IN THE 1970s, a PhD student called Edward Shortliffe wrote a computer program to try to help doctors prescribe antibiotics. He wanted the program to be able to take the same information that a doctor had about their patient and guess the bacteria causing the infection, helping to decide which antibiotic to prescribe.The main difficulty with this idea was that the information doctors had was always uncertain and imperfect.