Afleveringen
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For a generation, your medical record has lived behind the hospital’s firewall. What happens the day the patient walks in holding it — already read, already interpreted by AI, on their own phone?
In this episode, Dr. Harvey Castro hosts — with co-hosts Ed Marx and Dr. Isha Mannering — a conversation with Stephen Rouse, co-founder and head of growth at Savva, a consumer health app (in beta, launching this summer) built on a single premise: patients should own and understand their own health data. Coming from the enterprise-EHR world, Stephen argues the next shift isn’t inside the hospital system — it’s outside it, in the patient’s hands. The panel works through why the Cures Act cracked the door open, what it means to keep a record on-device instead of the cloud, the everyday mess of five different patient portals, a global bet to reach a billion people without a portal to disrupt — and the hard question no one has fully answered: when a patient shows up already “knowing,” who’s accountable for what the AI surfaced?
What You Will Discover:Cold open — “consumers can take over their health information”Meet the panel + Stephen’s Savva one-linerWhy should the patient own the record? (Protocol First → the Cures Act)Your chart, off the hospital’s cloud (on-device + privacy)Why do you have five different portals? (the access problem)A billion people, no portal to disrupt (the global bet)When the patient already knows (the exam-room collision)Who’s accountable if it’s wrong? (the open debate)Closing: what clinicians should do now
Referenced in the show:🖇️ Dr. Harvey Castro’s work on ChatGPT in healthcare — https://www.harveycastromd.com/
Connect with us:Dr. Harvey Castro, ER Physician, #DrGPT™
💼 LinkedIn — https://www.linkedin.com/in/harveycastromd/
🔗 Website — https://www.harveycastromd.com/
📷 Instagram — https://www.instagram.com/harveycastromd/
📑 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
Dr. Isha Mannering — Board-Certified Pediatrician, Founder of InTuneMD
LinkedIn — https://linkedin.com/in/drisha
Special Guest:
Stephen Rouse, Co-Founder & Head of Growth, Savva
💼 LinkedIn — https://linkedin.com/in/rousestephen
Visit our website: https://signalandsymptoms.com
Get advisory insights about Healthcare AI — at zero cost: https://junaidkaliamd.substack.com/
Medical disclaimer: This conversation is for general informational purposes and is not medical advice. Listening does not create a doctor–patient relationship. Always consult a qualified clinician for your child’s care.
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Somewhere in Oxford, there’s an AI that can produce a contrast-enhanced cardiac MRI without ever injecting the contrast. No needle, no gadolinium, no risk. It works — and it has for years. Walk into a community hospital in Dallas tomorrow, and you still can’t get it.
In this episode, Dr. Harvey Castro hosts — with co-hosts Ed Marx and Dr. Isha Mannering — a conversation with Dr. Yeshe Kway, a medical data scientist in Oxford’s Zhang Group building the AI that reads cardiovascular MRI. Together they take on the question every health-system leader is quietly asking: can medicine actually keep up with AI? They range across what AI can now see inside the whole body, why reactive medicine is giving way to proactive care, the unglamorous economics that strand breakthrough imaging one mile short of the patient, the ethics of telling a healthy child they may get sick someday, whether an employer could one day use AI against you, and a blunt warning about AI “poisoning” the well of medical knowledge.
What You Will Discover:Cold open — can medicine keep up?Meet the panel + Yeshe’s path: Germany → Singapore → OxfordWhat can AI actually see inside your whole body?Reactive medicine is dying — what replaces it?It works — so why can’t your hospital use it? (the adoption wall)Should we tell a child they’ll get sick? (pediatric early-risk ethics)Predicting disease from a routine eye scan — and who could use itIs the doctor who won’t use AI already behind?Is AI poisoning medical knowledge?Closing: human + AI
Referenced in the show:🖇️ Dr. Harvey Castro’s work on ChatGPT in healthcare — https://www.harveycastromd.com/
Connect with us:Dr. Harvey Castro, ER Physician, #DrGPT™
💼 LinkedIn — https://www.linkedin.com/in/harveycastromd/
🔗 Website — https://www.harveycastromd.com/
📷 Instagram — https://www.instagram.com/harveycastromd/
📑 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
Dr. Isha Mannering — Board-Certified Pediatrician, Founder of InTuneMD
LinkedIn — https://linkedin.com/in/drisha
Special Guest:
Dr. Yeshe Kway, Medical Data Scientist, Zhang Group (AI in Cardiovascular Imaging), University of Oxford 💼 LinkedIn — https://www.linkedin.com/in/yeshe-kway-b77b53185/
Visit our website: https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost: https://junaidkaliamd.substack.com/
Medical disclaimer: This conversation is for general informational purposes and is not medical advice. Listening does not create a doctor–patient relationship. Always consult a qualified clinician for your child’s care.
