What if the biggest threat to the future of medicine isn't AI—but our refusal to use it?

That's exactly what keeps Dr. Anthony Chang up at night. As founder of Intelligence-Based Medicine (AIMed) and a pioneering pediatric cardiologist, he's dedicated his career to a singular mission: ensuring clinicians aren't left out of healthcare's AI revolution.

In this episode, Dr. Chang joins us to outline the new paradigm where AI serves as the great equalizer—amplifying the reach of elite institutions while empowering rural hospitals with the same capabilities. He shares his vision for a future driven by clinical leadership, data science, and the most revolutionary tool in modern medicine: the Digital Twin, which will soon become routine for personalized care.

What You Will Discover:

- Introduction & AIMed Conference preview

- Digital Twins: The end of "1x research" in medicine

- The real barriers to AI adoption

- Why AI is the great equalizer for rural hospitals & developing countries

- The bilingual clinician imperative

- How physicians’ critical thinking and judgment will remain essential

Learn the practical skills and strategic knowledge to lead the AI revolution at the premier event for Artificial Intelligence in Medicine.

🔗Register for AIMed25 Global Summit: https://aimed.swoogo.com/AIMed25

🔗Explore the American Board of AI in Medicine: https://abaim.org/ 

🔗Catch Dr. Harvey Castro's upcoming TEDx talk on AI in healthcare at TEDxSouthlake 2025

🔗Discover cutting-edge AI applications at the AI for Healthcare Leaders Conference

Article reference:

🖇️ "If A.I. Can Diagnose Patients, What Are Doctors For?" – https://www.newyorker.com/magazine/2025/09/29/if-ai-can-diagnose-patients-what-are-doctors-for 

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:

Anthony Chang, MD, MBA, MPH, MS

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

🔗 AIMed - http://ai-med.io/ 

🔗 Medical Intelligence 10 (MI10) - https://www.mi10.ai/ 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/ 

Artificial Intelligence is being hailed as the Fourth Industrial Revolution, but if you're a clinician or a healthcare executive, it might feel more like a permanent roadblock. You’re past the hype, but still wrestling with the paradox: Why does technology that can predict diseases days in advance get stuck in endless, expensive pilot programs?

Join physician-founder Dr. Junaid Kalia and international advisor Dr. Harvey Castro as they diagnose the true state of AI in healthcare. They argue that the friction you feel trying to implement a new tool is merely a symptom of a much larger, global tension—one that is fundamentally cultural, economic, and geopolitical. We explore the deep regional divide on AI adoption, contrasting Western healthcare's inherent caution with Asia's rapid acceptance, and expose the mounting pressure on US-based AI. International models are closing the performance gap while costing as little as one-tenth of the price, creating a crucial strategic dilemma for every strategic budget. Finally, we confront the regulatory landscape: is increased US regulation genuine oversight, or a strategic form of "protectionism" designed to slow down nimble innovators?

This episode offers more than just diagnosis—it delivers the actionable foresight needed to lead. The hosts strip away the philosophical debate on whether AI can truly "think" and refocus on the only thing that matters: creating workflows that solve critical problems.

What You Will Discover:

- Diagnosing the True State of AI in Healthcare

- The Shift to Embedded Systems with AI

- Geopolitics and Price Wars

- Regulation as Protectionism

- Thinking as an Important Factor in LLMs

Referenced in the show:

🖇️ "The state of AI: How organizations are rewiring to capture value” – https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai

🖇️ “The 2025 AI Index Report” – https://hai.stanford.edu/ai-index/2025-ai-index-report

🖇️ “BIG IDEAS 2025” – https://www.ark-invest.com/big-ideas-2025

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

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

In navigating healthcare innovation, leaders are tasked with a critical question: how do you vet a new AI solution when the stakes are so high? Because a bad AI investment is more than just a financial hit—it’s a risk to patient lives and a burden on your clinicians.

The friction we see is often a symptom of systems where the C-suite’s goals for efficiency clash with the frontline's need for an optimized workflow. These projects fail not because of ill intent, but because the frameworks used to design them lack a diverse range of stakeholder perspectives, particularly those of practitioners and patients.

In this episode, your hosts dissect an early pipeline framework for proper governance of AI adoption in healthcare, revealing how to achieve true clinical success by aligning technology, financial ROI, and what matters most—patient outcomes.

Join our panel of a C-suite executive, a founder-clinician, and a front-line doctor for a peer-to-peer reality check on the process of AI adoption.

What You’ll Discover:

- Framework for Assessing Vendor AI Solutions 

- Strategic Alignment is Critical

- Involving the Right People

- Multi-Stakeholder Risk Assessment

- The Vendor’s Worksheet: Defining Potential Impact and Value

- What Executives Look at

- The Key to Adoption

- Ethics, Access, and Fairness

Referenced in the show:

🖇️ Journal Article: An early pipeline framework for assessing vendor AI solutions to support return on investment (2025)

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 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

With healthcare embracing AI, are deployments delivering measurable success?

