Копаница Георгий Дмитриевич

Копаница Георгий Дмитриевич
кандидат технических наук, PhD, медико-биологические науки
доцент (квалификационная категория "ординарный доцент"), факультет цифровых трансформаций

Преподаваемые дисциплины в текущем учебном году

  • Глубокое обучение

Педагогический стаж

Общий стаж:
5 лет

Публикации

58
Статья
2024 год

Soma G., Kopanitsa G. Development of models for managing the population mass service system in a bank. E3S Web of Conferences. 2024. Vol. 474. pp. 02006.

Статья
2024 год

Guedes S., Kopanitsa G. Development of an emotion and age recognition model based on the combination of local binary patterns and squeeze-and-excitation block method. Proceedings of SPIE. 2024. Vol. 13217. pp. 132170I.

Статья
2023 год

Kopanitsa G., Metsker O., Kovalchuk S. Machine Learning Methods for Pregnancy and Childbirth Risk Management. Journal of Personalized Medicine. 2023. Vol. 13. No. 6. pp. 975.

Статья
2023 год

Soma G.M., Kopanitsa G.D. System for customers’ routing based on their emotional state and age in public services systems. Научно-технический вестник информационных технологий, механики и оптики [Scientific and Technical Journal of Information Technologies, Mechanics and Optics]. 2023. Vol. 23. No. 5(147). pp. 1009-1020.

Статья
2022 год

Kopanitsa G., Kovalchuk S. Study of the User Behaviour Caused by Automatic Recommendation Systems Call to Action. Studies in health technology and informatics. 2022. Vol. 299. pp. 89-96.

Статья
2022 год

Skiba I., Kopanitsa G., Metsker O., Yanishevskiy S., Polushin A. Application of Machine Learning Methods for Epilepsy Risk Ranking in Patients with Hematopoietic Malignancies Using. Journal of Personalized Medicine. 2022. Vol. 12. No. 8. pp. 1306.

Статья
2022 год

Irtyuga O., Kopanitsa G., Kostareva A., Metsker O., Uspensky V., Gordeev M., Faggian G., Sefieva G., Derevitskii I., Malashicheva A., Shlyakhto E. Application of Machine Learning Methods to Analyze Occurrence and Clinical Features of Ascending Aortic Dilatation in Patients with and without Bicuspid Aortic Valve. Journal of Personalized Medicine. 2022. Vol. 12. No. 5. pp. 794.

Статья
2022 год

Kovalchuk S.V., Kopanitsa G.D., Derevitskii I., Matveev G.A., Savitskaya D.A. Three-stage intelligent support of clinical decision making for higher trust, validity, and explainability. Journal of Biomedical Informatics. 2022. Vol. 127. pp. 104013.

Статья
2022 год

Gerasimov A., Trofimov E., Kopanitsa G., Metsker O. Modelling Investment Programs with Machine Learning and Data Mining: Descriptive and Predictive Models of Healthcare State Programs in Russia. Proceedings of the 31st Conference of Open Innovations Association FRUCT. 2022. pp. 45-50.

Статья
2022 год

Dubasova E., Berdashkevich A., Kopanitsa G., Kashlikov P., Metsker O. Social Network Users Profiling Using Machine Learning for Information Security Tasks. Proceedings of the 32nd Conference of Open Innovations Association FRUCT. 2022. pp. 87-92.

Статья
2022 год

Kopanitsa G. Study of patients' attitude to automatic interpretation of laboratory test results and its influence on follow-up rate. BMC Medical Informatics and Decision Making. 2022. Vol. 22. No. 1. pp. 79.

Статья
2022 год

Lenivtceva I., Panfilov D., Kopanitsa G., Kozlov B. Aortic Risks Prediction Models after Cardiac Surgeries Using Integrated Data. Journal of Personalized Medicine. 2022. Vol. 12. No. 4. pp. 637.

Статья
2021 год

Kopanitsa G.D., Metsker O., Paskoshev D., Greschischeva S. Identification of Risk Factors and Prediction of Sepsis in Pregnancy Using Machine Learning Methods. Procedia Computer Science. 2021. Vol. 193. pp. 393-401.

