The Signal Room | AI in Healthcare: Strategy, Governance & Ethical Leadership

Chris Hutchins

The Signal Room is a healthcare-AI podcast hosted by Chris Hutchins, founder of Hutchins Data Strategy Consultants, for healthcare leaders implementing AI with strategy, governance, and ethical leadership. The show goes deep on AI strategy for healthcare, AI governance in healthcare, healthcare governance, ethical governance, ethical AI leadership, and responsible AI development — with CMIOs, chief AI officers, and operators driving trustworthy AI systems, clinical AI implementation, and AI compliance in healthcare across real-world health systems. Each conversation unpacks healthcare AI ethics, healthcare AI risks, AI bias in healthcare, algorithm bias healthcare, health tech governance, AI implementation for healthcare leaders, ethical leadership in AI, and the practical realities of responsible innovation in healthcare. If you are an AI strategist, healthcare executive, CMIO, chief AI officer, or AI governance leader committed to ethical leadership in AI, The Signal Room equips you to lead AI transformation effectively and responsibly. Join us for AI risk management in healthcare, healthcare data governance, AI strategy for executives, executive decision making in AI, and the trustworthy AI systems shaping clinical decision support and the future of healthcare AI.

  1. vor 6 Tagen

    Can AI Save Someone From Addiction? (Inside the 3 AM Call) | David Sichel

    Send us Fan Mail What happens when someone struggling with addiction finally reaches out for help at 3:00 AM, but nobody picks up the phone? In this episode of The Signal Room, host Chris Hutchins sits down with David Sichel, founder of Blue Shirt Media and a person in long-term recovery. David is pioneering responsible, highly tailored AI technology for drug and alcohol treatment centers, ensuring that when a person hits a life-changing "moment of clarity," there is always someone on the other end of the line. They dig deep into why a missed call at a rehab facility isn't just a "lost sales lead", it’s a critical patient safety event. David shares how personal experience shapes his tech stack, how custom AI voice agents handle high-stress 3:00 AM crisis calls, and where human intervention must always take over. Key Takeaways & Topics Covered Rebranding the "Lead": Why treating callers in addiction care like sales leads misses the human reality, and how answering immediately saves lives.Designing AI for Crisis: How Blue Shirt Media trains custom AI agents to handle slurred speech, hold times, and overnight distress with empathy and patience.Ethics & Responsible AI Governance: What real oversight looks like when automation operates at the most sensitive doorway in healthcare.The Human Escalation Pathway: Setting strict non-negotiable boundaries where technology hands the phone off to live admissions agents.Inactive Client Reactivation: Using compliant AI text messaging to re-engage former treatment center contacts that overworked staff can't reach.Episode Timestamps 00:00 – The 3:00 AM Moment of Clarity01:18 – Meet David Sichel & Blue Shirt Media03:28 – Why a Missed Call is a Patient Safety Event, Not a Lost Sale05:28 – Moving Beyond Off-the-Shelf AI to Custom Healthcare Models08:45 – How AI Handles Slurred Speech, Hold Times, and Stressful Calls11:58 – Human Handoffs: Where the Machine Stops and People Take Over17:12 – Cutting Through Spam & Building Real Trust in AI22:00 – Non-Negotiable Rules for AI at Human-Critical Touchpoints28:23 – Engaging Inactive Clients Through Responsible Automation29:40 – Where to Connect with David SichelConnect & Resources Guest Website: Blue Shirt MediaGuest LinkedIn: David SichelPodcast Website: The Signal Room PodcastConnect with Chris Hutchins: Find Chris on LinkedInEnjoyed this episode? Don't forget to subscribe, rate, and leave a review on Apple Podcasts or Spotify to help us share these critical healthcare conversations! Support the show About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified. Website: https://www.hutchinsdatastrategy.com  LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/  YouTube: https://www.youtube.com/@ChrisHutchinsAi Book Chris to speak:  https://www.chrisjhutchins.com