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Zijn er afleveringen die ontbreken?
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The hardest part of a pediatric visit now happens before the appointment even begins.
In this episode, Dr. Isha Mannering — a board-certified pediatrician with 16 years in the Dallas–Fort Worth area and founder of InTuneMD — joins Dr. Junaid Kalia, Dr. Harvey Castro, and Ed Marx to confront a new reality in the exam room: parents arrive having already consulted TikTok and ChatGPT, and the physician’s first job is winning back trust. Drawing on more than a decade in practice and her decision to go independent, Isha makes the case for treating AI as a tool, not a takeover — one that can hand clinicians back their time, sharpen early-warning “signals” in young patients, and bring care into the home. The conversation widens into pediatric AI in practice, the rural-versus-frontier care divide, at-home sick care, and a blunt warning to health systems: enable entrepreneurship within your walls, or be disintermediated by those who will.
What You Will Discover:Cold open + welcome (Junaid, Harvey, Ed + Dr. Mannering) Why trust is eroding: the viral-TikTok rare-disease scare AI as a tool: the “healthcare influencer” + scribe & signal Going independent: “figuring it out as I go” Authenticity: earning the trust of parents AND kids “Put the laptop down”: reclaiming the visit Pediatric AI in practice: comic discharge notes + an NFC plushie Catching the signal early: “never trust a newborn” At-home sick care: the 2 a.m. fever The hospital reckoning: adapt or be disintermediated Closing: human + AI — have fun with it
Referenced in the show:🖇️ Dr. Harvey Castro’s work on ChatGPT in healthcare — https://www.harveycastromd.com/
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/
📑 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:
Dr. Isha Mannering, Board-Certified Pediatrician, Founder of InTuneMD 💼 LinkedIn — https://linkedin.com/in/drisha
Visit our website: https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost: https://junaidkaliamd.substack.com/
Medical disclaimer: This conversation is for general informational purposes and is not medical advice. Listening does not create a doctor–patient relationship. Always consult a qualified clinician for your child’s care.
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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 Go
Referenced 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/@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:
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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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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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 Behind
Tune 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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Will AI eliminate primary care — or finally give primary care physicians their time back?
That's the central question driving this episode, as Dr. Junaid Kalia, Dr. Harvey Castro, and Ed Marx sit down with Dr. John Dayton — an ER physician who has evaluated healthcare startups as an angel investor, built pilots at Intermountain Ventures, and is now raising a $5M fund. He brings a rare view of what AI looks like from the bedside, the boardroom, and the cap table. Dr. Dayton maps how AI decisions actually get made inside health systems: why a technology has to align with the CEO's mission, the CFO's budget, the CTO's existing stack, and clinical staff's real workflow — and why losing any one of those four is where most implementations quietly stall.
For physicians and healthcare enthusiasts who want to separate signal from noise — and understand whether the tools landing on their unit deserve to be there — this is the peer-to-peer analysis that conference keynotes never deliver.
What You Will Discover:
- Intro: John Dayton's origin story
- Why He Never Really Left Medicine
- How hospitals actually make AI decisions
- Is an MBA worth it if it's not free?
- The Decision Making Approach Inside Health Systems
- The Two Questions Nobody Answers Directly
It's not about whether AI is ready for clinical use. It's about whether clinicians are ready to guide patients who are already using it.
Referenced in the show:
🖇️ "Professional Development and Upskilling Resources for Clinicians" – https://www.linkedin.com/pulse/professional-development-upskilling-resources-john-dayton-md-mba-xlpmc/
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:
John Dayton, MD, MBA
💼LinkedIn - linkedin.com/in/johndaytonmd
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/
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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.
In this episode, Dr. Junaid Kalia and Dr. Harvey Castro sit down with Dr. Hansa Bhargava, Chief Innovation Officer at Healio and a physician who has spent her career building trust at scale, to examine what trustworthy clinical AI actually looks like from the inside. They trace how the content integrity crisis predates AI, why clinician-in-the-loop development is the clearest signal of a tool worth adopting, and how evidence-sourced curation is the only real defense against sophisticated noise at the point of care.