The question isn't just about whether the technology works—it's a deeper diagnosis of why promising solutions are struggling to deliver meaningful results for clinician and patient outcomes.

Your hosts Dr. Junaid Kalia (Neurologist & Founder) and Edward Marx (Healthcare CIO) bring perspectives from hospital floors and C-suite boardrooms to this critical analysis. They're joined by Dr. Sara Rana (AI Policymaker, Texas HHSC), whose regulatory expertise reveals the often-overlooked policy dynamics shaping healthcare AI adoption.

Together, they dissect survey data from 43 health systems to expose the complex reality behind the AI hype.

What You'll Discover:

- Priorities for AI Adoption

- Current AI Use Cases

- The ROI Disconnect

- Challenge to Widespread Adoption

- The Role of Leadership

- Regulatory Barriers and Solutions

This isn't vendor hype. It's an honest peer-to-peer analysis of healthcare AI's messy reality—and what leaders need to know to make decisions that benefit patients.

Referenced in the show:

🖇️ Journal Article: Adoption of artificial intelligence in healthcare: survey of health system priorities, successes, and challenges (2025) -  https://pmc.ncbi.nlm.nih.gov/articles/PMC12202002/ 

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 

Special Guest:

Dr. Sara Rana, AI Innovator & Policymaker

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

Visit our website:

https://signal-symptoms-lh567dh.gamma.site

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

When Microsoft claimed AI achieved 80% diagnostic accuracy compared to doctors, it stopped healthcare leaders mid-scroll. But the real question isn't whether the technology works—it's whether it can improve patient care in the messy reality of hospital systems.

In this episode, our panel of experts—a founder, physician, educator, and CFO—examine what Microsoft's article, “The Path to Medical Superintelligence”, really means for the patients they're committed to serving, the financial implications for the hospitals, and the applicability for future healthcare professionals. Ultimately, providing the clinical context needed, a real value proposition, and commercialization to separate signal from noise.

Highlights of this Episode:

- Tension Between Hype vs. Value

- Evaluating AI as Medical Superintelligence

- First Principle of AI in Healthcare

- The Hard Truth About Implementation

- Cost Analysis of AI Implementation

- Payer-Provider Relationship

- The Future of AI in Healthcare

In reality, the AI landscape is a minefield of misinformation, but it doesn’t have to be. We’re all in the business of doing what is best for our patients, and this episode offers the grounded, peer-to-peer analysis you need to navigate the hard realities and lead with clarity.

Referenced in the show:

🖇️ Journal Article: Sequential Diagnosis with Language Models - https://arxiv.org/abs/2506.22405

🖇️Blog: 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 

Edward Marx, CEO, Advisor 

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

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

Elise Victor, PHD, Author, Executive & Professor

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

🔗Website - https://www.elisevictor.com/ 

Visit our website:

https://signal-symptoms-lh567dh.gamma.site

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

What if the difference between healthcare leaders who thrive and those who fall behind isn't talent—but their approach to staying current with AI?

In this episode, our host, Edward Marx, shares his transformation from a 16-year-old hospital janitor to a recognized CIO and healthcare technology thought leader. His journey through combat medic service and anesthesia technology work revealed a crucial insight: staying relevant in healthcare leadership requires mastering the rapidly evolving technology landscape, not just clinical expertise.

This episode offers market intelligence on current healthcare AI trends and provides actionable strategies for healthcare leaders seeking recognition as forward-thinking technology advocates. Whether you started in operations or the C-suite, the path to thought leadership in healthcare AI follows patterns that you can master.

What You'll Discover:

- From Janitor to Health Tech Thought Leader

- The Cost of Becoming Obsolete

- Curiosity as Career Hallmark

- No. 1 Tip to Stay Ahead: “Use AI Yourself”

- Listen to Value-Adding Podcasts

- Look Beyond Healthcare

- The Power of Asking Questions

- Why You Need a “Reverse Mentor”

- “Speak on it”

Ed’s journey proves that staying current with the rapidly evolving technology landscape isn't about luck or natural ability. It's about having the right framework, the right intelligence sources, and the right strategic approach to turn technological change into a leadership opportunity.

Referenced in the show:

🖇️ Voices of Innovation: Fulfilling the Promise of Information Technology in Healthcare - https://a.co/d/9jK6ieE

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 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

Ever wondered what it takes to transform your career from a practicing physician to a visionary leader in healthcare?

In this episode, we introduce our host, Dr. Harvey Castro, an emergency room physician who became an AI healthcare futurist by starting with a simple yet profound philosophy: leading with a "servant's heart." His journey is a testament to the power of combining your unique skills—clinical expertise, entrepreneurial drive, and a thirst for knowledge—to create something bigger than yourself and truly change patient outcomes.