  2. 15. Juli

    The Hidden Reason Hospital AI Keeps Failing | Angel Mena

    Send us Fan Mail The Hidden Reason Hospital AI Keeps Failing | Angel Mena Everyone's chasing the AI demo. Almost nobody's fixing the process underneath it. In this episode, Chris sits down with Angel Mena, Chief Medical Officer at Symplr and former primary care physician and residency program director, to unpack why most AI pilots in healthcare stall — and why "layering AI on top of a broken process" just makes the broken process faster. Angel and Chris get into why hospital pilots so often fail to scale, the governance bottlenecks that can stall a good idea for months (legal, compliance, and risk all included), who actually needs to be in the room before a CMIO signs off on a big implementation, and why clinicians are rarely asked what they actually need before a new tool gets built for them. They also talk about ambient AI's real impact on documentation and "pajama time," and where AI is already delivering results in production — not just in a pilot. About Angel Mena: Angel Mena is an internal medicine physician and former residency program director who spent over a decade at Tri Health and helped build one of the first cloud clinical communication platforms at Halo Health. He's now Chief Medical Officer at Symplr, overseeing the operational backbone of healthcare — credentialing, scheduling, workforce, and compliance. In this episode: Why most AI pilots fail to scaleThe governance bottleneck: legal, compliance, and clinical sign-offWho needs to be in the room before a CMIO signs offAmbient AI and its real effect on physician burnoutWhere AI is already working in production, not just in pilotsBuilding a shared governance framework across clinical, IT, and operationsConnect with Angel Mena: LinkedIn: https://www.linkedin.com/in/angeljmenamd/ Symplr: https://www.linkedin.com/company/symplr/ Connect with The Signal Room: Linkedin: https://www.linkedin.com/in/chutchins-healthcare/ Yt: https://www.youtube.com/@SignalRoomPodcast Support the show About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified. Website: https://www.hutchinsdatastrategy.com  LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/  YouTube: https://www.youtube.com/@ChrisHutchinsAi Book Chris to speak:  https://www.chrisjhutchins.com

  3. 8. Juli

    Why AI Agents Are Healthcare's Next Biggest Security Risk | Pranava Adduri

    Send us Fan Mail Why AI Agents Are Healthcare's Next Biggest Security Risk (with Pranava Adduri) Generative AI is changing how the medical world works—but it is also completely rewriting the cyber threat landscape. When a security breach happens to a traditional business, it impacts revenue. When a data breach happens to a hospital system, people's lives are actively at stake. In this episode of The Signal Room, host Chris Hutchins sits down with Pranava Adduri, Co-Founder and CTO of Bedrock Data, to uncover a major operational blindspot: the dangerous gap between deploying autonomous AI agents and maintaining strict data governance. Pranava explains why the defensive advantage of AI tools is only temporary, how "helpful" AI agents inadvertently create massive security leaks, and why healthcare leaders must stop trying to build unreachable networks and instead adopt a radical new mindset: learn to get better at being breached. Key Takeaways From This Episode: The AI Agent Judgment Gap: Why AI agents trying to get a job done will bypass security parameters (like creating hidden, shared data folders) because they lack human ethical judgment.The "Scary Forest" of Permissions: How privileged access and credentials drift over time, and why letting an unchecked AI agent act with full user permissions creates a catastrophic blast radius.Data-First Threat Modeling: How identifying your top five most critical data assets and working backward is the fastest way to harden a clinical environment.Open Source vs. Frontier Labs: Why advanced adversarial AI capabilities are catching up quickly, making AI-assisted cyber attacks more frequent and sophisticated.Chapter Markers & Timestamps: 0:00 — Introduction: Why healthcare data security is a matter of life and death.1:45 — Meet Pranava Adduri and the mission behind Bedrock Data.3:11 — How medical ransomware differs from standard enterprise cyber attacks.4:32 — The hidden threat landscape: What leaders miss when deploying GenAI.6:55 — Do defenders actually hold the long-term AI capability advantage?9:35 — Flipping the playbook: Why organizations must "get better at being breached."12:22 — Beyond honeypots: Restructuring network access and minimizing data footprints.14:38 — Why clinical settings give broad access to AI agents (and why it backfires).19:37 — Exposing the false sense of security around hosted cloud environments.23:55 — Reining in the "scary forest" of privileged access drift.27:30 — The #1 critical cybersecurity takeaway for healthcare CEOs and tech leaders.29:13 — Where to follow Bedrock Data and wrap-up.About Our Guest: Pranava Adduri is an expert in data infrastructure and security compliance. He was a founding engineer at Rubrik, where he focused heavily on ransomware defense and backup recovery. He later scaled data risk and compliance lines at AWS past $200 million in revenue, working directly with Fortune 500 CISOs. Today, he is an Entrepreneur in Residence at Greylock and the Co-Founder and CTO of Bedrock Data, an advanced data security and governance platform built explicitly for the AI era. Resources & Links Mentioned: Visit the Bedrock Data Website: bedrockdata.aiConnect with Pranava Adduri: https://www.linkedin.com/in/padduri/Explore More Episodes: https://www.youtube.com/@SignalRoomPodcast Support the show About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified. Website: https://www.hutchinsdatastrategy.com  LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/  YouTube: https://www.youtube.com/@ChrisHutchinsAi Book Chris to speak:  https://www.chrisjhutchins.com

