The order in the third story is the part I would underline. A resident who builds a differential, gets it wrong and sees why is calibrating something no review of AI output can supply: a sense of where their own reasoning tends to fail. It connects to your sepsis section as well. Deciding which alerts are noise is itself a judgment that has to be learned before it can be delegated.
Exactly. Early mistakes are not simply obstacles to learning; they are how clinicians begin to recognise the limits of their own judgment. AI may be useful once that judgment is forming, but it cannot substitute for its formation.
The order in the third story is the part I would underline. A resident who builds a differential, gets it wrong and sees why is calibrating something no review of AI output can supply: a sense of where their own reasoning tends to fail. It connects to your sepsis section as well. Deciding which alerts are noise is itself a judgment that has to be learned before it can be delegated.
Exactly! And these are skills physicians in training are never going to learn with AI in their pocket😏
Exactly. Early mistakes are not simply obstacles to learning; they are how clinicians begin to recognise the limits of their own judgment. AI may be useful once that judgment is forming, but it cannot substitute for its formation.