A design for decision making: construction and connection of knowledge bases for a diagnostic system in medicine
- 1 January 1993
- journal article
- Published by Taylor & Francis in Medical Informatics
- Vol. 18 (4) , 307-320
- https://doi.org/10.3109/14639239309025319
Abstract
We describe the process of organizing medical knowledge into knowledge bases and designing one architecture for a decision support system in clinical psychiatry. We define a set of knowledge bases that we regard as the necessary and sufficient structures to represent the medical knowledge to provide clinical consultations: disease profiles; frames with semantic relations to represent clinical findings; production rules with probabilities, to relate findings with diagnoses; a hierarchical classification tree, to represent disease categories; heuristic questions, to narrow the diagnostic hypotheses; and diagnostic criteria to conclude the clinical investigation. We propose one new architecture for a support system connecting these knowledge bases in a particular way to simulate medical clinical reasoning.Keywords
This publication has 19 references indexed in Scilit:
- The representation of uncertainty in medical expert systemsMedical Informatics, 1989
- INTERNIST-I properties: Representing common sense and good medical practice in a computerized medical knowledge baseComputers and Biomedical Research, 1985
- QUICK (QUick Index to Caduceus Knowledge): Using the Internist-1/Caduceus knowledge base as an electronic textbook of medicineComputers and Biomedical Research, 1985
- Internist-I, an Experimental Computer-Based Diagnostic Consultant for General Internal MedicineNew England Journal of Medicine, 1982
- A model-based method for computer-aided medical decision-makingArtificial Intelligence, 1978
- Production rules as a representation for a knowledge-based consultation programArtificial Intelligence, 1977
- Towards the simulation of clinical cognitionThe American Journal of Medicine, 1976
- Conceptual dependency: A theory of natural language understandingCognitive Psychology, 1972
- Reasoning Foundations of Medical DiagnosisScience, 1959
- MECHANICAL CORRELATION OF DATA IN DIFFERENTIAL DIAGNOSIS OF HEMATOLOGICAL DISEASESJAMA, 1958