The stakes go deeper than adoption. Who carries the legal weight when AI-assisted decisions go wrong? And are the physicians leaning into AI today quietly trading long-term clinical judgment for short-term efficiency? This episode doesn't evaluate the tools — it reframes what's actually at risk.
What You Will Discover:
- Intro: Building Trust in Medical Literature
- Dr. Hansa’s Journey in Architecting Trust
- Her North Star: Better Patient Outcomes
- Is Clinical Research Already Compromised Before AI?
- Why AI Is Built to Agree With You
- Clinician-in-the-Loop is the #1 Trust Signal
- The Biggest Risk & Opportunity in the Age of AI
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:
Hansa Bhargava MD
💼LinkedIn - https://www.linkedin.com/in/hansa-bhargava-mdd-752a463a/
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/
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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?
In this episode, Dr. Junaid Kalia sits down with co-host Dr. Harvey Castro, this time in the guest seat, to unpack one of the most transformative concepts in modern medicine: the healthcare digital twin. They trace how the concept evolved from NASA simulations and factory floors into clinical reality, breaking it down clearly for those new to the idea while grounding it in real applications — predictive analytics, personalized pharmacogenomics, and Harvey's personal digital twin, which he built and uses today. They also don't shy away from the harder questions: data privacy, implementation costs, the global adoption gap, and the tension between rapid innovation and regulation that can barely keep pace.
Whether you're a clinician thinking about what's next for patient care, or a healthcare enthusiast trying to make sense of where medicine is heading, this episode gives you a grounded, honest look at a technology that's closer than you think.
What You Will Discover:
- Intro: What Are Healthcare Digital Twins?
- The Human + AI Concept: Harvey's Personal Digital Twin
- Top 3 Applications for Digital Twin Transforming Patient Care
- Data Privacy and Cybersecurity Risks
- Why Culture Is the Real Rate-Limiting Step
- Implementation Challenges in the US vs. Other Countries
- Are Tokens Reliably Used in Healthcare?
- Genetics, Epigenomics & the Future of Point-of-Care Treatment
- The Future We're Building: A Final Word from Two Doctors
Resources:
🔗 Ask Harvey a healthcare AI question –– https://harvey.deepfoundai.com/
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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Most healthcare conversations stop at disruption, but this one starts there.
In this episode, three healthcare experts sit down to map what happens when AI doesn't just change clinical workflows — it rewires the economics behind them. From the slow-adoption trap crippling hospital governance, to the cultural lag quietly signaling a broken system, to a collapse of the referral pipeline impacting financial stability — the kind of conversation most boardrooms aren't having yet.
The twin disruption isn't coming. It's already restructuring the room. Where do you stand?
What You Will Discover:
- Intro: The Twin Disruption No One's Naming
- Slow Adoption Is Now a Liability
- Culture Is the Real Bottleneck
- Will Hospitals Need to Sell Off Physical Assets?
- On Restructuring Value-Based Care
- The Shift to 'Tokenized Economy’ in Healthcare
Referenced in the show:
🖇️ "The Twin Disruption: How AI is Rewriting the Economics of Healthcare" – https://drive.google.com/file/d/1dGc9RXPlnpZTbs0VEvWJdrDH-0PCEttP/view?usp=sharing
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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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?
That question is not a distraction. It might be your next diagnosis, and the biggest obstacle is knowing where to start.
In this episode, host Dr. Junaid Kalia sits down with Dr. Sara Rana, a physician-turned-venture capitalist and MD-MBA, who saw the gap between healthcare and finance firsthand and built her career bridging it. The conversation moves from her origin story into the practical frameworks, honest realities, and hard-earned wisdom any physician can act on today.
What You Will Discover:
- Intro: Dr. Sara’s Origin Story
- Why Physicians Must Speak Business
- Charting Her Own Path as Venture Capitalist
- Inflation, AI & the Forces Reshaping Financial Future
- Does Race & Gender Matter?
- 4 Entry Points to Entrepreneurship
- The Advice That Reframes the Struggle
- Does Geography Make or Break You?
The same disruption reshaping healthcare through AI is exactly why physicians can no longer afford to only speak medicine. This conversation is where that journey begins.
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:
Sara Rana, MD, MBA
💼LinkedIn - https://www.linkedin.com/in/sararana/
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/
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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/gSi82Zd8
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:
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/
-
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 Gap
A note from Signal & Symptoms
This 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=paperback
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 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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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/
-
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. To deliver on the promise of value-based care, we must move beyond "clean" academic datasets and integrate the diverse, real-world data that reflects the actual patients we serve.
