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
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
References
- ^ .
- Edward A. Feigenbaum and Pamela McCorduck. Addison-Wesley, Reading, Ma 01867, 275 Pp. Feb 1, 1984
- ^ .
Further reading
- Banks, G (1986). "Artificial intelligence in medical diagnosis: the INTERNIST/CADUCEUS approach". Critical Reviews in Medical Informatics. 1 (1): 23–54. PMID 3331578.
- Wolfram, D. A. (1995). "An appraisal of INTERNIST-I". Artificial Intelligence in Medicine. 7 (2): 93–116. PMID 7647840.
- First, MB; Soffer, LJ; Miller, RA (1985). "QUICK (QUick Index to Caduceus Knowledge): using the INTERNIST-1/CADUCEUS knowledge base as an electronic textbook of medicine". Computers and Biomedical Research. 18 (2): 137–65. PMID 3886276.
- "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. ISBN 0-262-23117-4