Signal and Symptoms Podcast Podcast Por Harvey Castro MD Junaid Kalia MD & Edward Marx arte de portada

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 2025 Harvey Castro MD, Junaid Kalia MD, & Edward Marx Enfermedades Físicas Higiene y Vida Saludable Política y Gobierno
Episodios
  • From Fragmented Silos to Integrated Services: Transforming Cancer Care Delivery
    Dec 2 2025

    What if the biggest barrier to better cancer care isn't technology—it's how physicians approach treatment with ego?

    

    In this episode, we sit down with Dr. Talia Baker, a transplant surgeon who walked away from clinical practice to solve a problem she witnessed firsthand: the liver cancer patient journey is fundamentally broken.

    Dr. Baker introduces the Lori MDT project, a vision for reshaping how patients navigate fragmented cancer care. But the real conversation goes deeper—into the uncomfortable truths about institutional incentives, the care gaps between diagnosis and treatment, and why even the best academic centers are limited by their own biases. Her core argument: fragmented cancer care demands interdisciplinary collaboration and technology-driven process re-engineering. The era of incremental improvements is over. The future belongs to integrated services that cut across specialties—not siloed excellence in labs or imaging alone.

    What You Will Discover:

    - How the system's fragmentation and silos fail patients today

    - Why 75% of cancer patients don't get multidisciplinary care

    - The hardest problem: physician hubris, not technology implementation

    - The wisest surgical lesson—knowing when not to operate

    - Why we lost sight of focusing too much on product quality over service integration

    - Building mosaics of superpowers before digital twins take over

    This isn't about replacing clinicians with AI—it's about collaboration across clinicians, technologists, patients, and systems to augment what we can do together.


    Referenced in the show:

    🖇️ "OpenTSLM: Time-Series Language Models for Reasoning over Multivariate Medical Text- and Time-Series Data" – https://arxiv.org/abs/2510.02410

    🖇️ “Artificial intelligence should genuinely support clinical reasoning and decision making to bridge the translational gap ” – https://www.nature.com/articles/s41746-025-01725-9

    🖇️Chain-of-Influence: Tracing Interdependencies Across Time and Features in Clinical Predictive Modelings – https://arxiv.org/abs/2510.09895

    🖇️“Large language models forecast patient health trajectories enabling digital twins” –

    https://www.nature.com/articles/s41746-025-02004-3


    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 -

    Más Menos
    16 m
  • From Sick Care to True Healthcare: Why AI Demands a New Kind of Leader
    Nov 25 2025

    What if we're running a sick care system pretending to be healthcare? AI promises to change that by improving access for patients and reducing burden for providers, but only if we have leaders who know how to guide the transformation. The challenge: healthcare offers no structured pathway for developing these leaders.

    Joining today's expert panel: Arlen Meyers, MD, MBA, President & CEO of the Society of Physician Entrepreneurs, and Muhammad Siddiqui, Chief Digital & Information Officer at Reid Health. Together, they reveal why this leadership gap exists across four levels (personal, organizational, systemic, and societal) and what's actually working on the front lines.

    The conversation moves beyond theory into practical realities: why the traditional triple threat model (clinician-researcher-educator) must evolve into something new, how real implementation success shows up in physician quality of life before ROI spreadsheets, and why sustainable AI adoption ultimately requires changing the rules that shape our current healthcare system. The missing piece isn't just technology. It's a culture of continuous learning that prepares physicians to bridge clinical expertise, technological fluency, and entrepreneurial thinking.

    What You Will Discover:

    - Introduction & Episode Overview

    - The Four Barriers to AI Adoption

    - Why Physicians Aren't Becoming Tech Entrepreneurs

    - The New Triple Threat in Medical Career

    - Building AI IQ of Healthcare Through Education

    - The Leadership Development Gap

    - Bridging Clinical Innovation and Business Value

    - The Complexity of Healthcare Sales

    - Actionable Advice for Healthcare Leaders

    - Reframing the Problem: Changing the Rules



    Referenced in the show:

    🖇️ "There is no Chief Healthcare AI Officer School" – https://arlenmeyersmdmba.substack.com/p/there-is-no-chief-healthcare-ai-officer

    📚 Digital Health Entrepreneurship (Health Informatics) by Arlen Meyers - https://www.amazon.com/Digital-Health-Entrepreneurship-Informatics-dp-3031339010/dp/3031339010/ref=dp_ob_title_bk


    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


    Edward Marx, CEO, Advisor

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

    🔗Website -

    Más Menos
    16 m
  • Mindset, Audits, & Equity: What’s REALLY Slowing Down Healthcare AI?
    Nov 18 2025

    If AI is the future of healthcare, why is its adoption moving at a glacial speed?

    In this episode, Sherri Douville, CEO of Medigram and Chair of the Trustworthy Technology and Innovation Consortium (TTIC), argues the true bottleneck is not technology, but a crisis of accountability. She explains that systems—even those that are FDA-approved and cyber-secure —stall because hospital leadership lacks robust governance frameworks to properly evaluate solutions and grant final approval for patient care.

    The panel reveals how to establish trust infrastructure and why elevating AI governance to the same rigorous level as finance and clinical quality is the only path to scalability. This structural shift from treating AI as an "innovation experiment" to a reliable "system of record" is the only way to manage risk, ensure accountability, and accelerate safe, effective deployment.

    What You Will Discover:

    - Deploying AI Safely and Effectively: Her Mission

    - Why the C-Suite Cannot Evaluate AI

    - The CIO's Dilemma: Clinical Risk Approval

    - Founder's Advice: Investor-Client Compatibility

    - Govern AI Like Finance and Clinical Quality

    - Mindset is the Biggest Limiting Factor

    - Hospitals Face Audits Q2 Next Year

    - Human Resilience Gives the Most Hope

    Tune in for an actionable roadmap to accelerate your AI transformation, complete with frameworks for executive oversight, ethical deployment, and securing your future investments.

    Books Mentioned:

    📚Mobile Medicine by Sherri Douville – https://www.amazon.com/Mobile-Medicine-Overcoming-Culture-Governance/dp/0367651505 📚Advanced Health Technology by Sherri Douville – https://www.amazon.com/Advanced-Health-Technology-Managing-Acceleration/dp/1032391480


    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


    Edward Marx, CEO, Advisor

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

    🔗Website - https://www.marxadvisory.com/about-ed-marx

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


    Special Guest:


    Sherri Douville

    💼LinkedIn -...

    Más Menos
    17 m
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