Статья
2021 год

Ленивцева Ю.Д., Копаница Г.Д. Автоматическое определение типа аллергии из неструктурированных медицинских текстов на русском языке [Automatic allergy classification based on russian unstructured medical texts]. Научно-технический вестник информационных технологий, механики и оптики [Scientific and Technical Journal of Information Technologies, Mechanics and Optics]. 2021. Т. 21. № 3(133). С. 433-436.

Статья
2021 год

Metsker O., Trofimov E., Kopanitsa G. Application of machine learning metrics for dynamic E-justice processes. Proceedings of the 28th Conference of Open Innovations Association FRUCT. 2021. pp. 9347598.

Статья
2021 год

Metsker O., Kopanitsa G.D. Influence of Healthcare Organization Factors on Cardiovascular Diseases Mortality. Studies in health technology and informatics. 2021. Vol. 287. pp. 149-152.

Статья
2021 год

Metsker O., Kopanitsa G.D., Malushko A., Komlichenko E., Bolgova K.V., Paskoshev D. Gynecological Surgery and Machine Learning: Complications and Length of Stay Prediction. Studies in health technology and informatics. 2021. Vol. 281. pp. 575-579.

Статья
2021 год

Metsker O., Kopanitsa G.D., Irtyuga O., Uspenskiy V. Dynamic aortic aneurism risk factors. Studies in health technology and informatics. 2021. Vol. 285. pp. 130-135.

Статья
2021 год

Grechishcheva S., Lenivtceva I., Kopanitsa G., Panfilov D. Filtering free-text medical data based on machine learning. Procedia Computer Science. 2021. Vol. 193. pp. 82-91.

Статья
2021 год

Lenivtceva I.D., Grechishcheva S., Kopanitsa G.D., Panfilov D., Kozlov B. Predicting the aortic aneurysm postoperative risks based on Russian integrated data. Studies in health technology and informatics. 2021. Vol. 285. pp. 88-93.

Статья
2021 год

Ленивцева Ю.Д., Копаница Г.Д. Определение типа аллергии на основании неструктурированных медицинских записей. Врач и информационные технологии. 2021. № 1. С. 18-24.

Статья
2021 год

Ленивцева Ю.Д., Копаница Г.Д. Метод сопоставления форматов обмена медицинскими данными и терминологий. Врач и информационные технологии. 2021. № 1. С. 75-83.

Статья
2021 год

Metsker O., Trofimov E., Kopanitsa G. Application of machine learning for E-justice. Journal of Physics: Conference Series. 2021. Vol. 1828. No. 1. pp. 012006.

Статья
2021 год

Trofimov E., Metsker O., Kopanitsa G.D., Pashoshev D. Regulation modelling and analysis using machine learning during the Covid-19 pandemic in Russia. Studies in health technology and informatics. 2021. Vol. 285. pp. 259-264.

Статья
2021 год

Paskoshev D., Kopanitsa G.D., Trofimov E., Metsker O. Simulation of a Judicial Process Using Machine Learning to Analyze Administrative Prejudice and Indicate the Quality of Justice. Proceedings of the 30th Conference of Open Innovations Association FRUCT. 2021. pp. 165-170.

Статья
2021 год

Kopanitsa G.D., Derevitckii I.V., Savitskaya D.A., Kovalchuk S. Assessing acceptance level of a hybrid clinical decision support systems. Studies in health technology and informatics. 2021. Vol. 287. pp. 18-22.

Статья
2021 год

Lenivtceva I.D., Kopanitsa G.D. The Pipeline for Standardizing Russian Unstructured Allergy Anamnesis Using FHIR AllergyIntolerance Resource. Methods of Information in Medicine. 2021. Vol. 60. No. 3-4. pp. 95-103.

Статья
2021 год

Kopanitsa G.D., Metsker O., Bolgova E.V., Kovalchuk S. Lifestyle cancer survival predictors: Influence of vegetarian diet on the relapse of endometrial cancer. Studies in health technology and informatics. 2021. Vol. 285. pp. 193-198.

