What Opt-Out Costs Before the Appointment Begins
Clinical AI adoption policy treats consent as a procedural checkpoint — a form signed, a disclosure made. What it does not account for is the patient who arrives at the exam room having already rehearsed a refusal. The Bluesky account describes consulting a friend to draft a script for declining AI note-taking — labor that occurred before any clinical interaction began . The relief she felt when that labor turned out to be unnecessary is the clearest signal that the consent architecture is producing costs it cannot see.
Health systems measuring AI adoption are counting physician uptake, not patient anticipatory burden. Those two numbers are not in tension — they are measuring entirely different things. The patient who arrives scripted for refusal has already had her appointment shaped by AI, even in the appointment where AI was never used.