Systems and Means of Informatics
2022, Volume 32, Issue 3, pp 26-35
MODELING OF THE DEVELOPMENT OF A COMPLETE EARLY DIFFERENTIAL DIAGNOSIS AND PROGNOSIS OF THE STATE OF COMPLEX OBJECTS IN MEDICINE. PROBLEMS AND PROSPECTS
- S. B. Rumovskaya
- I. A. Kirikov
Abstract
The problems of personalized assessment of the state (PSA) of a complex object (CO) as a heterogeneous system are considered. It is proposed to develop and investigate a new approach to improve the efficiency and quality of solving the problems of medical diagnostics and prediction in conditions of significant diversity, heterogeneity, and uncertainty of information about a complex diagnostic object as well as the heterogeneity of the process of personalized assessment of their state. It is proposed to create and investigate methods and models of a new class of hybrid intelligent systems (HyIS) for medical diagnostics and prediction integrating heterogeneous models for the development and interpretation of PSA of a CO at different stages of the examination process as well as combining two types of HyIS (functional and transformational).
[+] References (12)
- O razvitii iskusstvennogo intellekta v Rossiyskoy Federatsii: Ukaz Prezidenta ot 10 oktyabrya 2019 g. No. 490 [About strategy of scientific and technological development of the Russian Federation. Presidential Decree No. 490 dated 10.10.2019]. Available at: http://www.kremlin.ru/acts/bank/44731 (accessed October 11, 2022).
- Rigelman, R. 1994. Kak izbezhat' vrachebnykh oshibok [Howto avoid medical errors]. Moscow: Praktika. 208 p.
- Solovey, M. G. 1965. Razvitie idey edinstva i tselostnosti organizma v otechestvennoy meditsine [Development of ideas of unity and integrity of the body in domestic medicine] Kazanskiy meditsinskiy zh. [Kazan Medical J.] 46(5):86-89. doi: 10.17816/ kazmj63550.
- Rumovskaya, S.B. 2017. Issledovanie metodov podderzhki prinyatiya kollektivnykh diagnosticheskikh resheniy i razrabotka instrumental'nykh sredstv "Virtual'nyy konsilium" (na primere diagnostiki arterial'noy gipertenzii) [The research of methods of collective diagnostic decision support and development of instruments of the "Virtual council" (illustrated with the diagnostic of arterial hypertension)]. Moscow. PhD Diss. 138 p.
- Kolesnikov, A.V., and I. A. Kirikov. 2007. Metodologiya i tekhnologiya resheniya slozhnykh zadach metodami funktsional'nykh gibridnykh intellektual'nykh sistem [Methodology and technology for solving of complex problems using the methodology of functional hybrid artificial systems]. Moscow: IPI RAN. 387 p.
- Andrievskaya, N. V., A. S. Reznikov, and A. A. Cheranev. 2014. Osobennosti primeneniya neyro-nechetkikh modeley dlya zadach sinteza sistem avtomaticheskogo upravleniya [Features of the use of neuro-fuzzy models for the problems of synthesis of automatic control systems]. Fundamental'nye issledovaniya [Fundamental Research] 11-7:1445-1449.
- Shlyakhto, E. V., and A. O. Konradi. 2021. Personalizirovannaya meditsina. Istoriya, sovremennoe sostoyanie problemy i perspektivy vnedreniya [Personalized medicine. History, current state and future directions]. Rossiyskiy zh. personalizirovannoy meditsiny [Russian J. Personalized Medicine] 1(1):6-20.
- Zubarev, P. N., I. D. Kosachev, and T. V. Paskar. 2009. Prichiny letal'nykh iskhodov pri ostrom destruktivnom pankreatite [Causes of deaths in acute destructive pancreatitis]. Vestnik Sankt-Peterburgskogo universiteta. Meditsina [J. St. Petersburg University. Medicine] 4:161-168.
- Bogdanov, S.N., S.J. Babaev, A.V. Strazhnov, A. B. Stroganov, N.N. Mitrofanova, and V. L. Melnikov. 2016. Kliniko-morfologicheskaya klassifikatsiya ostrogo pankreatita i ego oslozhneniy [Clinical and morphological classification of acute pancreatitis and its complications]. Izvestiya vysshikh uchebnykh zavedeniy. Povolzhskiy region. Meditsinskie nauki [University Proceedings. Volga Region. Medical Sciences] 40(4): 109-121.
- Ministerstvo zdravookhraneniya Rossiyskoy Federatsii. April 20, 2021. Klinicheskie rekomendatsii - Ostryy pankreatit [Clinical guidelines - Acute pancreatitis]. 38 p. Available at: http://disuria.ru/Jd/9/999_kr20K85mz.pdf (accessed August 29, 2022).
- Shevlyaeva, M.A. 2013. Trudnosti ranney differentsial'noy diagnostiki ostrogo pankreatita [The difficulties of the early differential diagnosis of acute pancreatitis]. Kubanskiy nauchnyy meditsinskiy vestnik [Kuban Scientific Medical Bulletin] 3:141-144.
- Khadjibaev, A. M., F. B. Alidjanov, S. E. Baymuradov, and L. R. Akbarova. 2018. Ekspress-metod opredeleniya ostrogo pankreatita i pankreonekroza v usloviyakh ekstrennoy khirurgii [Express method for determining acute pancreatitis and pancreatic necrosis in conditions of emergency surgery]. Vestnik ekstrennoy meditsiny [Bulletin Emergency Medicine] 11(1): 17-20.
[+] About this article
Title
MODELING OF THE DEVELOPMENT OF A COMPLETE EARLY DIFFERENTIAL DIAGNOSIS AND PROGNOSIS OF THE STATE OF COMPLEX OBJECTS IN MEDICINE. PROBLEMS AND PROSPECTS
Journal
Systems and Means of Informatics
Volume 32, Issue 3, pp 26-35
Cover Date
2022-06-11
DOI
10.14357/08696527220303
Print ISSN
0869-6527
Publisher
Institute of Informatics Problems, Russian Academy of Sciences
Additional Links
Key words
hybrid intelligent system; intelligent decision support system; complex object of diagnostics; medical diagnostics and prognosis
Authors
S. B. Rumovskaya ![](1.gif) and I. A. Kirikov
Author Affiliations
![](1.gif) Kaliningrad Branch of the Federal Research Center "Computer Science and Control" of the Russian Academy of Sciences, 5 Gostinaya Str., Kaliningrad 236000, Russian Federation
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