Dr. Castro’s story is a powerful guide for physicians, leaders, and executives seeking to shape the future of medicine. His passion for service, combined with his medical background and entrepreneurial spirit, allowed him to see the potential of AI to revolutionize healthcare. He proves that you don't have to be a tech founder or a Silicon Valley insider to be at the forefront of innovation. It’s about being a physician who is also an entrepreneur and a lifelong learner, ready to apply unique insights to solve complex problems and serve the world.

- The Making of Dr. GPT

- Early Adoption of ChatGPT in Healthcare AI

- The Future of Medicine Equation

- Reward of Giving

- How Dr. Castro Became Singapore's AI Advisor

- The Power of Public Speaking

- The Root of His Accomplishment

- From ER to Joining SpaceX

This episode isn't just a career story—it's a prescription for leadership. Dr. Castro’s journey demonstrates that by combining diverse medical, technical, and entrepreneurial expertise, we can bridge the gap between healthcare innovation and real-world patient outcomes.

Referenced in the show:

🖇️ "Success Reinvention: No Matter Where You Are In Your Life, Or What Obstacle You Are Facing… Now Is The Time To Reinvent Yourself” - https://a.co/d/iOolgOv 

🖇️“ChatGPT and Healthcare: The Key To New Future of Medicine” - The Key To The New Future Of Medicine” - https://a.co/d/aEfQAPe 

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 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

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.

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 

Visit our website:

www.signalandsymptoms.com

What happens when breakthrough technology arrives before the infrastructure to support it? Healthcare organizations face AI transformation without the policies, governance, or strategic frameworks to implement it effectively. The gap creates a vacuum that patients are filling on their own—forcing leaders to rethink their approach.

In this episode, Dr. Zayna Khayat joins the conversation as a health futurist—not to predict what's coming, but to help healthcare leaders make strategic decisions that create their desired future rather than react to an uncertain one. Alongside physicians and executives navigating innovation from different vantage points, she explores why proven innovations stall in approval cycles, and how leaders shift from reactive deliberation to strategic action.

The episode demonstrates what that shift requires: deciding what percentage of organizational choices align with future vision versus current crises, building governance infrastructure before deploying innovation, and using collapse scenarios as speculative tools to change how leaders decide today. Organizations engaging in this work now shape their evolution. Those seeking certainty first may find patients and entrepreneurial outsiders have already moved forward.

What You Will Discover:

- How applied futurism helps make strategic bets on emerging futures

- The market infrastructure innovators must build

- Future visioning with leadership as the prerequisite for innovation adoption

- The Collapse Scenario: AI-empowered patients dissolving primary care models

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 

Special Guest:

Zayna Khayat, Ph.D., Health Futurist

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

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/ 

Can AI-powered wearables and sophisticated diagnostic algorithms truly change clinical practice? Or are we mistaking technological capability for clinical readiness?

In this episode, our hosts bring a dual perspective as physicians and healthcare AI futurists to a critical analysis. They examine emerging hardware and diagnostic approaches that could reshape real-time workflows, scrutinize what benchmark studies actually reveal about AI performance, and articulate a vision grounded in a simple but profound truth: while the physician's eye is limited to the visible spectrum, AI can process extensive multimodal data in real time.

This isn't about diminishing the role of physicians. It's about what happens when AI is designed as an extension of physician capability rather than a substitute for it. The episode offers a concrete vision of how this partnership could work in practice, and what a human-AI partnership means for clinical practice.

What You Will Discover:

[00:34] Intro

[00:54] How AI-powered glasses could reshape real-time clinical workflows

[05:45] What radiology benchmarks reveal about AI's clinical readiness

[07:45] Why human perception has fundamental limits and how AI fills that gap

[09:26] How lack of regulation could amplify health inequities in the AI era

[10:19] Envisioning the need for physician-algorithm specialists

[12:06] Shaping a more capable, present, and human-centered practice

Referenced in the show:

🖇️ “The algorithmic consultant: a new era of clinical AI calls for a new workforce of physician-algorithm specialists” – https://www.nature.com/articles/s41746-025-01960-0 

🖇️ “Radiology’s Last Exam (RadLE): Benchmarking Frontier

Multimodal AI Against Human Experts and a Taxonomy of

Visual Reasoning Errors in Radiology” – https://arxiv.org/abs/2509.25559 

🖇️“Analog in-memory computing attention mechanism for fast and energy-efficient large language models” – https://www.nature.com/articles/s43588-025-00854-1 

🖇️ “New Meta Ray-Ban AI-Powered Display Glasses & Neural Band” – https://www.meta.com/ai-glasses/meta-ray-ban-display/?srsltid=AfmBOorJFTa87uJM8WpBm-rGtISfvdb-LGADG99BHMZfDIH-Ijj7Pzz6 

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 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

What if AI could have detected your patient's serious condition earlier than your current best practice protocols, potentially avoiding a complex intervention? For Ed Marx, this isn't hypothetical—he lived it. 