In this episode, Dr. Junaid Kalia and Dr. Harvey Castro sit down with Dr. Martin Willemink, a radiologist and former Stanford faculty member who transitioned into the entrepreneurial world to solve AI’s most significant bottleneck: data diversity. As a clinician-turned-founder of Segmed, Dr. Willemink provides a systematic look at why "garbage in, garbage out" is a systemic risk to patient safety and how building a more representative data pipeline is the only way to achieve true generalizability in healthcare AI.
What You Will Discover:
- Intro: The Data Bottleneck of Healthcare AI
- Dr. Willemink’s Journey from Stanford faculty to Y Combinator
-Addressing Data Bias in Clinical Models
- The Future of Multimodal AI in Healthcare
- Balancing Data Privacy & Patient Protection
- Synthetic Data in AI Development
- 5 Insights for Solving the Data Problem
Referenced in the show:
🖇️ "Geographic Distribution of US Cohorts Used to Train Deep Learning Algorithms" – https://pmc.ncbi.nlm.nih.gov/articles/PMC7509620/
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:
Martin Willemink, MD, PhD, FSCCT, Co-founder & Chief Scientific Officer at Segmed
💼LinkedIn - http://linkedin.com/in/martin-willemink
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/
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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/
-
Global anxiety about AI and jobs is at its peak. And the data suggests people are right to feel it. But this episode isn't a warning. It's a diagnosis.
Dr. Junaid Kalia, Edward Marx, and Dr. Harvey Castro step back from the weekly AI noise to examine the macro trajectory of the era we're actually living through — where five major innovation platforms are converging simultaneously, the cost of intelligence is collapsing, and the gap between technology and human adaptability has never been wider.
The anxiety isn't irrational. It's a signal. And understanding what it's pointing to is the first step.
What You'll Discover:
- The Great Acceleration & The Five Converging Platforms
- Why Brilliant People Are Still Dismissing AI — And What That Tells Us
- The Cost of Intelligence Is Collapsing
- AI in Healthcare: Real Gains, Real Barriers
- The Human-in-the-Loop Design Challenge
The future of healthcare isn't about choosing between human and machine—it's a collaboration where technology enhances our capabilities while human judgment and compassion remain at the forefront of patient care.
Referenced in the show:
🖇️ AI Healthcare Index by Dr. Harvey Castro – https://drive.google.com/file/d/18f04lD4nKtOmjJqc_J-F9bhbY4NkqZki/view?usp=sharing
🖇️ Big Ideas Research Report by ARK Invest – https://www.ark-invest.com/big-ideas-2026
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/
📹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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What happens when a 200-year-old safety-net hospital decides it's had enough of losing revenue to insurance denials and uses AI to fight back? The answer may change how you think about the intersection of clinical care and financial sustainability.
In this episode, we sit down with Jani Rad, Dr. Kito Lord, and Robin Clanton from Regional One Health in Memphis, Tennessee. Together, they walk us through how a historically under-resourced hospital became an unlikely AI innovator — starting not with flashy technology, but with a simple question: can we just see our own data? From breaking down departmental silos to deploying AI that identifies payer denial patterns, generates appeals in bulk, and surfaces the big-picture revenue opportunities that encounter-by-encounter worklists will always miss — this team is actively building and testing a solution that directly bridges the gap between clinical documentation, finance, and patient outcomes.
What You Will Discover:
[00:00] Intro
[00:52] Meet the Regional One Health Team
[03:24] Data as the Starting Point
[04:17] The Physician Advisor Program
[06:00] First Tiptoe into AI
[08:56] Seeing the Big Picture
[10:00] From Data to Action
[11:39] AI Checks and Balances
[13:26] The AI Arms Race
[14:28] Negotiating Denials at Scale
[18:16] The Why Behind the Work
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/
📹YouTube - https://www.youtube.com/@EdwardMarx
Special Guest:
Jani Rad, CEO, Regional One Health Solutions
💼LinkedIn - https://www.linkedin.com/in/janirad/
Kito Lord, MD, MBA, CHCQM-PHYADV
💼LinkedIn - https://www.linkedin.com/in/kito-lord-md-mba-chcqm-phyadv-0b2a33a6/
Learn more about Regional One Health
🔗 https://www.regionalonehealth.org/
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/
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Why do brilliant healthcare products fail before they ever reach patients? Sally Ann Frank, who leads Microsoft's worldwide strategy for health startups, exposes the fatal mistake and her proven protocol to avoid it.
