Software system for diagnosing spinal diseases using case-based reasoning
Author Affiliations1Sobolev Institute of Mathematics, 630090, Novosibirsk, Academician Koptyug av., 4; Novosibirsk State University, 630090, Novosibirsk, Pirogov str., 2
2Novosibirsk State University, 630090, Novosibirsk, Pirogov str., 2
3Novosibirsk State University, 630090, Novosibirsk, Pirogov str., 2
Abstract
This paper describes the Diagnostic Panel Software System designed for the domain of spinal deformity and degenerative spinal disease. The work has been based on the logical methods of processing of the data obtained from natural language medical records. The software system is based on a patient’s clinical and laboratory test results that help the physicians to determine an initial diagnosis and obtain immediate information for the necessary analysis for a final diagnosis and to select the optimal treatment plan. The Diagnostic Panel Software System uses a case-based approach to presenting the information from the variety of native language sources. The model theoretic methods of domain ontology construction has been used to develop the case-based approach. The Formal Concept Analysis methodology has been implemented to process the represented information/data in the system.
Key words
References
- Alexander J. Principles of spinal surgery. N. Y.: McGraw-Hill Comp., Health Professions Division, 1996.
- Ganter B., Stumme G., Wille R. Formal concept analysis. Foundations and applications. Springer, 2005.
- Ganter B., Wille R. Formal Concept Analysis: Mathematical Foundations // Heidelberg: Springer, 1999.
- Ingerleyb M.B. Analyses. Full reference book. Moscow: Astral, 2011. [In Russian].
- Maigne J., Rime В., Delignet B. Computed tomographic follow-up study of forty-eight cases of nonoperatively treated lumbar intervertebral disc herniation // Spine. 1992. 17. (9). 1071–1074.
- Mironov S., Kotelnikov G. Orthopedics. National guidelines. Moscow: GEOTAR-Media, 2008.
- Palchunov D. Lattices of relatively axiomatizable classes // Formal Concept Analysis. Eds. S. Kuznetsov, S. Schmidt. Berlin; Heidelberg: Springer, 2007. 4390. 221–239.
- Palchunov D. Simulation of thinking and formalization of reflection: I. Model-theoretic formalization of the ontology and reflection // Filosofiya nauki = Phylosophy of science. 2006. 31. (4). 86–114. [In Russian].
- Palchunov D. Simulation of thinking and formalization of reflection: II. Ontologies and formalization of concepts // Filosofiya nauki = Phylosophy of science. 2008. 37. (2). 62–99. [In Russian].
- Palchunov D., Yakhyaeva G. Fuzzy algebraic systems // Vestnik Novosibirskogo gosudarstvennogo universiteta. Seriya: Matematika, mekhanika, informatika = Herald of Novosibirsk State University. Series: Mathematics, mechanics, informatics. 2010. 10. (3). 75–92. [In Russian].
- Palchunov D., Yakhyaeva G. Fuzzy logics and fuzzy model theory // Algebra and Logic. 2015. 54. (1). 74–80.
- Palchunov D., Yakhyaeva G. Interval fuzzy algebraic systems // 9th Asian Logic Conference: Proc. Novosibirsk, 2005. 23–37.
- Priss U. Formal Concept Analysis in Information Science // Annu. Rev. Inf. Sci. Technol. 2006. 40. 521–543.
- The international statistical classification of the diseases and related health problems; 10th revision. http://www.who.int/classifications/icd/en/.
- Umashev G., Backbone F.M. Osteochondrosis, 2nd edition. Moscow: Meditsina, 1984. [In Russian].
- Yakhyaeva G. Fuzzy model truth values // Aplimat': Proc. 6th Int. Conf. Bratislava, 2007.
- Yakhyaeva G. Logic of fuzzifications // IICAI-09: Proc. 4th Int. Conf. Tumkur, 2009.
- Yakhyaeva G., Yasinskaya O. An algorithm to compare computer-security knowledge from different sources // ICEIS: Proc. 17th Int. Conf. Barcelona, 2015.
- Yakhyaeva G., Yasinskaya O. Application of case-based methodology for early diagnosis of computer attacks // J. Comput. Inf. Technol. 2014. 22. (3).145–150.
About Authors (Correspondence):
Palchunov D. – doctor of physical mathematical sciences, professor, head of the chair for general informatics, leading researcher, е-mail: palch@math.nsc.ru
Yakhyaeva G.E. – candidate of physical mathematical sciences, docent, е-mail: gul_nara@mail.ru
Yasinskaya O.V. – lecturer assistant, е-mail: yasinskaya.olga@gmail.com
Full Text
Received: 22/03/2016
Accepted: 02/01/1970