Code & Cure

#19 - AI That Tames Your Health Data Deluge


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What if your health data spoke in one calm voice instead of twenty buzzing ones? In this episode, we explore an AI “interpreter layer” that turns step counts, sleep stages, and alerts into fewer, smarter signals that nudge real behavior—without the anxiety spiral. Vasanth (AI researcher and cognitive scientist) and Laura (emergency physician) bring lab insight and frontline reality to a problem most dashboards ignore: humans have limited working memory, serial attention, and a knack for missing rare but important events. More data isn’t always better; often, it’s just louder. 

So what does “useful” look like? Clear summaries in plain language. Patterns stitched across streams—workouts linked to calmer moods, dinner timing tied to glucose swings. Personal baselines that ditch one-size-fits-all thresholds. Instead of a raw feed, imagine a tight weekly brief that surfaces the top two trends, why they matter, and one small experiment to try—aligned with your clinician. That’s the shift from charts to choices.

Trust and safety stay center stage. We unpack sensor accuracy, false arrhythmia flags, and the risk of AI hallucinations. The answer isn’t blind automation; it’s human-in-the-loop oversight, transparent provenance, and user controls to set goals, define “normal,” and mute the rest. We also show how primary care can ingest concise, standardized summaries instead of five pages of logs—making visits more focused and collaborative.

If you’re ready to trade a 24/7 body ticker for meaningful insights you can act on, this conversation offers a realistic blueprint. Subscribe, share with a friend drowning in metrics, and leave a review telling us the one metric you actually use—and the one you’d happily hide.

Reference: 

Do we need AI guardians to protect us from health information overload?
Arjun Mahajan and Stephen Gilbert
npj Digital Medicine (2025)

Credits: 

Theme music: Nowhere Land, Kevin MacLeod (incompetech.com)
Licensed under Creative Commons: By Attribution 4.0
https://creativecommons.org/licenses/by/4.0/

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Code & CureBy Vasanth Sarathy & Laura Hagopian