize for output (not truth) and can produce “confidently inaccurate” results or reinforce user bias through sycophancy.

[00:14:40] What McLeod did instead of blocking all large language models: audit use patterns, educate clinicians, and steer people toward evidence-grounded approaches (including RAG-style systems) to reduce risky, unverified output in clinical contexts.

[00:16:39] Why Dr. Frost believes this AI cycle is different: transformer models unlock unstructured data at scale and are accelerating real-world adoption, including ambient clinical intelligence.

[00:19:00] What Dr. Frost’s “three parties at the table” future looks like: patient, clinician, and a foundation model that supports decision-making—not just documentation—such as surfacing newly available clinical trials.

[00:22:07] How he describes the shift toward precision medicine: combining genomics, microbiome, and family history to treat the person with probabilistic guidance available in the room.

[00:22:41] Why he sees culture as the hardest hurdle: moving beyond paternalism toward patient-first care delivery, including telehealth that fits real life constraints (like not being able to leave work for appointments).

[00:24:54] What excites him about Epic Cosmos: leveraging a massive clinical dataset to enable genetics-informed prescribing, including recognizing when a common medication choice may not be best for a specific patient.

[00:26:05] How McLeod addressed note bloat before ambient: documentation expanded due to billing/coding dynamics and EMR tools, so they built a coalition (compliance, coders, HIM, legal) to reset expectations after CMS guideline retirements.

[00:31:21] The most tangible AI value Dr. Frost sees today: deep machine learning pattern detection (e.g., EKGs and imaging) that can augment clinicians and surface signals humans may miss under heavy workload.

[00:36:03] Why he warns about two AI risks: clinician de-skilling via cognitive offloading (especially early-career) and system fragility, prompting McLeod to run “doomsday” downtime simulations and rethink care delivery without modern tech.

Fast 3 Lightning Round:

  1. What is your favorite book or book you’ve gifted the most?
    Deep Medicine by Eric Topal, Antifragile by Nassim Taleb, and The Theory of Constraints by Eliyahu Goldratt.
  2. Would you rather have Super strength, super speed, or the ability to read people’s minds?
    Mind reading.
  3. What is something in healthcare you believe others might find insane?
    "That personalized medicine is going to change the way doctors think"

The Digital Patient has been recognized as Feedspot's #1 Patient Engagement Podcast of 2025. Thank you to our listeners for making this happen!

TDP 216: McLeod Health’s Dr. Bryon Frost: Patient Visits of the Future with Patient-Clinician-AI Collaboration, Adaptive vs. Technical Informatics Challenges, and the Move to Patient-First Precision Care

Posted by:
Seamless
on
January 29, 2026

Subscribe on: RSS | SPOTIFY | APPLE PODCAST | GOOGLE | BREAKER | ANCHOR

On this episode of The Digital Patient, Dr. Joshua Liu, Co-founder & CEO of SeamlessMD, and colleague, Alan Sardana, chat with Dr. Bryon Frost, CMIO at McLeod Health, about "Patient Visits of the Future with Patient-Clinician-AI Collaboration, Adaptive vs. Technical Informatics Challenges, the Move to Patient-First Precision Care, and more..." Click the play button to listen or read the show notes below.

Audio:

Guest(s):

  • Bryon Frost, MD, FACEP, Chief Medical Information Officer at McLeod Health
  • Joshua Liu, MD, Co-founder & CEO at SeamlessMD

Episode 216 - Show Notes:

[00:00:07] Episode preview

[00:05:43] Why Dr. Frost’s emergency medicine background makes him “laser focused on efficiency,” lowering cognitive load, and correctly separating adaptive vs. technical problems—while also stressing that informatics success depends on a balanced team, not one person.

[00:09:12] How Dr. Frost reframes “AI” as Artificial Intelligence Augmentation—a tool without metacognition that requires a thought leader—and why safe use requires prompt skill, skepticism, and verification because LLMs optimize for output (not truth) and can produce “confidently inaccurate” results or reinforce user bias through sycophancy.

[00:14:40] What McLeod did instead of blocking all large language models: audit use patterns, educate clinicians, and steer people toward evidence-grounded approaches (including RAG-style systems) to reduce risky, unverified output in clinical contexts.

[00:16:39] Why Dr. Frost believes this AI cycle is different: transformer models unlock unstructured data at scale and are accelerating real-world adoption, including ambient clinical intelligence.

[00:19:00] What Dr. Frost’s “three parties at the table” future looks like: patient, clinician, and a foundation model that supports decision-making—not just documentation—such as surfacing newly available clinical trials.

[00:22:07] How he describes the shift toward precision medicine: combining genomics, microbiome, and family history to treat the person with probabilistic guidance available in the room.

[00:22:41] Why he sees culture as the hardest hurdle: moving beyond paternalism toward patient-first care delivery, including telehealth that fits real life constraints (like not being able to leave work for appointments).

[00:24:54] What excites him about Epic Cosmos: leveraging a massive clinical dataset to enable genetics-informed prescribing, including recognizing when a common medication choice may not be best for a specific patient.

[00:26:05] How McLeod addressed note bloat before ambient: documentation expanded due to billing/coding dynamics and EMR tools, so they built a coalition (compliance, coders, HIM, legal) to reset expectations after CMS guideline retirements.

[00:31:21] The most tangible AI value Dr. Frost sees today: deep machine learning pattern detection (e.g., EKGs and imaging) that can augment clinicians and surface signals humans may miss under heavy workload.

[00:36:03] Why he warns about two AI risks: clinician de-skilling via cognitive offloading (especially early-career) and system fragility, prompting McLeod to run “doomsday” downtime simulations and rethink care delivery without modern tech.

Fast 3 Lightning Round:

  1. What is your favorite book or book you’ve gifted the most?
    Deep Medicine by Eric Topal, Antifragile by Nassim Taleb, and The Theory of Constraints by Eliyahu Goldratt.
  2. Would you rather have Super strength, super speed, or the ability to read people’s minds?
    Mind reading.
  3. What is something in healthcare you believe others might find insane?
    "That personalized medicine is going to change the way doctors think"

The Digital Patient has been recognized as Feedspot's #1 Patient Engagement Podcast of 2025. Thank you to our listeners for making this happen!

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