AI Amplified: AI in Medical Language Processing with Tim O’Connell episode artwork

EPISODE · Feb 24, 2026 · 32 MIN

AI Amplified: AI in Medical Language Processing with Tim O’Connell

from Healthcare NOW Radio Podcast Network - Discussions on healthcare including technology, innovation, policy, data security, telehealth and more. Visit HealthcareNOWRadio.com · host Healthcare NOW Radio and Podcast Network - Radio and Podcasts for the Healthcare Industry

S1E9: AI in Medical Language Processing: Transforming Unstructured Clinical Data, with Tim O'Connell, MD, CEO and Co-Founder of emtelligent On this episode, host Dr. Heather Bassett welcomes Tim O'Connell, radiologist, CEO and founder of emtelligent, discussing the challenge that sparked his company: the impossibility of thoroughly reviewing clinical records at the volume modern healthcare demands. Tim explains how this need led him to build a Medical Language Model that transforms unstructured clinical data into precise, structured outputs for payers, health systems, and life sciences organizations. Tim and Heather explore how deep learning and transformer models have revolutionized medical language processing, achieving 98-99% accuracy on clinical data extraction tasks. Tim reveals why determinism, scalability, and security are critical differentiators in production environments, and why human-in-the-loop systems remain essential for healthcare AI that clinicians will trust and adopt. Find all of our network podcasts on your favorite podcast platforms and be sure to subscribe and like us. Learn more at www.healthcarenowradio.com/listen

Episode metadata supplied by the publisher feed · Published Feb 24, 2026

Embed this episode

Ready to play

AI Amplified: AI in Medical Language Processing with Tim O’Connell

0:00 32:46

No transcript for this episode yet

We transcribe on demand. Request one and we'll notify you when it's ready — usually under 10 minutes.

No similar episodes found.

No similar podcasts found.

Frequently Asked Questions

How long is this episode of Healthcare NOW Radio Podcast Network - Discussions on healthcare including technology, innovation, policy, data security, telehealth and more. Visit HealthcareNOWRadio.com?

This episode is 32 minutes long.

When was this Healthcare NOW Radio Podcast Network - Discussions on healthcare including technology, innovation, policy, data security, telehealth and more. Visit HealthcareNOWRadio.com episode published?

This episode was published on February 24, 2026.

Can I download this Healthcare NOW Radio Podcast Network - Discussions on healthcare including technology, innovation, policy, data security, telehealth and more. Visit HealthcareNOWRadio.com episode?

Yes. Use the download control on the episode player to save the publisher-provided media file.
URL copied to clipboard!