Статья
2020 год

Behar J., Liu C., Kotzen K., Tsutsui K., Corino V.D., Singh J., Pimentel M.A., Warrick P., Zaunseder S., Andreotti F., Sebag D., Kopanitsa G., Mcsharry P.E., Karlen W., Karmakar C., Clifford G. Remote health diagnosis and monitoring in the time of COVID-19. Physiological Measurement. 2020. Vol. 41. No. 10. pp. 10TR01.

Статья
2020 год

Dudchenko A., Ganzinger M., Kopanitsa G.D. Machine learning algorithms in cardiology domain: A systematic review. Open Bioinformatics Journal. 2020. Vol. 13. No. 1. pp. 25-40.

Статья
2020 год

Metsker O., Kopanitsa G.D., Yakovlev A., Karlina V., Zvartau N.E. Survival analysis of COVID-19 patients in russia using machine learning. Studies in health technology and informatics. 2020. Vol. 273. pp. 223-227.

Статья
2020 год

Kopanitsa G.D., Metsker O.G., Yakovlev A., Fedorenko A., Zvartau N.E. Modelling of COVID-19 morbidity in russia. Studies in health technology and informatics. 2020. Vol. 273. pp. 262-265.

Статья
2020 год

Metsker O., Efimov E., Trofimov E., Kopanitsa G.D., Bolgova E.V., Yakovlev A. Performance Improvement Algorithms in Big Data Analysis. Procedia Computer Science. 2020. Vol. 178. pp. 386-393.

Статья
2020 год

Kopanitsa G.D. Follow-up on the abnormal laboratory test results with automatic interpretation. Studies in health technology and informatics. 2020. Vol. 273. pp. 240-245.

Статья
2020 год

Metsker O., Kopanitsa G.D., Komlichenko E., Yanushanets M., Bolgova E.V. Prediction of a due date based on the pregnancy history data using machine learning. Studies in health technology and informatics. 2020. Vol. 273. pp. 104-108.

Статья
2020 год

Semenov I., Osenev R., Gerasimov S., Kopanitsa G.D., Denisov D., Andreychuk Y. Experience in Developing an FHIR Medical Data Management Platform to Provide Clinical Decision Support. International Journal of Environmental Research and Public Health. 2020. Vol. 17. No. 1. pp. 73.

Справочное издание
2020 год

ТЕХНОЛОГИИ ПРЕДСКАЗАТЕЛЬНОГО МОДЕЛИРОВАНИЯ ПРОЦЕССОВ ЗДРАВООХРАНЕНИЯ. ТРЕБОВАНИЯ К МОДЕЛИРОВАНИЮ ЭТАПОВ И СТРУКТУРАМ ДАННЫХ ДЛЯ ОПИСАНИЯ КЛИНИЧЕСКИХ ТРАЕКТОРИЙ

Статья
2020 год

Metsker O., Vozniuk I., Kopanitsa G.D., Morozova E., Prohorova M. Stroke ICU patient mortality day prediction. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2020. Vol. 12140 LNCS. pp. 390-405.

Статья
2020 год

Kopanitsa G.D. Automatic Interpretation of Laboratory Tests and Its Influence on Follow-up. Studies in health technology and informatics. 2020. Vol. 270. pp. 916-920.

Статья
2020 год

Lenivtceva I.D., Slasten E.S., Kashina M., Kopanitsa G.D. Applicability of Machine Learning Methods to Multi-label Medical Text Classification. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2020. Vol. 12140 LNCS. pp. 509-522.

Статья
2020 год

Metsker O., Magoev K., Yanishevskiy S., Yakovlev A., Kopanitsa G.D. Risk Factors for Chronic Diabetes Patients. Studies in health technology and informatics. 2020. Vol. 270. pp. 1379-1380.

Статья
2020 год

Metsker O., Magoev K., Yakovlev A., Yanishevskiy S., Kopanitsa G., Kovalchuk S., Krzhizhanovskaya V.V. Identification of risk factors for patients with diabetes: diabetic polyneuropathy case study. BMC Medical Informatics and Decision Making. 2020. Vol. 20. No. 1. pp. 201.