In this episode, Sally Ann Frank, Global Lead for Health & Life Sciences at Microsoft for startups, breaks down her proven Startup Protocol framework to achieve healthcare AI startup success in an agentic AI era. Drawing from her work with hundreds of early-stage companies, Sally emphasizes the critical mistake first-time founders make: investing all their energy in building a great product without doing customer discovery to prove anyone will actually pay for it. As AI agents transform healthcare delivery, she argues the conversation must shift from talking about AI capabilities to obsessively documenting the tangible value it creates—whether that's saving clinician time, improving patient outcomes, or streamlining administrative workflows.
This episode provides Sally's tactical playbook for documenting value so convincingly that doing nothing becomes your customer's riskiest choice. From ideation to scale, her framework delivers the strategic clarity founders need to transform breakthrough ideas into fundable, sustainable businesses.
What You Will Discover:
- Sally Ann Frank: Her Mission In Action
- How Sally's Framework Prevents Startup Failure
- How to Document End-User Value in the Agentic AI era
- What Startups Look Like in 3-5 years
- 3 Things You Must Do to Scale Successfully
- Sally's Advice for Every Healthcare Founder
- Why Customers "Doing Nothing" Is Your Real Competitor?
Referenced in the show:
🖇️ "The Start Up Protocol: A Guide for Digital Health Startups to Bypass Pitfalls and Adopt Strategies That Work" by Sally Ann Frank – https://www.amazon.com/Startup-Protocol-Startups-Pitfalls-Strategies/dp/103263944X/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1699382769&sr=8-8
🖇️ “The Unicorn Protocol: Digital Health Unicorns, How They Got There and What You Can Learn From Them” – https://www.amazon.com/Unicorn-Protocol-Digital-Health-Unicorns/dp/1032711019/?_encoding=UTF8&pd_rd_w=G2PgE&content-id=amzn1.sym.0fb2cce1-1ca4-439a-844b-8ad0b1fb77f7&pf_rd_p=0fb2cce1-1ca4-439a-844b-8ad0b1fb77f7&pf_rd_r=135-3915937-9293427&pd_rd_wg=HIDM6&pd_rd_r=dfd48b8a-14cb-42ef-98fc-b91d305d282c&ref_=aufs_ap_sc_dsk
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/
📹YouTube - https://www.youtube.com/@EdwardMarx
Special Guest:
Sally Ann Frank, Global Lead for Health & Life Sciences at Microsoft for startups
💼LinkedIn - https://www.linkedin.com/in/sallyafrank
🌐Website - https://www.sallyannfrank.com/
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/
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Healthcare is at a critical crossroads where clinicians are increasingly sidelined by administrative weight and third-party interests. The path forward isn't just surviving a broken system—it’s reclaiming our roles as primary stakeholders and system architects through a unified, "Doctor-to-Doctor" movement.
Joining us to lead this conversation is Dr. Kianor Shah, a Southern California-based oral surgeon with 20 years of clinical experience and founder of the Global Summit Institute. Dr. Shah argues that the integration of medicine and dentistry is the next frontier of patient care, with AI serving as the "divine tool" to bridge these historical silos. By leveraging predictive analysis and peer-to-peer collaboration, we can move beyond the administrative burdens that cause burnout and return our focus to clinical excellence. This mission culminates in the 2026 Global Medical Dental AI Summit in London, a landmark effort to set rigorous, doctor-led standards for AI implementation.
Together, we explore how transitioning from a service-provider mindset to a stakeholder mindset allows us to get around industry challenges and restore the oral-systemic health connection.
What You Will Discover:
- On Building the Doctor-to-Doctor movement
- The Entrepreneurial Mindset
- Bridging the Medical-Dental Gap
- 2026 Global Medical Dental AI Summit
- The Strategic Formula (0.5%) for Healthcare Transformation
- Does a 3-5 Year Timeline Matter for Physician Leadership?
- AI as the Unifying Catalyst, Not the End Goal
About the Conference:
2026 Global Medical Dental AI Summit
📍 Leonardo Royale Hotel, London Tower Bridge
📅 May 14-16, 2026
🎤 100+ speakers | 3 tracks (Medical, Dental, Business) | 700 attendees
Exclusive offer for Signals & Symptoms listeners:
Use the discount code VIP20 for a special offer
🔗 https://top100doc.com/london/
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/
📹YouTube - https://www.youtube.com/@EdwardMarx
Special Guest:
Kianor Shah DMD, MBS, Founder, Global Summits Institute
💼LinkedIn - https://www.linkedin.com/in/kianorshah/
🔗Website - https://kianorshah.com/
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/
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