  4. 1. Juli

    AI Security Risk: The Massive Mistake Companies Make | Cyber Security Expert Aaron Puckett

    Send us Fan Mail Is your organization’s data secretly floating around on the public web? In this episode of The Signal Room, host Chris Hutchins dives deep into the operational layer of AI risk with cybersecurity expert Aaron Puckett, Executive Vice President at Managed Services Group. Many corporate boards think they are protected because they signed off on an official AI policy. But as Aaron explains, a paper policy means absolutely nothing without infrastructure-level technical controls. We break down the exact mechanics of "Shadow AI", revealing how well-meaning employees are accidentally leaking sensitive company data and Protected Health Information (PHI) directly into public models like ChatGPT. If you are a business leader, CISO, or operational executive, this episode is a critical manual on how to lock down your data before a massive security breach occurs. Inside This Episode, You’ll Learn: The Anatomy of a ChatGPT Leak: What literally happens to your proprietary information the millisecond an employee pastes it into a public chatbot.The Illusion of Compliance: Why writing an AI policy is the easy part, but proving your security posture to SOC 2, HIPAA, or cyber insurance auditors is where companies fail.AI vs. AI Warfare: How threat actors use artificial intelligence to compress cyber attack timelines from hours down to milliseconds.The First Line of Defense: Why data hygiene, conditional access, and Multi-Factor Authentication (MFA) must be prioritized before deploying any enterprise AI tools.Key Moments & Chapters: 00:00 - The multi-million dollar mistake boards make with AI risk.09:07 - Policy vs. Reality: Why your corporate AI framework might be empty.17:03 - Technical guardrails: Setting up real Data Loss Prevention (DLP).24:55 - The Shadow AI nightmare: How employees bypass your security.32:38 - MFA and Identity Posture: Your first line of cyber defense.44:44 - The first question every operator must ask their IT team this week.Connect with the Guest: Guest: Aaron Puckett, Executive Vice PresidentCompany: Managed Services Group (MSG)Website: msgrouponline.comLinkedIn: https://www.linkedin.com/in/aaronwpuckettEnjoyed this episode? Make sure to hit follow, leave a 5-star review, and share this episode with an executive or IT professional who needs to secure their data infrastructure today! Support the show About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified. Website: https://www.hutchinsdatastrategy.com  LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/  YouTube: https://www.youtube.com/@ChrisHutchinsAi Book Chris to speak:  https://www.chrisjhutchins.com

  5. 23. Juni

    Why "Academic" AI Models Fail the 3 AM Real-World Stress Test

    Send us Fan Mail Why "Academic" AI Models Fail the 3 AM Real-World Stress Test What happens when pristine corporate AI benchmarks collide with the messy realities of the frontline at 3:00 AM? In this episode of The Signal Room, emergency physician and AI red-teamer Dr. Omer Atli joins host Chris to expose why enterprise-grade AI models frequently collapse in resource-constrained environments. If your organization is relying on theoretical AI safety protocols, or ignoring the unapproved "Shadow Formulary" already operating inside your building, this conversation is an essential guide to corporate governance, liability mitigation, and reality-aware product architecture. EPISODE TIMESTAMPS 00:00 – The 3 AM benchmark vs. the 3 PM academic lab02:15 – Why theoretical AI fails operational edge cases06:30 – The "Shadow Formulary": Unmanaged AI in your organization tonight09:45 – Hallucinations vs. Lethal Omissions: The true liability shift15:20 – Designing "Resource-Aware" software for critical environments21:10 – Modern CISO Governance: Transitioning from bans to live controls27:45 – The Clinical Safety Officer: Who owns your digital risk?STRATEGIC TAKEAWAYS FOR LEADER-BOARDROOMS Prohibition Fails Corporate Governance: Frontline staff, operators, and clinicians are already using consumer-grade AI models (ChatGPT, Claude, Gemini) out of their pockets to solve immediate problems. Banning these tools simply drives "Shadow IT" deeper underground, creating unmapped compliance failures and massive legal liabilities.The Rise of Lethal Omissions: The ultimate liability risk isn't a blatant AI hallucination—it’s a lethal omission. Advanced models successfully identify complex problems but drop the critical, context-dependent next steps. For executives, this creates an invisible malpractice risk that standard evaluation frameworks miss entirely.Software Must Be "Resource-Aware": AI cannot safely optimize an action if it is blind to the physical operating environment infrastructure infrastructure. True enterprise AI must be built to survive the absolute hardest edge cases first—because if a system works where resources are thinnest, it will work seamlessly anywhere.CONNECT WITH THE SHOW & GUEST Dr. Omer Atli on LinkedIn: https://www.linkedin.com/in/dromeratli/Dr. Omer Atli's Website: omeratli.comThe Signal Room Website: signalroompodcast.comFollow us on LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/If today's conversation sparked an idea, challenge, or perspective worth amplifying, please leave a review and subscribe to stay ahead of enterprise AI risk. Support the show About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified. Website: https://www.hutchinsdatastrategy.com  LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/  YouTube: https://www.youtube.com/@ChrisHutchinsAi Book Chris to speak:  https://www.chrisjhutchins.com

