Couverture de Signal and Symptoms Podcast

Signal and Symptoms Podcast

Signal and Symptoms Podcast

De : Harvey Castro MD Junaid Kalia MD & Edward Marx
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Three healthcare AI experts who've watched millions wasted on failed projects. Dr. Harvey Castro, Dr. Junaid Kalia, Edward Marx, and guest 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.Copyright 2026 Harvey Castro MD, Junaid Kalia MD, & Edward Marx Hygiène et vie saine Maladie et pathologies physiques Politique et gouvernement
Épisodes
  • How Brain Organoids Work (And Why They Could Replace Silicon)

    How Brain Organoids Work (And Why They Could Replace Silicon)
    Jun 9 2026
    The foundation of tomorrow's diagnostics is being rebuilt — and it starts in biology, not silicon.In this episode, Edmund White, biomedical innovator and bestselling author, joins the conversation to challenge an assumption quietly embedded in every AI tool entering healthcare: that silicon is the only material worth building on. Drawing from three decades at the intersection of cardiac care and medical innovation, Edmund traces a through-line from digital twins of children's hearts to brain organoids — arguing that biology's energy efficiency and adaptability aren't limitations to engineer around, they're the very properties that could unlock earlier intervention and more precise patient outcomes. The conversation widens from there into the economics of AI adoption, the coming bubble, and what it will take for healthcare systems and policymakers to get ahead of a shift that's already in motion.What You Will Discover:- Edmund's Journey From Cardiac Devices to Prevention- Brain Organoids Explained- Silicon vs. Biology: The Hybrid Computing Argument- What Happens When AI is Cheap and Effortless- The Social Impact of AI- Space Computing & Distributed Intelligence- Regulation, Policy, and Germany's Risk Aversion[16:30] Funding Priorities: Where Innovation Dollars Should GoReferenced in the show:🖇️ "AI Today: OI Tomorrow: The Dawn of Organoid Intelligence: Opportunities, Ethics, and the Future of Humanity" – https://www.amazon.com/AI-Today-Tomorrow-Intelligence-Opportunities/dp/1950043584 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/@junaidkaliamdDr. 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/@EdwardMarxSpecial Guest:Edmund White, VP Business Development & Partnerships, AIBODY💼LinkedIn - https://www.linkedin.com/in/edmund-white-08362ab/🔗Website - https://www.ai2oi.com/Visit our website:https://signalandsymptoms.com/Get advisory insights about Healthcare AI — at zero cost:https://junaidkaliamd.substack.com/
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    19 min
  • Why AI Isn't the Tech Hype Hospital Leaders Think It Is

    Why AI Isn't the Tech Hype Hospital Leaders Think It Is
    Jun 2 2026

    We built a healthcare system engineered for sick care, but the future of medicine belongs to those who seek health.

    In this episode, global Digital Health Futurist Philippe Gerwill joins the panel to unpack the real bottlenecks stalling clinical innovation. He highlights a critical inversion happening in modern medicine. Historically, technology lagged behind clinical needs. Today, advanced technology vastly outpaces our institutional capacity to adopt it. The conversation delivers an evidence-based perspective on how to manage this rapid acceleration from a global innovator who understands both big pharma infrastructure and the reality of clinical adoption.

    Tune in to discover how forward-thinking medical leaders are realigning systemic incentives to transition from algorithmic task managers back to true, humanist healers.

    What You Will Discover:

    - Intro: The Tech-Adoption Paradox

    - Human Bubble: From Tech Hype To Structural Adaptation

    - What AI and Quantum Convergence Mean for Medicine?

    - The Paradigm Shift from Sick Care to Seeking Health

    - Task Automation vs. Job Displacement

    - Is AI Getting Overwhelming?

    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:

    Philippe Gerwill, Digital Healthcare Humanist & Futurist

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

    Visit our website:

    https://signalandsymptoms.com/

    Get advisory insights about Healthcare AI — at zero cost:

    https://junaidkaliamd.substack.com/

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    19 min
  • Healthcare AI: What To Know, What's Still Broken, and Where To Go Next

    Healthcare AI: What To Know, What's Still Broken, and Where To Go Next
    May 26 2026
    What does it actually cost when a diagnosis comes six months too late, a test gets ordered twice, or a treatment decision gets made without the best information available?In this special recap episode of Signal & Symptoms, we synthesize the strongest healthcare AI insights from previous episodes — moving from the promise of what AI can do, to the real patient stories that reveal what's at stake when we delay, to an honest look at the barriers still standing in the way, and finally to the path ahead for clinicians and leaders ready to act. This isn't a hype episode. It's a practical reckoning: AI is already changing how diagnoses get made, how patients advocate for themselves, and how the next generation of healthcare standards will be written. The only question is whether you'll help shape it — or watch it happen without you.What You Will Discover:- The Promise: The Tech Exists- The Patient Problem: The Real Cost of Delay- The Reality Check: What the Studies Don't Tell You- Clinician Leadership: Before Someone Else Writes the Rules- The Road Ahead: Act Now or Get Left BehindTune in to the full episodes:🎥https://youtu.be/Vj8JXBkD4OQ (Microsoft AI & Clinical Context)🎥https://youtu.be/yjqhF-coM_w (Patient Delay & Missed Diagnosis)🎥https://youtu.be/vCBOSzMRk-s (Clinician Leadership, Medicine & Dentistry)Referenced in the show:🖇️Blog (2025): The Path to Medical Superintelligence - https://microsoft.ai/new/the-path-to-medical-superintelligence/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 Visit our website:https://signalandsymptoms.com/Get advisory insights about Healthcare AI — at zero cost:https://junaidkaliamd.substack.com/
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    13 min
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