This episode dives into the clinical realities of AI as a tool for early diagnosis, demonstrating how it's transforming the clinician-patient partnership and challenging providers to rethink workflows to keep pace with AI-empowered patients. Drawing from 20 years of digital transformation leadership and deeply personal healthcare experiences, Ed Marx shares powerful personal case studies of AI's success in diagnostics and overcoming access bottlenecks for specialized care. This episode provides a grounded analysis necessary to examine the immediate strategic implications for practitioners and the necessity for administrators to reorganize primary care delivery models.

The future of care requires collaboration—where clinicians leverage AI not as a replacement, but as a tool to enhance early detection, improve access, and extend their reach.

What You Will Discover:

- From Digital Charts to AI Charts: Healthcare's Third Evolution

- Why Concierge AI Is Nothing Like Dr. Google

- Ed's Prostate Cancer Story: How AI Could Have Changed Everything

- “December Is Too Late”: Bypassing Specialist Wait Times with AI

- Why 40% of Patients Are Skipping Visits

- How AI Empowers Rather Than Replaces

- From Resistance to Action: Strategic Steps for Healthcare Leaders

Referenced in the show:

🖇️”The algorithmic consultant: a new era of clinical AI calls for a new workforce of physician-algorithm specialists” – https://www.nature.com/articles/s41746-025-01960-0 

🖇️ “If A.I. Can Diagnose Patients, What Are Doctors For?” https://www.newyorker.com/magazine/2025/09/29/if-ai-can-diagnose-patients-what-are-doctors-for 

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 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

The question isn't whether AI works in clinical practice—it's about dismantling the bottlenecks that keep proven innovations trapped in academic papers instead of integrated into daily care.

In this episode, our panel of experts cuts through the noise to ask: What's actually preventing healthcare from closing the implementation gap—and what can we do moving forward? Because we need more healthcare professionals who not only recognize AI's potential but also implement it in a way that improves patient outcomes. 

Hear from three voices who bring this challenge to life: a clinician-founder who's navigated the frustration of having evidence without approval, a clinician and international AI advisor offering global insight on building trust and navigating governance, and a healthcare executive confronting the daily tension between operational demands and strategic transformation. Through peer-to-peer dialogue, they challenge conventional wisdom about innovation hierarchies, experimentation, and what leadership truly entails in the age of AI.

What You’ll Discover:

- The Seven-Year Evidence Gap

- Why Culture (not Capability) is the Real Barrier

- The Operational Trap: Why There's No Time to be Strategic

- How Transparency Builds Trust in AI

- Why Fear of Failure and Over-Governance Kill Innovation

- Innovation Hierarchy: The Danger of Hiring Another Chief.

- How to Remove Yourself from the Grind and Think about the Future

- Board-Level Education: The Need for Tech-Advanced Leadership

- Strategic Framework: A 5-Question for C-suite’s AI Readiness

Most importantly, you'll walk away with a five-question evaluation framework that CMOs, CFOs, and CEOs can use immediately to assess AI readiness and drive meaningful implementation.

This isn't just theory—it diagnoses the real barriers and prescribes practical solutions. 

Referenced in the show:

🖇️ "Accelerating clinical evidence synthesis with large language models" – https://www.nature.com/articles/s41746-025-01840-7 

Book mentioned:

📚Healthcare Digital Transformation: How Consumerism, Technology and Pandemic are Accelerating the Future - https://a.co/d/86uLRxw 

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 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

Healthcare AI is in its Wild West phase—messy, undefined, and full of potential. 

In this episode, our panel takes a step back to ask: where are we on this path to innovation, and how do we prepare for what's next?

The conversation explores where healthcare AI sits on the hype cycle. While some are just discovering what AI can do, others are already navigating the trough of disillusionment. Our hosts discuss why innovation appears messy right now, how that's actually normal, and what the barriers to adoption reveal about the future trajectory.

What You Will Discover:

- Why controlling the 'mess' too much stifles progress?

- What is the current stage of Healthcare AI in the Hype Cycle?

- Who will pay for AI?

- How to create a safe space for experimentation?

From the struggle to legally define what AI even is, to the careful balance hospital leaders must strike between enabling innovation and ensuring patient safety—this episode is about distinguishing value from hype. Join our panel of experts for a peer-to-peer reality check on where we are, where we're headed, and how to navigate the uncertainty in between.

Referenced in the show:

🖇️ "The algorithmic consultant: a new era of clinical AI calls for a new workforce of physician-algorithm specialists" – https://www.nature.com/articles/s41746-025-01960-0 

🖇️ “Unprepared and overwhelmed: A case for clinician-focused AI education” – https://www.sciencedirect.com/science/article/abs/pii/S0933365725001873 

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 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

In a world of tightening budgets, how can health systems find the margin to invest in innovation and transformation?