  6. 17. Juni

    Ex-Intelligence Officer: 80% Of Legal Work Could Be Done By AI | Bennett B. Borden

    Send us Fan Mail Before he was advising boards on AI strategy, Bennett Bordon spent eight years as a U.S. intelligence analyst, then went to law school, then earned a graduate degree in data analytics. That cross-disciplinary background eventually led him to analyze a decade of billing data from 14,000 attorneys, and conclude that roughly 80% of what lawyers do today is better done by AI. Bordon is now the founder and CEO of Clarion AI Partners, a boutique firm that advises companies on AI governance, risk, and strategy while also building the AI systems themselves. In this conversation with host Chris, he breaks down: Why he left a top-10 law firm to build Clarion instead of trying to "turn the Titanic" on the billable hour The "Iron Man, not Terminator" framework for thinking about AI and human workHow the legal concept of reasonableness — what did you identify, what did you do about it, can you prove it — keeps companies defensible in an unsettled regulatory landscapeWhy 80% of AI adoption is a psychological and change-management problem, not a technology problemHow AI governance committees go wrong when they're owned entirely by tech, compliance, or the business aloneThe work Clarion does on child safety, access to justice, and public policy as AI scales globallyA wide-ranging look at what it actually takes to deploy AI responsibly, from the boardroom down to the workflow level. Find Bennett Bordon at clarionaipartners.com or on LinkedIn. LinkedIn: https://www.linkedin.com/in/bennett-borden/ Website: https://clarionai.com/ Find Us on: Youtube: https://www.youtube.com/@SignalRoomPodcast LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/ Support the show About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified. Website: https://www.hutchinsdatastrategy.com  LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/  YouTube: https://www.youtube.com/@ChrisHutchinsAi Book Chris to speak:  https://www.chrisjhutchins.com

  7. 2. Juni

    Why 50% of New Nurses Quit Within 2 Years (And How AI Can Fix It) | Angela Millan

    Send us Fan Mail What does it mean to be ready — really ready — to take care of a patient at 3am? Passing boards says you're safe enough to start. But clinical judgment? That's built through repetition, feedback, and experience that nursing education often can't provide. And the consequences of that gap are real: 50% of new grad nurses leave the bedside within 2 years, before they ever become the senior mentors the next class needs. Angela Millan has lived this from every angle. As a new grad thrown onto the floor after 18 days of orientation. As a nurse practitioner navigating an even steeper learning curve. As a clinical instructor watching her students freeze at the bedside — not because they didn't know what they were seeing, but because they didn't know what to do next. And now, as the co-founder of Prismn Health Technologies, where she's building Nurse Hazel: a conversational AI clinical reasoning tutor designed to close the gap before a nurse is ever alone in those high-stakes moments. In this episode, Chris and Angela get into: - Why the NCLEX measures minimum competency — not readiness - The difference between clinical knowledge and clinical judgment, and why it matters - A story about a nursing student who followed every protocol and still nearly lost a patient - The emotional cost of entering a profession where you're measured for compliance, not care - How Nurse Hazel works — and the strict line Angela drew on what AI should never do at the bedside - What a strong nursing workforce looks like in 10 years, and what it will take to get there Angela's perspective is rare: she's building from inside the problem, not around it. This is a conversation about what healthcare education has normalized, and what it looks like to refuse to accept that as inevitable. — Guest: Angela Millan — Nurse Practitioner, Nurse Educator, Co-Founder of Prismn Health Technologies Connect with Angela: linkedin.com/in/angela-milan Learn more about Prismn: https://joinprismn.com/ About Angela Millan: Angela Millan is a nurse practitioner, nurse educator, and co-founder of Prismn Health Technologies. She has lived the readiness gap from every angle — as a new grad put on the floor after roughly 18 days of orientation, as a nurse practitioner navigating an even steeper learning curve, and as a clinical instructor watching capable students freeze at the bedside because they did not yet know what to do next. At Prismn she is building Nurse Hazel, a conversational AI clinical-reasoning tutor designed to help nurses rehearse judgment before they are alone in high-stakes moments — with a deliberately strict boundary on what AI should never do in patient care. — The Signal Room is hosted by Chris Hutchins. New episodes every wednesday. Subscribe wherever you listen to podcasts. Support the show About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified. Website: https://www.hutchinsdatastrategy.com  LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/  YouTube: https://www.youtube.com/@ChrisHutchinsAi Book Chris to speak:  https://www.chrisjhutchins.com

