Issue 4 (194), article 4


Kibern. vyčisl. teh., 2018, Issue 4 (194), pp.

L.M. KOZAK, DSc (Biology), Senior Researcher,
Leading Researcher of the Medical Information Systems Department

A.S. KOVALENKO, DSc (Medicine), Professor,
Head of the Medical Information Systems Department

O.A. KRYVOVA, Researcher of the Medical Information Systems Department

O.A. ROMANYUK, Junior Researcher of Medical Information Systems Department

International Research and Training Center for Information Technologies
and Systems of the National Academy of Sciences of Ukraine
and Ministry of Education and Science of Ukraine,
Glushkov ave., 40, Kiev, 03187, Ukraine


Introduction. According to the Concept of Ukraine`s Digital Economy and Society Development in 2018-2020, the key components of “digitalization” are the development of digital infrastructure — broadband Internet throughout Ukraine, and the promotion of digital transformations in various sectors of the economy and society, including medicine.

The purpose of the paper is to analyze the stages of digital transformation in medicine and the results of authors and their colleagues of the MIS department for the development of information technologies of digital medicine.

Results. A generated model of digital transformation in medicine is presented and several main stages of this transformation are highlighted: І — digital transformation of primary medical information; ІІ — development of support systems for the diagnostic and treatment process; ІІІ — development of technologies and systems for supporting the physicians`activities with digital information; IV — mobile medicine; V — the digital medicine globalization. The method of determining the markers of the functional state of the cardiovascular system based on mathematical models of forecasting and classification with the use of Data Mining is proposed. The method allows detecting and determining the limit values of ECG predictors of the CVS functional state for different groups of patients. The developed IT for supporting the processes of receiving, transmitting and storing digital medical images is aimed at ensuring the effective operation of a physician with digital information from various sources: functional diagnostic complexes, digital medical data storage and images using PACS (Picture Archiving and Communication Systems) and cloud technologies . The proposed telemedicine systems theory including the formulated principles of organizing these systems, criteria and methods for analyzing digital medical data has been implemented for alaborating and functioning the Telemedicine Center/ It enables to cover the population in more than 20 Ukraine`s regions with qualified medical assistance.

Conclusions. The digital transformation in medicine like any new process takes place with a gradual complication of tasks, methods and means of their implementation: from formalization of primary medical information to improvement of methods of its analysis, transfer and storage to improve the quality of medical care for patients at any point of world countries.

Keywords: digital transformation in medicine, formalized medical records, Data Mining, IT for assessing human state and physiological systems` state, telemedicine, m-medicine.

