Every Doctor Needs a Basic Level of AI Literacy
A practitioner perspective by Vishal Khetpal, MD, cardiovascular disease fellow.
The argument
Medical AI depends on physicians acting as effective human-in-the-loop validators, but most doctors are not trained for that role. Medicine should mandate AI literacy, potentially via licensing requirements, so clinicians can properly oversee algorithmic recommendations.
Why we picked it
The HTC editorial desk curates practitioner perspectives that pass a simple test: would a health system executive, product leader, or investor act differently after reading it? This piece by Vishal Khetpal earns its place - it comes from the operating trenches of ai & diagnostics, not the conference stage, and it takes a position specific enough to disagree with.
The bigger picture
The AI adoption question runs through every executive conversation in 2026. The evidence base is finally arriving: the largest controlled study of ambient documentation, published in JAMA, found clinicians saved 16 minutes of documentation time per day - but only a third of users hit the usage threshold for maximum benefit (our coverage). Meanwhile Rock Health has stopped labeling AI as a differentiator at all, because every company claims it - which is exactly why operating discipline of the kind described here separates winners from demo-ware.
Read it alongside our own reporting in AI & Diagnostics, where the data behind this debate is covered daily on the HTC Wire.