This episode dives into the strategic and financial realities of healthcare today—a system strained by an aging population, staff shortages, and rising costs. But amid this pressure, huge amounts of capital is flowing into AI, with healthcare positioned as a major recipient of venture capital funding.

We’re joined by guest host Dr. Victoria Manax, who brings a unique perspective as a seasoned investor and a leader with 20+ years of clinical and medical experience. Together, we move beyond the headlines to diagnose the industry's pain points, asking the critical question: What's the direct path to a return on investment that can truly improve patient care?

What You Will Discover:

- The Financial Landscape of Healthcare AI

- Challenges & Opportunities for AI Adoption

- Creating a Margin to Shift Investment into Innovation

- Building Partnerships & Culture 

- Data as a Key Factor in Successful AI Application

- The Call to be AI-enabled

- A Founder-Physician's Advice on Healthcare Transformation

If you're looking for grounded, peer-to-peer insights on navigating the complexities of healthcare AI, this episode is for you.

Referenced in the show:

🖇️ "The Latest VC Investment Deals in AI Startups - 2025" – https://www.crescendo.ai/news/latest-vc-investment-deals-in-ai-startups

🖇️ “Healthcare AI rakes in nearly $4B in VC funding, buoying the digital health market in 2025” – https://www.fiercehealthcare.com/health-tech/healthcare-ai-rakes-nearly-4b-vc-funding-buoying-digital-health-market-2025

Book recommendation:

📚First-Principles Inbox: AI-Coached Mentorship for Elon Musk-Level Breakthroughs - Harvey Castro, MD, MBA – https://a.co/d/casKUMI 

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 

Special Guest:

Dr. Victoria Manax Rutson, Chief Medical Officer at Duo Oncology and Partner at Eckuity Capital

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

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

The conversation in healthcare is shifting. It's no longer just about adopting AI, but about the cognitive cost of over-relying on it.

In this episode, our expert panel—Dr. Junaid Kalia, Dr. Harvey Castro, and Dr. Sara Rana—examine the complex relationship between artificial intelligence and human cognition in clinical practice. Drawing on new research, the discussion highlights how dependence on AI can lead to "cognitive debt," potentially diminishing a physician's diagnostic skills, such as the ability to spot critical illnesses like cancer.

While AI is undoubtedly here to stay, this episode provides insights into how healthcare professionals can thoughtfully engage with these smart tools. It emphasizes using AI to streamline administrative tasks and improve workflow efficiency while preserving the essential clinical reasoning that can't be outsourced.

What You Will Discover:

- Impact of Over-Reliance on AI: Cognitive Debt & Skill Atrophy

- Maintaining Clinical Gestalt & Thoughtful Engagement with AI

- Integrating AI into Clinical Workflow

- How to Protect Brain Cognition 

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:

🖇️ "Your Brain on ChatGPT: Accumulation of Cognitive Debt When Using AI Assistance for Essay Writing Tasks" – https://www.researchgate.net/publication/392560878_Your_Brain_on_ChatGPT_Accumulation_of_Cognitive_Debt_when_Using_an_AI_Assistant_for_Essay_Writing_Task 

🖇️ “Endoscopist deskilling risk after exposure to artificial intelligence in colonoscopy: a multicentre, observational study” – https://pubmed.ncbi.nlm.nih.gov/40816301/ 

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 

Special Guest:

Dr. Sara Rana, AI Innovator & Policymaker

💼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/

Healthcare AI mistakes aren't just expensive—they're potentially dangerous. While the technology holds huge promise, rushed deployments without proper guardrails often create more clinical burden than relief. 

Our hosts discuss three major approaches to healthcare AI safety from tech giants Google, OpenAI, and Microsoft. The conversation reveals how physician-centered oversight and multi-agent systems can prevent AI hallucinations while maintaining clinical workflow efficiency.

This episode covers real-world deployment challenges, data drift monitoring, and why successful integration requires engagement from all stakeholders—patients, clinical staff, and leadership—throughout the evaluation process.

Healthcare organizations often find themselves caught between vendor promises and clinical reality. This deep dive provides practical frameworks for evaluation, implementation, and oversight—helping you make informed decisions rather than costly mistakes.

What You’ll Discover:

- AI Guardrails

- Understanding Why Healthcare AI Requires High-Stakes

- Google: Asynchronous oversight & Multi-agent  system

- OpenAI: AI-based clinical decision support

- Microsoft: Sequential diagnosis orchestration

- Critical Implementation Considerations

- The Essential "Village Approach" to AI Deployment

Referenced in the show:

🖇️ Google Research: Towards Physician-Centered Oversight of Conversational Diagnostic AI" - GAMI (Guardrail Articulated Medical Intelligence Explorer)

🖇️OpenAI Research: "AI-Based Clinical Decision Support" - Primary care implementation study with 22,000 patients

🖇️Microsoft Research: "Sequential Diagnosis with Large Language Models" - Multi-agent orchestration framework for medical diagnosis

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 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

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

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

Special Guest:

Arlen Meyers, MD, MBA

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

Muhammad Siddiqui

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

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/ 

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 - https://www.linkedin.com/in/sdouville/ 

🔗 Medigram - https://www.medigram.com/ 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/ 

This Holiday Special brings together 15 healthcare leaders, technologists, and innovators to tackle the biggest questions facing medicine in 2026. AI tools are proliferating across hospitals, but can healthcare systems integrate them effectively?