  8. 26. Mai

    Why AI Is Eroding Workplace Trust | Healthcare AI Governance | Katherine Tuominen

    Send us Fan Mail Are your employees using AI as a tool, or is it quietly eroding your company's culture?  In this episode of The Signal Room, we explore why digital transformation is primarily a trust event, not a technical one. Guest Katherine Tuominen, an organizational narrative strategist, joins the show to uncover the growing friction between top-down executive directives and the lived operational realities of frontline workers.  We break down the immediate compliance dangers of employees typing confidential patient diagnoses into public large language models (LLMs). We also expose the rise of "AI slop"—such as the sudden verbal epidemic of corporate words like "delve"—and how relying on automated communication builds a toxic phenomenon known as "narrative debt." Whether you are a CEO trying to safely implement AI or an individual contributor navigating career progression traps, this episode provides actionable frameworks for human-centric leadership. Key Takeaways From This Episode: • Defining Narrative Debt: What happens when public values don't match workplace reality. • The AI Compliance Trap: How frontline healthcare workers accidentally expose secure data. • Deconstructing AI Slop: Why automated email threads fail to create authentic team alignment. • The Promotion Paradox: Why forcing top technical performers into management destroys trust. • Intrinsic Rewards vs. Performative Wellness: What your staff actually wants from leadership. Chapters 0:00 - The Human Reality of AI Adoption 1:15 - What is Narrative Debt in Corporate Culture? 4:54 - How AI is Ruining Human Jargon (The Delve Epidemic) 10:12 - Why Automated AI Email Threads Fail 12:54 - How AI Slop Destroys Authentic Communication 15:46 - Frontline Workers Are Accidentally Leaking Private Data to LLMs 17:29 - Building Psychological Safety During Tech Transformation 20:52 - The Promotion Paradox: Why Good Employees Fail as Managers 25:57 - Nudge Theory: How Leaders Can Win Back Workforce Trust 33:38 - Intrinsic Motivation vs Performative Wellness Benefits 37:25 - How to Build a Safe AI Communications Infrastructure Connect with our Guest: • Katherine Tuominen on LinkedIn: https://www.linkedin.com/in/katherine-tuominen About Katherine Tuominen: Katherine Tuominen is an organizational narrative strategist, marketing strategist, and publicist, and the founder of Catalyst Brand Strategy. She helps companies treat digital transformation as a trust event rather than a purely technical one, focusing on the friction between top-down executive directives and the lived realities of frontline workers. Her work centers on "narrative debt" — the cultural cost that accrues when an organization’s stated values stop matching how work actually feels — and on helping leaders build psychological safety, resist "AI slop" in corporate communication, and stand up safe AI communications infrastructure that protects confidential data. About The Signal Room: The Signal Room explores ethical leadership, corporate data privacy, and organizational transformation in a modern workforce. Support the show About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified. Website: https://www.hutchinsdatastrategy.com  LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/  YouTube: https://www.youtube.com/@ChrisHutchinsAi Book Chris to speak:  https://www.chrisjhutchins.com

Info

The Signal Room is a healthcare-AI podcast hosted by Chris Hutchins, founder of Hutchins Data Strategy Consultants, for healthcare leaders implementing AI with strategy, governance, and ethical leadership. The show goes deep on AI strategy for healthcare, AI governance in healthcare, healthcare governance, ethical governance, ethical AI leadership, and responsible AI development — with CMIOs, chief AI officers, and operators driving trustworthy AI systems, clinical AI implementation, and AI compliance in healthcare across real-world health systems. Each conversation unpacks healthcare AI ethics, healthcare AI risks, AI bias in healthcare, algorithm bias healthcare, health tech governance, AI implementation for healthcare leaders, ethical leadership in AI, and the practical realities of responsible innovation in healthcare. If you are an AI strategist, healthcare executive, CMIO, chief AI officer, or AI governance leader committed to ethical leadership in AI, The Signal Room equips you to lead AI transformation effectively and responsibly. Join us for AI risk management in healthcare, healthcare data governance, AI strategy for executives, executive decision making in AI, and the trustworthy AI systems shaping clinical decision support and the future of healthcare AI.