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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
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  • How Ultrasound Frequencies Enable Early Intervention and Save Lives

    How Ultrasound Frequencies Enable Early Intervention and Save Lives
    Apr 14 2026
    What if the difference between a late diagnosis and a successful intervention was simply how we decode the signals of a sound wave?In this episode, we are discussing the transition of ultrasound from a static hospital tool to a mobile network of care that brings diagnostics directly to the patient. Dr. Junaid Kalia, Dr. Harvey Castro, and Edward Marx explore a radical shift in medical imaging with Soner, Co-founder and CEO of PONS Tech. By analyzing raw ultrasound frequencies rather than just the visual image, PONS makes visible the early-stage features that are typically invisible on a standard scan. This episode breaks down how we can empower non-specialists—like nurses and caregivers—to perform expert-level scans without disrupting the radiologist's existing workflow.From navigating clinical "dyad" leadership to addressing the financial barriers of the current revenue cycle, we map out how to rebuild a reactive healthcare system into a proactive, community-based signal of care.What You Will Discover:Intro: From Personal Tragedy to a Medical Innovation- Why PONS Focuses on Raw Frequency-Level Dynamics- How the Tech is Scaling Diagnostic Accuracy - On Addressing the Limitations of Mammography- Why Health Systems Must Rethink How We Pay for Prevention- Shifting Health Systems Toward Continuous Preventive Care🎤 Host Spotlight: Ed Marx is keynoting the Northwood University Health Care Summit on April 22. Worth a watch — register here: https://lnkd.in/gSi82Zd8Connect 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:Soner Hacıhaliloğlu, Co-Founder and CEO of PONS💼LinkedIn - https://www.linkedin.com/in/sonerhaci/Visit our website:https://signalandsymptoms.com/Get advisory insights about Healthcare AI — at zero cost:https://junaidkaliamd.substack.com/
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    18 min
  • The Treatment Exists But Why Aren't Patients Getting It?

    The Treatment Exists But Why Aren't Patients Getting It?
    Mar 31 2026
    What if the real barrier to better patient outcomes isn't the medicine — it's the infrastructure to prescribe it well?This episode surfaces a broader signal: personalized medicine is no longer a future ambition — it's a present clinical need. And the system, as it stands, is not equipped to deliver it at scale.Joining the conversation are Itay Segal and Dr. Jean-Claude, co-founders of Unlock Healthcare, to explore one of medicine's most underexamined tensions: the gap between what a treatment can do and what the current system is built to support. The discussion centers on cannabinoid medicine — not as a cultural phenomenon, but as a clinical case study for why one-size-fits-all care fails the patients who need personalized treatment most.This episode asks the harder question: before we can treat patients better, do we have the right foundation in place to even try?What You Will Discover:- The Gap Between Need and Treatment- Infrastructure as the Real Innovation- Why One Size Fits No One- The Physician as Informed Partner, Not Just Licensor- The Regulatory Runway- The Evidence GapA note from Signal & SymptomsThis episode doesn't center on AI — and that's precisely the point. Before AI can meaningfully improve patient outcomes, the clinical infrastructure to capture, act on, and learn from patient data has to exist first. What Unlock Healthcare is building is that foundation layer. We separate signal from noise at Signal & Symptoms, and this episode's signal is clear: the future of treatment depends as much on the systems we build around medicine as on the medicine itself.References:🖇️ "DRGPT AI Lessons (3 books)" – https://www.amazon.com/dp/B0GTNQ18K2?binding=paperbackConnect 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 Guests:Itay Segal, Co-Founder, CEO at Unlock.Healthcare💼LinkedIn - https://www.linkedin.com/in/itay-segal-723b488/Jean Claude Scicluna, MD, MSc, Co-Founder, Medical Director at Unlock.Healthcare💼LinkedIn - https://www.linkedin.com/in/jeanclaudescicluna/ Visit our website:https://signalandsymptoms.com/Get advisory insights about Healthcare AI — at zero cost:https://junaidkaliamd.substack.com/
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    20 min
  • AI Is In Healthcare—So Why Isn't It Working?

    AI Is In Healthcare—So Why Isn't It Working?
    Mar 24 2026

    The overarching signal is: we're early, it's messy, and the people closest to the work know it best.

    In this episode, Dr. Andrew Kim joins hosts Dr. Junaid Kalia, Dr. Harvey Castro, and Edward Marx for an unfiltered look at what healthcare AI implementation looks like from the inside. They are diagnosing the vendor translation failures, the physician workflow wars, the governance structures being built in real time, and the looming AI-vs-AI battle between health systems and insurance companies.

    The episode reveals an insider implementer’s perspective on where most AI deployments succeed or fail. Tune in to reflect on where your organization sits on the healthcare AI adoption curve, and what role you play in closing the gap.

    What You Will Discover:

    - The AI Market Diagnosis

    - Why Doctors Won't Adopt Tools Disrupting Workflows

    - What Health Systems Need More to Govern AI

    - Where AI Transforms Healthcare Operations

    - How Healthcare Leaders Envision the Future

    - Personalization vs. McDonaldization in Medicine

    Referenced in the show:

    🖇️ "Use of Ambient AI Scribes to Reduce Administrative Burden and Professional Burnout" – https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2839542

    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:

    Andrew Kim, MD, MBA, Director of Physician Informatics, Baylor Scott & White Health

    💼LinkedIn - https://www.linkedin.com/in/andrew-kim-md-mba-65364a4/

    Visit our website:

    https://signalandsymptoms.com/

    Get advisory insights about Healthcare AI — at zero cost:

    https://junaidkaliamd.substack.com/
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    20 min
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