Статья
2020 год

Metsker O., Kopanitsa G.D., Bolgova E.V. Prediction of childbirth mortality using machine learning. Studies in health technology and informatics. 2020. Vol. 273. pp. 109-114.

Статья
2020 год

Metsker O., Magoev K., Yanishevskiy S., Yakovlev A., Kopanitsa G.D., Zvartau N.E. Identification of diabetes risk factors in chronic cardiovascular patients. Studies in health technology and informatics. 2020. Vol. 273. pp. 136-141.

Статья
2020 год

Kashina M., Lenivtceva I.D., Kopanitsa G.D. Preprocessing of unstructured medical data: the impact of each preprocessing stage on classification. Procedia Computer Science. 2020. Vol. 178. pp. 284-290.

Статья
2020 год

Lenivtceva I.D., Kashina M., Kopanitsa G.D. Category of Allergy Identification from Free-Text Medical Records for Data Interoperability. Studies in health technology and informatics. 2020. Vol. 273. pp. 170-175.

Статья
2019 год

Lenivtseva Y.D., Kopanitsa G.D. Investigation of Content Overlap in Proprietary Medical Mappings. Studies in health technology and informatics. 2019. Vol. 258. pp. 41-45.

Статья
2019 год

Dudchenko P., Dudchenko A., Kopanitsa G.D. Heart Disease Dataset Clusterization. Studies in health technology and informatics. 2019. Vol. 261. pp. 162-167.

Статья
2019 год

Dudchenko A., Dudchenko P., Ganzinger M., Kopanitsa G.D. Extraction from Medical Records. Studies in health technology and informatics. 2019. Vol. 261. pp. 62-67.

Статья
2019 год

Dudchenko A., Kopanitsa G.D. Comparison of word embeddings for extraction from medical records. International Journal of Environmental Research and Public Health. 2019. Vol. 16. No. 22. pp. 4360.

Статья
2019 год

Bobrova M., Taranik M.A., Kopanitsa G.D. Using Neural Networks for Diagnosing in Dermatology. Studies in health technology and informatics. 2019. Vol. 261. pp. 211-216.

Статья
2019 год

Dudchenko A., Ganzinger M., Kopanitsa G.D. Optimization of Clinical Decision Support Based on Pearson Correlation of Attributes. Studies in health technology and informatics. 2019. Vol. 261. pp. 199-204.

Статья
2019 год

Lenivtceva I.D., Kopanitsa G.D. Evaluating Manual Mappings of Russian Proprietary Formats and Terminologies to FHIR. Methods of Information in Medicine. 2019. Vol. 58. No. 4-5. pp. 151-159.

Статья
2019 год

Dudchenko A., Ganzinger M., Kopanitsa G.D. Diagnoses Detection in Short Snippets of Narrative Medical Texts. Procedia Computer Science. 2019. Vol. 156. pp. 150-157.

Статья
2019 год

Taranik M., Kopanitsa G.D. Using Machine Learning for Personalized Patient Adherence Level Determination. Studies in health technology and informatics. 2019. Vol. 261. pp. 174-178.

Статья
2019 год

Kopanitsa G.D. Microservice Architecture to Provide Medical Data Management for Decision Support. Studies in health technology and informatics. 2019. Vol. 261. pp. 230-235.

Статья
2018 год

Dudchenko A., Kopanitsa G.D., Knaup P., Ganzinger M. A Predictive Model for Patient Similarity: Classes Based on Secondary Data and Simple Measurements as Predictors. Studies in health technology and informatics. 2018. Vol. 249. pp. 167-172.

Статья
2017 год

Dudchenko A., Kopanitsa G. Decision support systems in cardiology: A systematic review. Studies in health technology and informatics. 2017. Vol. 237. pp. 209-214.

Повышение квалификации

Стажировка
2020 год
Semantic interoperability of medical data

Германия

Повышение квалификации
2017 год
Clinical decision support systems for large scale health systems

Германия