Horse-Expert: An aided expert system for diagnosing horse diseases.
Abstract: In contrast to the rapid development of the horse husbandry in China, the ability of horse veterinarians to diagnose diseases has not been improved and only a few domain experts have considerable expertise. At present, many expert systems have been developed for diseases diagnosis, but few for horse diseases diagnosis have been studied in depth. This paper presents the design and development of a computer-aided expert system for diagnosing horse diseases. We suggest an approach for diagnosis of horse diseases based on the analysis of diagnostic characteristics and the experiential knowledge of domain experts. It is based on using evidence-weighted uncertainty reasoning theory, which is a combination of evidence theory and an uncertainty pass algorithm of confidence factors. It enables drawing of inferences with atypical clinical signs and the uncertainty of the user's subjective understanding. It reduces the influence of subjective factors on diagnostic accuracy. The system utilizes a user friendly interface for users and requests a confidence factor from users when feedback is given to the system. Horse-Expert combines the confidence factors with weight factors assigned to clinical signs by experts during the knowledge acquisition process to make diagnostic conclusions. The system can diagnose 91 common horse diseases, and provides suggestions for appropriate treatment options. In addition, users can check the medical record through statistical charts. The system has been tested in seven demonstration areas of Xinjiang province in northwestern China. By constantly maintaining and updating the knowledge base, the system has potential application in veterinary practice.
Publication Date: 2017-01-17 PubMed ID: 28092609DOI: 10.1515/pjvs-2016-0112Google Scholar: Lookup
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- Journal Article
- Review
- Clinical Examination
- Clinical Findings
- Clinical Pathology
- Clinical Signs
- Clinical Study
- Diagnosis
- Disease control
- Disease Diagnosis
- Disease Management
- Disease Prevention
- Disease Surveillance
- Disease Treatment
- Equine Diseases
- Equine Health
- Horses
- Veterinary Care
- Veterinary Medicine
- Veterinary Practice
- Veterinary Procedure
- Veterinary Research
- Veterinary Science
Summary
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The research study is focused on the development of Horse-Expert, a computer-aided expert system that assists in diagnosing horse diseases, intending to support veterinarians and improve the accuracy and efficiency of their diagnostics.
Research Goal
- This study was conducted to design and develop a computer-aided expert system, named Horse-Expert, to diagnose horse diseases. The system is meant to provide a solution to China’s horse husbandry sector, which lacks enough expert veterinarians or advanced diagnostic systems despite its rapid development.
Proposed Approach
- The researchers proposed an approach to diagnose horse diseases based on the analysis of diagnostic characteristics and domain expert’s experience.
- The approach uses the evidence-weighted uncertainty reasoning theory, a combination of evidence theory and an uncertainty pass algorithm of confidence factors.
- This approach can infer results even with atypical clinical signs and the user’s subjective understanding, thus reducing the impact of subjective factors on the diagnostics.
Horse-Expert System
- The expert system employs a user-friendly interface, asking for a confidence factor from the users whenever they provide feedback to the system.
- It utilizes the confidence factors together with weight factors assigned to clinical signs by experts during the knowledge acquisition process to make diagnostic conclusions.
- The system is capable of diagnosing 91 common horse diseases and provides suggestions for treatment.
- It also includes a feature that allows users to review the medical record through statistical charts.
Practical Testing and Application
- The system was tested in seven demonstration areas in the Xinjiang province of northwestern China.
- With consistent maintenance and updating of the knowledge base, the system shows potential for widespread application in veterinary practice.
Cite This Article
APA
Qin H, Xiao J, Gao X, Wang H.
(2017).
Horse-Expert: An aided expert system for diagnosing horse diseases.
Pol J Vet Sci, 19(4), 907-915.
https://doi.org/10.1515/pjvs-2016-0112 Publication
Researcher Affiliations
MeSH Terms
- Animals
- Diagnosis, Computer-Assisted
- Expert Systems
- Horse Diseases / diagnosis
- Horses
- Veterinary Medicine / methods
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