Healthcare AI & Rare Disease Caregiving | Why Patient Advocates Belong | Amanda Roser
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Healthcare AI succeeds or fails at the connective tissue of care — Amanda Roser on AI strategy, rare disease caregiving, and why patient advocates belong at the table.
AI applications in healthcare succeed or fail at the connective tissue of care delivery, the caregivers, patient advocates, and family members who hold fragmented systems together. Amanda Roser, who has spent 5 years navigating her son's rare genetic disorder across endocrinology, genetics, metabolic medicine, and gastroenterology, joins Chris Hutchins to examine what responsible AI in healthcare requires when the actual users are families, not specialists.
What We Cover
- How rare disease caregivers become the de facto data stewards, record keepers, and medical translators the system requires but rarely recognizes
- Why interoperability failures create a "Groundhog Day" problem where patients retell their history at every appointment, and what AI could actually fix
- How Amanda trained an AI tool on her son's daily health patterns and lab history, and the clinical conversation that shifted in real time when she showed it to a physician
- The gap between what caregivers expect from healthcare systems and what systems actually deliver
- Why patient advocacy panels belong at every healthcare innovation conference
Key Takeaways
- AI in healthcare that ignores caregivers is not responsible AI. Every system decision about interoperability, documentation, and coordination lands on the family in the waiting room.
- Caregivers are the operational infrastructure the healthcare system depends on. Any AI strategy that does not account for this inherits the fragility the system already has.
- Rare disease care is the stress test for healthcare innovation. If your AI tool does not work for multi-system patients, it will not work for anyone.
Frameworks & Tools Mentioned
- Care coordination across multi-specialty clinical teams
- Healthcare interoperability standards (and where they fail)
- AI-assisted patient advocacy and symptom tracking
- Rare disease care models (glycogen storage disease type zero)
- Digital health tools for caregiver-physician communication
Timestamps
- 00:00 Amanda's story: an ER dismissal that became a turning point for caregiver advocacy
- 02:12 What caregivers expect vs. what the healthcare system actually delivers
- 05:18 Becoming the coordinator: when parents realize the system depends on them
- 10:12 The invisible operational burden families carry between appointments
- 13:30 Gaps in patient tracking, documentation, and clinical communication
- 16:21 Learning medical terminology as a non-clinical caregiver
- 21:10 Interoperability failures and the "Groundhog Day" problem
- 26:55 The emotional and physical toll of caregiving in a fragmented system
- 30:04 Two real scenarios where care coordination broke down
- 35:22 How Amanda uses AI to translate, analyze labs, and prepare for appointments
- 40:37 What healthcare systems should change first to recognize caregivers
- 43:29 The signal healthcare leaders are missing from patient advocates
- 48:42 Why patient advocacy panels belong at every healthcare conference
About Amanda Roser
Amanda Roser works at the intersection of healthcare innovation, emerging technology, and responsible transformation. Her career spans digital health, artificial intelligence, and strategic innovation, with a focus on helping healthcare leaders navigate practical realities of adopting new technologies while balancing trust, safety, and operational impact. She is the mother of a child with glycogen storage
Humanizing AI for Care.
Empowering healthcare with ethical, scalable AI and data strategies that work.
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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
Information
- Show
- PublishedMarch 18, 2026 at 5:00 AM UTC
- Length50 min
- Season1
- Episode21
- RatingClean
