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AI is reshaping medicine — but the people in charge may not understand what they're actually using.

Dr. Steven Labkoff, physician executive and former VP at Bristol Myers Squibb, joins Chris Hutchins on The Signal Room to expose a growing crisis hiding in plain sight: senior healthcare leaders deploying powerful AI tools without the literacy to use them safely.

Drawing on decades at Pfizer, AstraZeneca, and the Multiple Myeloma Research Foundation, Dr. Labkoff breaks down why treating AI like a search engine is one of the most dangerous mistakes in modern medicine — and why "democratizing data" may be doing more harm than good.

In this episode:

• Why AI literacy is the most overlooked risk in healthcare leadership today
• What "data chemistry" means and why your AI is only as good as it
• The real dangers of over-trusting large language models in clinical care
• How pharma's failure to treat data as a product is holding the industry back
• Lessons from the front lines of Pfizer, AstraZeneca, and rare disease research

Whether you're a clinician, health tech professional, or just someone who cares about where medicine is headed, this conversation will change how you think about AI in the exam room and the boardroom.

Connect with Dr. Labkoff: www.PracticalAIinHealthcare.com

Steve@LuminantConsulting.com

https://www.linkedin.com/in/stevelabkoff/

Connect with Chris Hutchins: https://www.linkedin.com/in/chutchins-healthcare/

https://www.youtube.com/@SignalRoomPodcast

https://signalroompodcast.com/

Enjoying the show? Chris's new book Beneath The Signal is now available on Amazon → https://www.amazon.com/dp/B0GYJDQBZR

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About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.

Website: https://www.hutchinsdatastrategy.com

LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/

YouTube: https://www.youtube.com/@ChrisHutchinsAi

Book Chris to speak: https://www.chrisjhutchins.com

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Sid Dutta is a 24-year cybersecurity veteran, former data-protection executive at American Express, Worldpay, Activision Blizzard, and OpenText and Founder & CEO of Privaclave AI. His work targets the layer most healthcare AI conversations ignore: the runtime data layer where pilots actually stall.
In this episode, Chris Hutchins and Sid examine why healthcare data governance is the bottleneck in clinical AI, what privacy-preserving AI looks like in practice (tokenization, federated learning, secure enclaves, differential privacy), how organizations can collaborate on PHI without exposing it, why static perimeter controls fail in non-deterministic AI workflows, what healthcare leaders get wrong about vendor risk, and the shift from "block first" to enabling controlled data usage at runtime.
For health-system executives, CIOs/CISOs, data and compliance leaders moving AI from pilot to production without compromising patient trust.

Support the show

About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.

Website: https://www.hutchinsdatastrategy.com

LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/

YouTube: https://www.youtube.com/@ChrisHutchinsAi

Book Chris to speak: https://www.chrisjhutchins.com

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Healthcare AI and ethical leadership must give time back to clinicians, not take more away — Poonam Patel on AI strategy, provider burnout, and trust erosion in healthcare.

Provider burnout is pushing clinicians out of healthcare at an unsustainable rate. In this episode of The Signal Room, Chris Hutchins sits down with Poonam Patel, a pediatric nurse practitioner turned healthcare strategy advisor, to examine what happens when the system built to care for patients stops caring for its own people. From pajama time documentation burdens to the erosion of trust between patients and providers, Poonam shares what she has witnessed firsthand across clinical and operational settings.

What We Cover

• Why provider burnout is a workforce sustainability crisis, not a wellness problem
• How pajama time documentation burden erodes the patient and provider relationship
• Where clinical AI and ambient clinical intelligence are actually giving time back
• Why healthcare interoperability is still the biggest structural barrier to useful AI
• What empathetic leadership looks like in healthcare organizations under pressure

Key Takeaways

• Trust drives adherence, not dashboards. Patients follow clinical guidance when they trust the provider delivering it. Systems that erode trust erode outcomes.
• Giving time back is a survival strategy. Efficiency gains from AI should flow back to the clinician, not into more patient volume per shift.
• Empathetic leadership has to run through every layer. Front-line supervisors need empathy training as much as the C-suite. Burnout is solved in the middle, not at the top.
• Solve one problem well. AI initiatives fail when they try to fix everything at once. Pick one workflow, fix it end-to-end, and consolidate inside the EMR.

Timestamps

• 0:00 – Welcome and the shared mission behind the conversation
• 2:33 – The multi-lens view: clinician, operator, and program builder
• 6:45 – Pajama time and the intangible ROI of giving time back
• 8:25 – Trust as the through line for patient adherence
• 13:19 – The emotional toll on pediatric and frontline providers
• 18:19 – Burnout, raising your hand, and why clinicians cope alone
• 25:07 – Solving for the human component first
• 28:32 – The workforce shortage and the incentive to enter healthcare
• 32:00 – AI scribing, diagnostics, and early detection that actually helps
• 36:28 – Interoperability and why AI has to live inside the EMR
• 39:24 – Trust erosion and the case for empathetic leadership
• 44:03 – Consolidating patient information and family navigation
• 46:58 – Empathy as a management training requirement, not a poster
• 49:21 – Closing thoughts and how to reach Poonam

About Poonam Patel

Poonam Patel, NP, is a pediatric nurse practitioner turned healthcare operator and co-founder with 20 years of experience across clinical care, consulting, and healthcare innovation. As Chief Operating Officer and Co-Founder of a care management and remote patient monitoring services company, she led o

Support the show

About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.

Website: https://www.hutchinsdatastrategy.com

LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/

YouTube: https://www.youtube.com/@ChrisHutchinsAi

Book Chris to speak: https://www.chrisjhutchins.com