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  4. Malkoch A. V.

All articles by Malkoch A. V.

    Artificial intelligence in health care
  • 2019 № 2 Application of a neural network machine learning method to complication diseases treatment in hemodialysis patients

    Authors: Novitskiy V. O. [4] Malkoch A. V. [2] Zinovev D. A. [1]

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  • Regional informatizatian projects
  • 2019 № 1 Maximus Intellectual Information and Analytical System for Medicine and Healthcare

    This article discusses the relevance, purpose, functions and capabilities of intelligent information and analytical modules of diagnostic and treatment processes management systems, on the base of the use of Maximus system in the regional network of clinics of Nefrosovet group, as well as in relation to medicine and healthcare in Russia as a whole. It justifies the importance of automating the data collection, starting from the diagnosis and treatment process to the middle and upper levels of analysis and reporting. Article presents a line of business intelligence software services and decision support systems – process control center, visual analyzer of DTP parameters and reporting system, analytical patient registry, diagnostic machine, causal patient model, diagnostic and treatment programs, etc., using the nephrology service with hemodialysis, treatment of complications and associated diseases as an example.
    The architecture of presented system is service oriented and multiplatform. Article also describes the structures of Maximus BI and DSS subsystems, as well as the architecture of one of the main services – diagnostic and treatment programs. Article shows modern information technologies for managing business processes used in the system, as well as selected user interfaces and solutions.

    Authors: Novitskiy V. O. [4] Galchenkov A. S. [2] Malkoch A. V. [2] Chemeris A. N. [1]

    Tags: analytical registry1 application server1 bi2 business process1 causal patient model1 clinic1 control1 data mining5 database2 datamart1 dbms1 diagnostic and treatment process4 diagnostic machine1 dss3 efficiency4 formalization1 healthcare8 hemodialysis2 intellectual information and analytical system1 knowledge base4 maximus1 medicine7 national clinical guidelines1 nefrosovet1 nephrology2 process control center1 reporting1 software module1 storage1 visual analyzer1 web-service1 widget1

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