Insights
We share the insight, and the reasoning behind it.
Every piece here ties to live work. We lead with the example, then show the reasoning, so you can weigh it for yourself rather than take it on assertion
What AI Reveals About How We've Always Evaluated Evidence
An AI tutor gave two near-identical answers two different scores. For one student it was encouragement; for the other, a quiet message that effort doesn't count.
Why Evidence Fails to Travel
A strong real-world dataset stalled at formulary review — not because the analysis was weak, but because it arrived in a shape the committee couldn't act on.
When AI Empathy Varies: A Question Worth Asking
Ask a leading LLM the same patient question on Monday and again on Friday, and the warmth of the reply can shift — sometimes enough to change what a patient does next.
Publications and open registrations
Empathy variance across large language models — open registration, Open Science Framework.