Thoughts

Signals, notes, and essays about AI, health technology inside and outside healthcare, and how consumer health tech is changing the healthcare system.

Signal

Signals: Do More Doctors Speed Up Access? (tldr: no)

Everyone I know in healthcare says long appointment waits are the result of a doctor shortage. I plotted wait times against physician supply across 15 metros and found no correlation — in fact, the biggest metro in the state with the most doctors per capita (Mass) has the longest waits.

Health System Strategy
Essay

AI Is Already Practicing Medicine

A surgeon posted on on LinkedIn that Silicon Valley, incorrectly, believes AI will be practicing medicine "momentarily." But AI has been diagnosing diabetic retinopathy with no physician since 2018, and this year another began renewing prescriptions in Utah. Both AI vendors carry malpractice insurance — because both AI systems are practicing medicine.

DisruptionAI
Essay

AI Doesn't Replace Doctors. It Replaces the Reasons to See One

Danielle Ofri’s latest New York Times essay is the latest entry in a familiar genre: the physician explaining why AI cannot replace doctors. But the real question hospital systems, medical schools, and workforce planners need to answer is not whether AI will replace doctors. It is how many physicians we will need once the set of tasks that only physicians can perform are dramatically reduced.

DisruptionConsumer Health
Signal

Signals: Apple Found a Link Between Hearing and Mobility Just by Looking at Data From iPhones

For decades, hearing and exercise science depended on controlled studies conducted in clinics and universities, with specialized equipment and groups of volunteers. Now millions of people are generating real-world physiological and behavioral data every day through consumer devices — turning ordinary life into a continuous, global research platform.

Five MigrationsDisruptionConsumer HealthHealth Data
Signal

Signals: AI is Killing 14 Million Clinic Visits   — Per Month

Gallup and West Health just gave us some solid data on the Five Migrations.In a nationally representative survey of 5,500 U.S. adults released April 15, 14% said the AI-generated advice led them to skip a provider visit in the past 30 days. Projected to the adult population, that's roughly 14 million missed appointments in a single month.

Five MigrationsAI