DocumentCode
2555138
Title
A low-cost personal computer-based radiology diagnostic expert system and image and text database
Author
Kowarski, David
Author_Institution
Stanford Univ. Hospital, CA, USA
fYear
1990
fDate
3-6 Jun 1990
Firstpage
298
Lastpage
305
Abstract
A program for radiology differential diagnosis (DDX) using Prolog, a programming language for artificial intelligence applications is developed. The program uses a probabilistic model based on Bayes´ theorem to arrive at and rank the relative probabilities of possible diagnosis. This model uses the prevalence of diagnoses and conditional probabilities of diagnostic features. It treats nonindependent diagnostic features by defining compound conditional probabilities to describe the interdependence of conditional probabilities. The program has an iterative mouse-controlled menu-driven interface that makes selecting more diagnostic features yield shorter DDX´s. This process can be reversed by deselecting features, allowing what-if experimentation. The program ranks the DDX by relative probability and allows reviewing images or text descriptions of each diagnosis in the list. The program creates separate databases that users may alter, using terminology of their choosing for diagnoses and diagnostic features
Keywords
expert systems; medical diagnostic computing; microcomputer applications; radiology; Bayes´ theorem; compound conditional probabilities; image plus text database; iterative mouse-controlled menu-driven interface; low-cost personal computer-based radiology diagnostic expert system; nonindependent diagnostic features; probabilistic model; radiology differential diagnosis; Artificial intelligence; Biomedical imaging; Diagnostic expert systems; Diseases; Hospitals; Image databases; Medical diagnostic imaging; Medical expert systems; Radiology; Spatial databases;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer-Based Medical Systems, 1990., Proceedings of Third Annual IEEE Symposium on
Conference_Location
Chapel Hill, NC
Print_ISBN
0-8186-9040-2
Type
conf
DOI
10.1109/CBMSYS.1990.109412
Filename
109412
Link To Document