Mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injury
The aim of this study was to apply integrative physiological mathematical models to simulate physiological parameters in traumatic shock caused by lower limb blast injury.Materials and methods. At the first stage of mathematical modeling, we applied lumped parameter integrative physiological models,...
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| Format: | Article |
| Language: | English |
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Siberian State Medical University (Tomsk)
2024-01-01
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| Series: | Бюллетень сибирской медицины |
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| Online Access: | https://bulletin.ssmu.ru/jour/article/view/5428 |
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| author | I. V. Tolmachev A. V. Anisin A. M. Bala D. A. Vrazhnov A. V. Shapovalov M. Yu. Kotlovskiy V. V. Laptev K. S. Brazovskiy |
| author_facet | I. V. Tolmachev A. V. Anisin A. M. Bala D. A. Vrazhnov A. V. Shapovalov M. Yu. Kotlovskiy V. V. Laptev K. S. Brazovskiy |
| author_sort | I. V. Tolmachev |
| collection | DOAJ |
| description | The aim of this study was to apply integrative physiological mathematical models to simulate physiological parameters in traumatic shock caused by lower limb blast injury.Materials and methods. At the first stage of mathematical modeling, we applied lumped parameter integrative physiological models, and at the second stage we used neural networks.Results. We developed a clinical decision support system that allows to determine the intensity of blood loss in lower limb blast injuries according to physiological monitoring data.Conclusion. The developed approaches make it possible to partially solve the problem associated with the impossibility of accumulating a sufficient amount of medical data for a specific person to create an adequate personalized clinical decision support system. |
| format | Article |
| id | doaj-art-6b3f4186b06e4659a1efe0f66e664e63 |
| institution | Kabale University |
| issn | 1682-0363 1819-3684 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | Siberian State Medical University (Tomsk) |
| record_format | Article |
| series | Бюллетень сибирской медицины |
| spelling | doaj-art-6b3f4186b06e4659a1efe0f66e664e632025-08-20T03:37:46ZengSiberian State Medical University (Tomsk)Бюллетень сибирской медицины1682-03631819-36842024-01-0122412212910.20538/1682-0363-2023-4-122-1293037Mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injuryI. V. Tolmachev0A. V. Anisin1A. M. Bala2D. A. Vrazhnov3A. V. Shapovalov4M. Yu. Kotlovskiy5V. V. Laptev6K. S. Brazovskiy7Siberian State Medical University; Federal Research Institute for Healthcare Organization and InformatizationS.M. Kirov Military Medical AcademyS.M. Kirov Military Medical AcademySiberian State Medical UniversitySiberian State Medical UniversityFederal Research Institute for Healthcare Organization and InformatizationNational Research Tomsk Polytechnic UniversitySiberian State Medical University; National Research Tomsk Polytechnic UniversityThe aim of this study was to apply integrative physiological mathematical models to simulate physiological parameters in traumatic shock caused by lower limb blast injury.Materials and methods. At the first stage of mathematical modeling, we applied lumped parameter integrative physiological models, and at the second stage we used neural networks.Results. We developed a clinical decision support system that allows to determine the intensity of blood loss in lower limb blast injuries according to physiological monitoring data.Conclusion. The developed approaches make it possible to partially solve the problem associated with the impossibility of accumulating a sufficient amount of medical data for a specific person to create an adequate personalized clinical decision support system.https://bulletin.ssmu.ru/jour/article/view/5428mathematical modelingtraumatic shockbleedingclinical decision support systems |
| spellingShingle | I. V. Tolmachev A. V. Anisin A. M. Bala D. A. Vrazhnov A. V. Shapovalov M. Yu. Kotlovskiy V. V. Laptev K. S. Brazovskiy Mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injury Бюллетень сибирской медицины mathematical modeling traumatic shock bleeding clinical decision support systems |
| title | Mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injury |
| title_full | Mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injury |
| title_fullStr | Mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injury |
| title_full_unstemmed | Mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injury |
| title_short | Mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injury |
| title_sort | mathematical modeling of physiological parameters in traumatic shock caused by lower limb blast injury |
| topic | mathematical modeling traumatic shock bleeding clinical decision support systems |
| url | https://bulletin.ssmu.ru/jour/article/view/5428 |
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