Healthcare stands at a crossroads in 2026. AI is everywhere—from radiology to clinical decision support—but critical questions remain. Will it lower costs for patients? Can hospitals keep pace with innovation? And most importantly: who's steering this transformation? Our diverse panel of physicians, educators, consultants, and entrepreneurs shares their frontline perspectives on what's working, what's failing, and what must change.

Tune in to discover practical steps for upskilling, embedding AI into workflows, and ensuring the next generation enters the workforce ready to leverage these technologies for better patient outcomes.

What You Will Discover:

- What's Coming in Healthcare AI 2026

- Breakthrough Technologies & AI in Practice

- What's Holding Healthcare Back

- What You Can Do Now

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:

Avinash Jayaswal, MD, MS, MSc,

💼LinkedIn - https://www.linkedin.com/in/avinash-jayaswal-md-ms-msc-464a5a2/

Jim Pollock

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

Dipu Patel, DMSc, MPAS, ABAIM, PA-C

💼LinkedIn - https://www.linkedin.com/in/dipu-patel-dmsc-pa-c-695000b/

Arlen Meyers, MD, MBA

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

Kianor Shah DMD, MBA

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

Christopher Kunney, FHIMSS, eFACHDM, MSMOT

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

Dan Sinawat

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

Tim Bajarin

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

Mohammad Jahanzeb, MD, FACP, FASCO

💼LinkedIn - https://www.linkedin.com/in/mohammad-jahanzeb-md-facp-fasco-4538259/

Hansa Bhargava MD

💼LinkedIn - https://www.linkedin.com/in/hansa-bhargava-mdd-752a463a/

Tom Meese

💼LinkedIn - https://www.linkedin.com/in/tom-meese-615ab35/

Amir Baluch, MD

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

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

The future of AI-enabled care is massive and available, but the question remains: will we be the ones leading it?

In this episode, Dr. Robert Pearl – Former CEO of Permanente Medical Group (Kaiser Permanente), Author of "ChatGPT, MD", Forbes Contributor – joins the panel to challenge the core of how we practice medicine today. Medical students are entering training with AI capabilities that their professors don't possess. But beneath this technological evolution lies a clinical crisis: 400,000 deaths annually from misdiagnosis, intermittent care for chronic diseases, and a system that could eliminate up to $2 trillion in wasteful spending.

The conversation addresses why AI integration advances rapidly in other countries, yet the US lags, not from lack of technology, but from cultural resistance and misaligned financial incentives. Dr. Pearl reveals the solution he's witnessed work at scale that allows a delivery system to have smarter chronic disease management and better doctor-patient interaction.

This discussion connects directly to what matters most in clinical practice: better diagnostic accuracy, continuous disease monitoring that actually works, and care delivery that doesn't burn out physicians while delivering superior results. The paradigm can shift from the traditional trade-off between quality, access, and cost to a model where increasing quality and access genuinely lowers cost.

What You Will Discover:

- The Era of Smarter Students: AI Skills Professors Don't Have

- The Clinical Crisis: 400,000 Deaths From Misdiagnosis

- How 24/7 AI Monitoring Reduces Heart Attacks & Strokes by 30-50%

- Why Singapore & Dubai Lead While the US Lags

- Why Current Incentives Block AI Adoption

- The Fee-for-Service Problem: Rewarding Volume Over Outcomes

- How AI will Impact Pharmaceutical innovations

- Flipping the Paradigm: Lower Cost Through Higher Quality & Access

Referenced in the show:

🖇️ "ChatGPT, MD: How-AI Empowered Patients & Doctors Can Take Back Control of American Medicine" – https://www.amazon.com/dp/B0CWCV9DVZ

🖇️ “Mistreated: Why We Think We’re Getting Good Health Care – And Why We’re Usually Wrong” – https://www.amazon.com/Mistreated-Think-Getting-Health-Usually/dp/1610397657/

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:

Robert Pearl, MD

💼LinkedIn - https://www.linkedin.com/in/robert-pearl-md/

🎙️Podcast - https://www.fixinghealthcarepodcast.com/

📨Newsletter - https://www.linkedin.com/newsletters/6886483197157285888/?displayConfirmation=true

🔗Website - robertmd.com

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

If healthcare AI is truly evolving, why are there still gaps between what technology can do and what healthcare organizations are actually doing? These gaps aren't just inefficiencies. They're creating real clinical risks that directly impact patient outcomes.

