What happens when the data behind AI doesn't actually reflect the patients it's meant to help? And if precision medicine is the goal, what’s truly standing between us and getting there?

These are not rhetorical questions. They sit at the center of this week's conversation with Dr. Saira Haque, Senior Director of Clinical Informatics at Pfizer Medical Affairs. Together with the hosts, they examine why AI's promise in healthcare keeps encountering the same recurring limitation: fragmented, unrepresentative data that was never built to reflect the full diversity of patients it is meant to serve.

She argues that getting the data right is where the work begins. But data alone isn't enough. The human-in-the-loop is a non-negotiable. AI doesn't replace clinical judgment; it sharpens it.

What You Will Discover:

- Dr. Haque’s Career Journey

- How She Views Healthcare AI

- AI as the Latest in a Series of Tech Innovations

- Keeping Up With the Pace of AI & Regulatory Change

- AI Won't Replace You. Here's Why

- Is AI-Developed Medicine Real? Rating the Hype

- Global Regulatory Alignment on AI

- Bias & Representational Gaps in Clinical AI Data

- Synthetic vs. Augmented Data & Digital Twins

- What Would Fix Healthcare AI Today?

This episode doesn't offer a tidy roadmap. Yet, it offers something more enduring: a way of thinking about AI that is neither fearful nor naive.

Connect with us:

Dr. Junaid Kalia, Neurocritical Care Specialist and Founder of Savelife.AI™

💼LinkedIn - https://www.linkedin.com/in/junaidkaliamd

🔗Website - https://www.junaidkalia.com/

📹YouTube - https://www.youtube.com/@junaidkaliamd

Dr. Harvey Castro, ER Physician, #DrGPT™

💼LinkedIn - https://www.linkedin.com/in/harveycastromd/

🔗Website - https://www.harveycastromd.com/

📷Instagram - https://www.instagram.com/harveycastromd/?hl=en

📑 Substack - https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

💼LinkedIn - https://www.linkedin.com/in/edwardmarx/

🔗Website - https://www.marxadvisory.com/

📹YouTube - https://www.youtube.com/@EdwardMarx

Special Guest:

Saira Haique, PhD, Lead, Advanced Medical Solutions Group

💼LinkedIn - https://www.linkedin.com/in/saira-haque-phd-mhsa-famia-achip/

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/