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  1. About the conceptualization of the concept of the development of the digital economy of Ukraine and 2018–2020 on the basis of the plan set for the project: Disposition of the Government of Ukraine. URL: (in Ukranian).
  2. The Nine Elements of Digital Transformation _source= facebook&utm_medium=social&mmmmmt
  3. Medical information system. Kiev: Nauk. Dumka, 1975. 508 p. (in Russian).
  4. Method for the diagnosis of local changes in the myocardium state: A. p. № 2002032456 Ukraine MKI. V.A. Petrukhin, V.N. Mamaev, A.S. Kovalenko, T.V. Petrukhina,
    V.A. Shumakov; announced 15.01.2003; publ. bullet № 1 03.28.2003. 10 p. (in Russian).
  5. Provotar A.I., Vasilik P.V. Model waves and interaction: Theoretical and applied aspects. Kiev: Science. Dumka, 2014. 296 p (in Russian).
  6. Vasilik P.V., Lychak M.M. Possible interactions in the Solar System and the synchronism of cyclical variations in solar activity with climatic changes on Earth. Geophysical journal. 2012.
    V. 34, No. 1. P. 138–158. Access mode:
    (in Russian).
  7. Vasilik P.V., Vasilega A.G., Chekaylo M.A. Influence of disturbances of space environmental factors on the accident rate of the objects of ground infrastructure and the accident rate on transport. Kibernetika i vyčislitel`naâ tehnika, 2011, issue 166. Pp. 74–84
    (in Russian).
  8. Kozak L.M., Lukashenko M.V. The use of information models and integral assessments of the functional state of students for the formation of programs of psychological support. Integrative anthropology, №2 (12), 2008. — P. 51–57 (in Russian).
  9. Kozak L.M., Lukashenko M.V. Monitoring and correction students ’functional state. Kibernetika i vyčislitel`naâ tehnika. Issue 176. 2014. p. 74–84.
  10. M.L. Kochina, L.M. Kozak, A.S. Yevtushenko Analysis of changes in the factor structures of indicators of the functional state of a person with different types of visual load. Bulletin of problems of biology and medicine. 2013, Iss. 1, Vol. 1 (98), pp. 41–45 (in Russian).
  11. Evtushenko A.S., Kozak L.M., Kochina M.L. Evaluation of the relationship structure between the functional indicators of operators in visual work using factor models. Kibernetika i vyčislitel`naâ tehnika. 2016. Vol. 185. S. 60–76 (in Russian).
  12. Rogozinskaya N.S., Kozak L.M. Information support of technology for automated monitoring of the health of the population. Kibernetika i Sistemnyj Analiz. 2013, № 6. P.
    (in Russian).
  13. Rogozinskaya N.S., Kozak L.M. Complex indicators for the analysis of causal mortality of the population. Clinical informatics and telemedicine. Vol. 9, Iss. 10, 2013, P. 108–116
    (in Russian).
  14. Rogozinskaya N.S., Kozak L.M. Information technology research of the state of health of the population of the region. Upravlâûŝie sistemy i mašiny. № 6. 2013. P. 59–67
    (in Russian).
  15. Krivova O.A., Kozak L.M. Comprehensive assessment of regional demographic development. Kibernetika i vyčislitel`naâ tehnika. Issue 182. 2015. pp. 70–84 (in Russian).
  16. Krivova, OA, Tchaikovsky, I.A., Kalnish, VV, Kozak, L.M. Vidbіr informative shows the variability of the rhythm of the heart – the markers of the reaction to his stimulation. Medical informatics and engineering. 2016. No. 2. pp. 37–44 (in Russian).
  17. Tchaikovsky I.A. The concept of multilateral analysis of the electrocardiogram using portable electrocardiographs as part of a preventive medical examination. Preventive medicine. 2014. No. 17 (2). P. 42–48 (in Russian).
  18. 18. Sposib University Ballgards of the EKG: Pat. 104827 Ukraine, IPC: A61B 5/0402, A61B 5/0205; declare 07.13.2015; publ. 02/25/2016, bul. No. 4
  19. EN ISO 12052: 2011. Health informatics. Digital work, including workflow and data management [Electronic resource]. — Access Mode:
  20. Romaniuk O. A., Kovalenko A.S., Kozak L.M. Information support interoperability of instrumental studies and long-term storage of digital medical imaging in health care system. Kibernetika i vyčislitel`naâ tehnika. 2016. Iss. 184. P. 56–71 (in Russian).
  21. Kovalenko A.S., Kozak L.M., Romanyuk O.A. Information technology of digital medicine. Kibernetika i vyčislitel`naâ tehnika. 2017, №1(187). P.67–79. (in Russian).
  22. Kovalenko A.S., Kozak L.M., Ostashko V.G. Telemedicine — the development of a single medical information space. Upravlâûŝie sistemy i mašiny. 2005. № 3. P. 86–92
    (in Russian).
  23. Gritsenko V.I., Kozak L.M., Kovalenko A.S., Pezenzali A.A., Rogozinskaya N.S., Ostashko V.G. Medical information systems as elements of a unified medical information space. Kibernetika i vyčislitel`naâ tehnika, 2013, Iss. 174. P (in Russian).
  24. Kovalenko O.S., Kozak L.M., Romaniuk O.O., Maresova T.A., Nenasheva L.V., Fyniak G.I. Mobile applications in the structure of modern medical information systems. Upravlâûŝie sistemy i mašiny, 2018, №4. P.

Received 29.08.2018