This year-end roundtable brings together three healthcare AI experts—Dr. Harvey Castro, Dr. Junaid Kalia, and Edward Marx—following their appearance at AIMed 2025 to share their key takeaways from deploying AI in the messy reality of hospital systems. They synthesize insights across policy, culture, and implementation: how cost disruption reshapes hospital innovation budgets, what Singapore's mandatory retraining model signals about workforce transformation, and where CMS guidelines create strategic inflection points for health systems. They demonstrate what continuous collaborative learning looks like in practice: completing advanced certifications, testing tools hands-on in their own workflows, and building AI systems for acute care environments.

Whether you're a clinician evaluating AI tools for your practice, an executive planning institutional strategy, or a founder building healthcare AI solutions, this episode helps you separate signal from noise and position yourself strategically in this transformation.

What You Will Discover:

- Introduction & ABIM Course Discussion

- Ed's 3 Key Learnings for AI-Driven Transformation

- Harvey's 3 Takeaways: Martec's Law & The Culture Problem

- Junaid's 3 Lessons from Building AI Solutions

- Why Nurses Are Being Left Behind in AI Adoption

- Deep Seek Impact: How AI Costs Dropped 99%

- Who Should Pay for AI? Government vs. Private Investment

- Singapore's Approach: Mandatory AI Retraining Policy

Referenced in the show:

🖇️ “2025 Agenda: Advancing Healthcare with Expert-Led AI” – https://aimed.swoogo.com/aimed25/8350420 

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/ 

Innovation signals are everywhere, but what matters are those that move from laboratory potential to measurable clinical impact.

Joining the conversation are Jim Pollock and Tom Meese from LumenAstra, demonstrating how clinical insight, technical capability, and strategic execution bridge the gap between healthcare innovation and patient outcomes. The discussion explores how their innovative work in developing non-invasive internal body temperature measurement technology will transform the future of AI development, enhance predictive models, and drive the creation of new clinical applications, all while leveraging the interdisciplinary nature of healthcare technology.

This isn't promotional & theoretical. Just the evidence of what happens when we measure the right interventions and act on them wisely.

What You Will Discover:

- Introduction to Lumen Astra & Its Mission

- Innovative temperature measurement technology

- Why has technology only emerged now

- How real-time brain temperature improves clinical decisions 

- Dr. Kalia's compassion fatigue story in Neuro-ICU 

- Building through customer discovery over assumptions

- Closing: AI, evidence, and future

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  

Connect With Our Guests:

Jim Pollock - Co-founder, LumenAstra

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

Tom Meese - Co-founder, LumenAstra

💼LinkedIn - https://www.linkedin.com/in/tom-meese-615ab35/ 

For clinical collaboration or investment inquiries

📧 - info@lumenastra.io

🔗 - https://www.lumenastra.io/ 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/ 

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 - 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:

Talia Baker, MD

💼LinkedIn - https://www.linkedin.com/in/talia-baker-b4837514a/ 

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/ 

Drug development today forces patients to fit standard medications—but what if we could reverse that paradigm and design treatments tailored to each patient's unique biology?

This episode explores how specialized AI cloud infrastructure is transforming drug discovery and healthcare research–not as a distant future possibility, but as tools available to researchers today. Joining the conversation is Dr. Ilya Burkov, who shares how the right computational foundation and HPC tools accelerate scientific breakthroughs at AI speed.

The conversation reveals a significant shift in accessibility: junior researchers without specialized training now achieve 80-90% success rates in complex CRISPR experiments using agentic AI systems. These results once required years of expertise. Small research teams and startups can now access the same cutting-edge infrastructure as major pharmaceutical companies. This democratization directly impacts clinical practice: drug development timelines are compressing from decades to months, which means personalized treatments tailored to individual biology could become available within your career timeline.

It's not just about raw infrastructure efficiency. It's about the combination of technology, accessibility, domain expertise, and white-glove support that together transform what's possible in healthcare innovation.

What You Will Discover:

- Dr. Burkov: Bridging Biology and AI Infrastructure

- Nebius: AI Cloud for Drug Discovery, Genomics, Health Tech

- Scaling Personalized Patient Medicine

- Expert Support vs. Generic Clouds

- AI Success for Junior Researchers

- AI in Drug Discovery

- Nebius On Democratizing Latest GPU Access

- Future: Predicting Individual Patient Outcomes

Referenced in the show:

🖇️ "CRISPR-GPT for agentic automation of gene-editing experiments" – https://pubmed.ncbi.nlm.nih.gov/40738974/

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:

Dr. Ilya Burkov, Global Head of Healthcare & Lifesciences at Nebius

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

🔗Website - https://nebius.com/

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

The most dangerous assumption in healthcare AI today is that we have time to "wait and see" how tools develop. With the state-of-the-art for AI models now shifting every 7 days, the traditional 3-year implementation cycle isn't just slow—it’s stagnating clinical transformation.

