Teaching an Algorithm to Treat Sepsis
In the ICU, the decision of how much fluid to give a sepsis patient and what dose of a vasopressor to administer is made every hour. A mistake in either direction can be fatal. But how do you know which decision would have been best? You could take thousands of patient records and ask a program to "replay" them, trying different actions.
That's exactly what the authors did.