Nataliia Shakhovska, Jianbo Jiao, Ivan Izonin, Stephane Chretien. (Eds.) Proceedings of the 7th International Conference on Informatics & Data-Driven Medicine (IDDM 2024) Birmingham, United Kingdom November, 2024 CEUR ceur-ws.org Workshop ISSN 1613-0073 Proceedings Shakhovska N., Jiao J., Izonin I., Chretien S. (Eds.): The 7th International Conference on Informatics & Data-Driven Medicine (IDDM 2024), Birmingham, United Kingdom, November 14-16, 2024, CEUR-WS.org, online This volume represents the proceedings of the 7th International Conference on Informatics & Data-Driven Medicine, held in Bratislava, Slovakia, in November 2024. It comprises 31 contributed papers and 1 abstract hat were carefully peer-reviewed and selected from 82 submissions. Copyright © 2024 for the individual papers by the papers' authors. Copying is permitted only for private and academic purposes. This volume is published and copyrighted by its editors. Preface We are pleased to present you the proceedings of the 7th International Conference on Informatics & Data-Driven Medicine, held in Bratislava, Slovakia, on November 14- 16, 2024. The main aim of the IDDM conference is a discussion of the recent research results in all areas of Computer Sciences in Medicine, Medical Data Retrieval, Finding the Hidden Associations within the complete set of data, and Intelligent Systems Development. The Conference is soliciting literature review, survey, and research papers comments including, while not limited to, the following areas of interest: − Small Data Approaches in Medicine − Bioinformatics for Healthcare Applications − Analysis and Prediction for Covid'19 Data − Big Data and IoT in Medical Applications − Medical Image Processing − Deep Learning Models in Healthcare and Biomedicine − Machine Learning Approaches for Medicine − IT-enabled Healthcare Services − Complex Health Monitoring Systems The Conference joined scientists from Ukraine, United Kingdom, France, Czech Republic, Estonia, Algeria, Germany, Tunisia, Poland, Egypt, Lithuania, Slovakia, Romania and Nigeria. The language of the IDDM Conference is English. Due to the COVID'2019 pandemic, the IDDM conference took the form of an online presentation of peer-reviewed individual papers. The Organizing Committee received 82 submissions, 31 accepted for presentation as short and regular papers and 1 as an abstract. These papers were published in this volume of IDDM 2024 proceedings. The Conference would not have been possible without the support of many people. First, we would like to thank our partners: Eurizone project “Artificial Intelligence in medicine: Small Data approach” public organization "Ukrainian scientific and educational IT society". We want to thank the Program Chairs, organization staff, the members of the Technical Program Committees, and external reviewers for their excellent and tireless work. We sincerely wish that all attendees benefited scientifically from the Conference and wish them every success in their research. The humble wish of the conference organizers is that the professional dialogue among the researchers, scientists, engineers, and doctors continues beyond the event and that the friendships and collaborations forged will linger and prosper for many years to come. November 2024 Nataliia Shakhovska, Jianbo Jiao, Ivan Izonin, Stephane Chretien. Organizers University of Birmingham, Birmingham, United Kingdom https://www.birmingham.ac.uk/ Lviv Polytechnic National University, Ukraine http://www.lp.edu.ua/en Slovak University of Technology in Bratislava, Slovak Republic https://www.stuba.sk/english.html?page_id=1 32 University Lumière Lyon 2, France https://www.univ-lyon2.fr/ Polytechnic University of Valencia, Spain http://www.upv.es/en/ National University "Zaporizhzhia Polytechnic", Ukraine https://zp.edu.ua/ Linnaeus University, Sweden https://lnu.se/en/ State Institution «Kundiiev Institute of Occupational Health of the National