CADUCEUS (expert system)
CADUCEUS was a medical expert system, an early type of recommender system - by Harry Pople of the University of Pittsburgh. Finished in the mid-1980s, it was built on the INTERNIST-1 algorithm (1972-1973).[1] In its time, CADUCEUS was described as the "most knowledge-intensive expert system in existence".[2] CADUCEUS eventually could diagnose up to 1000 different diseases.
The knowledge base was built on Pople's years of interviews with Dr. Jack Meyers, one of the top internal medicine diagnosticians and a professor at the University of Pittsburgh.[3] Their motivation was to improve on MYCIN, a recommender which focused on blood-borne infectious bacteria and instead embrace all internal medicine.[3]
While CADUCEUS worked using an inference engine similar to MYCIN's, it made a number of changes. As there can be a number of simultaneous diseases, and data is generally flawed and scarce it incorporated abductive reasoning to deal with the additional complexity of internal disease. A disease can manifest a set of signs and symptoms, and a manifestation can, in turn, evoke a disease. Relationships between symptoms and diagnosis were ranked from 0 to 5. 5 indicated that the symptom is always associated with the disease, while 0 indicated that the association was ambiguous. An initial list of symptoms entered by the practitioner would be evaluated by the program to suggest possible diseases related to these combinations.[3] These predictions were improved from INTERNIST-I by the use of constrictor relationships.[1]
See also
[edit | edit source]References
[edit | edit source]- ^ a b Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
- ^ The Fifth Generation. Edward A. Feigenbaum and Pamela McCorduck. Addison-Wesley, Reading, Ma 01867, 275 Pp. Feb 1, 1984
- ^ a b c Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
Further reading
[edit | edit source]- Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
- Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
- Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
- "Expert systems: perils and promise", D. G. Bobrow, S. Mittal, M. J. Stefik. Communications of the ACM, pp 880 - 894, issue 9, volume 29, (September 1986)
- The AI Business: The commercial uses of artificial intelligence, ed. Patrick Winston and Karen A. Prendergast. 1984. Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
- Pople, H. E., Jr. "Heuristic Methods for Imposing Structure on Ill-Structured Problems: The Structuring of Medical Diagnostics." Chapter 5 in Szolovits, P. (Ed.) Artificial Intelligence in Medicine. Westview Press, Boulder, Colorado. 1982.