Signal and Symptoms Podcast
Three healthcare AI experts who've watched millions wasted on failed projects. Dr. Harvey Castro, Dr. Junaid Kalia, Edward Marx, and various experts cover all things healthcare AI - from digital transformation to clinical reality.
Every Tuesday, we diagnose real failures, reveal what actually works, and help you avoid the expensive mistakes we've seen repeated everywhere.
Because when AI decisions affect patient care, getting it right isn't optional.
Episode 31: The Data Problem That Healthcare Can't Ignore
What happens when the data behind AI doesn't actually reflect the patients it's meant to help?
Episode 32: Data Diversity Is the New Standard for Clinical Safety (Here’s Why)
When 71% of training data for FDA-approved AI comes from just three states, geographic bias shifts from a technical oversight to a direct clinical liability.
Episode 33: AI Is In Healthcare—So Why Isn't It Working?
The overarching signal is: we're early, it's messy, and the people closest to the work know it best.
Episode 34: The Treatment Exists But Why Aren't Patients Getting It?
What if the real barrier to better patient outcomes isn't the medicine — it's the infrastructure to prescribe it well?
Episode 35: How Ultrasound Frequencies Enable Early Intervention and Save Lives
What if the difference between a late diagnosis and a successful intervention was simply how we decode the signals of a sound wave?
Episode 36: What No One Tells Physicians Before They Start a Company
You went into medicine to save lives. But somewhere between residency and the real world, you started wondering — is there more I could be doing?
Episode 37: AI Is Rewiring Healthcare's Business Model But…
Most healthcare conversations stop at disruption, but this one starts there.
Episode 38: Is Healthcare Ready for Digital Twins?
What if the most powerful diagnostic tool wasn't a scan or a lab result — but a continuously learning model of your patient, built from their own data?
Episode 39: The Hidden Risk of AI-Powered Clinical Decisions
You already know not every AI tool belongs in your workflow. The real question is whether your filter is sharp enough to tell the difference.
Episode 40: How Clinicians Are Shaping the AI Their Hospitals Deploy
Will AI eliminate primary care — or finally give primary care physicians their time back?
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