P. Haddawy et al., DECISION-THEORETIC REFINEMENT PLANNING IN MEDICAL DECISION-MAKING - MANAGEMENT OF ACUTE DEEP VENOUS THROMBOSIS, Medical decision making, 16(4), 1996, pp. 315-325
Decision-theoretic refinement planning is a new technique for finding
optimal courses of action. The authors sought to determine whether thi
s technique could identify optimal strategies for medical diagnosis an
d therapy. An existing model of acute deep venous thrombosis of the lo
wer extremities was encoded for analysis by the decision-theoretic ref
inement planning system (DRIPS). The encoding represented 6,206 possib
le plans. The DRIPS planner used artificial intelligence techniques to
eliminate 5,150 plans (83%) from consideration without examining them
explicitly. The DRIPS system identified the five strategies that mini
mized cost and mortality. The authors conclude that decision-theoretic
planning is useful for examining large medical-decision problems.