In this episode, Dr. Khan Siddiqui (Radiologist and Founder of Hoppr AI) joins the panel to reveal why the future of medicine isn’t about choosing the "perfect" tool. Instead, it’s about building a sustainable system that can keep pace with technology improving at 1,600 times the speed of human practice.

This conversation moves beyond theory to address a raw, systemic crisis facing modern medicine: where radiologists must read 145 cardiac CT scans in a single shift—roughly 5.5 images per second. This unsustainable pace leaves physicians exhausted and their families suffering the collateral damage of clinical burnout.

Dr. Siddiqui breaks down how the collision of massive workforce shortages and declining reimbursements has moved AI from a "luxury" to a baseline requirement for survival. To meet this challenge, the episode explores the critical shift in a clinician-led innovation, frictionless workflow, and dynamic regulation.

What You Will Discover:

- From Clinician to AI Visionary

- The Microsoft Origin of Hoppr

- The True Cost of Clinical Burnout

- The Systemic Collapse: Workforce Gaps

- Why Augmentation is Survival

- Ending Static AI Governance

- Dr. Siddiqui’s Vision for the Future of Medicine

- AI Without the Tech Tax

- Why the FDA Model is Failing

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:

Khan Siddiqui, MD, Radiologist, Founder of HOPPR

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

🏥Hoppr AI - ​​https://www.hoppr.ai/

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

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.

• Cold open — can medicine keep up?
• Meet the panel + Yeshe’s path: Germany → Singapore → Oxford
• What 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 it
• Is the doctor who won’t use AI already behind?
• Is AI poisoning medical knowledge?
• Closing: human + AI

🖇️ Dr. Harvey Castro’s work on ChatGPT in healthcare — https://www.harveycastromd.com/

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.

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.

• 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

🖇️ Dr. Harvey Castro’s work on ChatGPT in healthcare — https://www.harveycastromd.com/

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.

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/

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/

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/

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/

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/

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/

The FDA stepped back. Now, organizational governance is the only thing standing between innovation and liability.

At CES 2026, the FDA officially announced it won't regulate wellness devices or Clinical Decision Support tools—removing approval bottlenecks and accelerating innovation. But this regulatory shift transfers responsibility to healthcare organizations themselves. Who builds the frameworks for data management when there's no FDA requirement? How do health systems justify physician time reviewing continuous patient streams without reimbursement pathways? And where does liability fall in this new landscape?

In this episode, Dr. Junaid and Ed tackle the AI governance vacuum, exploring how healthcare AI agents can scale care, from filtering patient data to managing population health. They share J.P. Morgan Healthcare Conference updates on why organizational trust, rather than just regulatory stamps, is the key to successful AI in healthcare.

What You Will Discover:

- What changed in the regulatory landscape?

- How the shift affects clinician workflows

- Who should pay for clinical data platforms?

- JPM Conference Insights

- The importance of governance and trust

- Biologics, biosimilars, and China competition

- Practical strategies for continuous learning

Referenced in the show:

🖇️ "Supercharging a New FDA: Marty Makary on Science, Power & Patients" – https://www.youtube.com/watch?v=DBlOJpT9Y1Y

🖇️A Field Guide to Deploying AI Agents in Clinical Practice – https://mitsloan.mit.edu/shared/ods/documents?PublicationDocumentID=10789

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

📑Substack - https://substack.com/@junaidkaliamd2025?

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/

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/

AI transformation in healthcare isn't something happening to physicians—it's an evolution physicians can actively shape and lead.

In this episode, we introduce our host, Dr. Junaid Kalia, a practicing neurologist who experienced healthcare's systemic failures firsthand and decided to build the solution himself. As founder of SaveLife.AI, his journey embodies physician-led innovation: combining clinical expertise with entrepreneurial action to create real transformation. Joining the conversation are his sister, Dr. Saira Kalia (academic program director), and close friend, Dr. Danish Bhatti (angel investor/advisor), as they discuss the evolution from clinician to innovator—and why "action bias" matters more than perfect planning.

Join our panel of a private sector entrepreneur, an academic program director, and an angel investor/advisor for a peer-to-peer reality check on the barriers, breakthroughs, and lessons learned.

What You Will Discover:

- Meet the Panel: Neurologist, Psychiatrist, and Their Unconventional Journeys

- Why They Stepped Outside the Traditional Clinical Pathway

- The Reality of Physician-Entrepreneurship

- Reason Behind Execution Failure

- The Resistance & Barriers They Didn’t Expect

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:

Saira Kalia, MD, Associate Professor, Arizona & Pediatric & Perinatal Psychiatry

💼LinkedIn - https://www.linkedin.com/in/saira-kalia-md-60685a132/overlay/about-this-profile/

Danish Bhatti, MD, Serial Entrepreneur and Angel Investor in Healthcare Startups

💼LinkedIn - https://www.linkedin.com/in/danish-bhatti/

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

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/

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/

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/

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/

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/

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/

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/