Academy of Medical Sciences of Ukraine», Kyiv, Ukraine https://imtuik.org/ with the support of Eurizone project “Artificial Intelligence in Medicine: Small Data Approach (SmallAIM)” and Public organization "Ukrainian scientific and educational IT society." Programme Committee Chairs Nataliia Shakhovska, Lviv Polytechnic National University, Ukraine Jianbo Jiao, University of Birmingham, United Kingdom Stephane Chretien, Université Lumiere Lyon 2, France Programme Committee Members Addisson Salazar, Polytechnic University of Valencia, Spain Jaime Campos, Linnaeus University, Sweden Sergey Subbotin, National University "Zaporizhzhia Polytechnic", Ukraine Felix Albu, Valahia University of Targoviste, Romania Winfried Auzinger, Vienna University of Technology, Austria Yannick Estève, Avignon Université, France Paolo Barsocchi, ISTI - C.N.R., Italy Sergio Montenegro, Julius-Maximilians-Universitat Wurzburg, Germany Christine Strauss, University of Vienna, Austria Valentyna Chopyak, Danylo Halytsky Lviv State Medical University, Ukraine Hakan Kutucu, Karabuk University, Turkey Yevgeniy Bodyanskiy, Kharkiv National University of Radio Electronics, Ukraine Leszek Rutkowski AGH University of Science and Technology, Poland Larysa Zomchak, Ivan Franko National University of Lviv Sergii Babichev, Jan Evangelista Purkyně University in Ústí nad Labem, Chech Republic Roman Tkachenko, Lviv Polytechnic National University, Ukraine Zoran Čekerevac, University Union Nikola Tesla, Serbia Nataliia Melnykova, Lviv Polytechnic National University, Ukraine Roman Danel, University of South Bohemia in České Budějovice, Czech Republic Vitaliy Yakovyna, Lviv Polytechnic National University, Ukraine Mario F. Pavone, University of Catania, Italy Dmytro Chumachenko, National Aerospace University - "KhAI", Ukraine Mykola Dyvak, Ternopil National Economic University, Ukraine Volodymyr Lytvynenko, Kherson National Technical University, Ukraine Michal Řepka, University of South Bohemia in České Budějovice, Ostrava, Czech Republic Jacek Rogowski, Lodz University of Technology, Poland Iurii Krak, Taras Shevchenko National University of Kyiv, Ukraine Vitaly Levashenko, University of Zilina, Slovak Republic Ivanna Dronyuk, Jan Dlugosz University in Częstochowa, Poland Tetiana Hovorushchenko, Khmelnytskyi National University, Ukraine Smita Shandilya, Sagar Institute of Research and Technology, Bhopal, India Tetyana Chumachenko, Kharkiv National Medical University, Ukraine Shishir Kumar Shandilya, Vellore Institute of Technology, VIT Bhopal University, India Yuriy Syerov, Lviv Polytechnic National University, Ukraine Solomiia Fedushko, Lviv Polytechnic National University, Ukraine Viacheslav Kovtun, Vinnytsia National Technical University, Ukraine Krishna Kant Singh, KIET Group of Institutions, India Oleh Berezsky, West Ukrainian National University, Ukraine Michal Greguš, Comenius University in Bratislava, Slovakia Olga Kanishcheva, National Technical University "Kharkiv Polytechnic Institute", Ukraine Olga Cherednichenko, National Technical University "Kharkiv Polytechnic Institute", Ukraine Igor Korobiichuk, Warsaw University of Technology, Poland Violetta Demchenko, State Institution «Kundiiev Institute of Occupational Health of the National Academy of Medical Sciences of Ukraine» Additional Reviewers Myroslav Stupnytskyi Military medical clinical center of the Western region, Ukraine Viktor Khavalko Lviv Polytechnic National University, Ukraine Roman Kaminskyy Lviv Polytechnic National University, Ukraine Anatoliy Batyuk Lviv Polytechnic National University, Ukraine Oleh Pitsun West Ukrainian National University, Ukraine Grygoriy Melnyk West Ukrainian National University, Ukraine Mariia Rashkevych Lviv Polytechnic National University, Ukraine Rostyslav Kosarevych Lviv Polytechnic National University, Ukraine Organization Committee Chair Ivan Izonin, Lviv Polytechnic National University, Ukraine Organization Committee Members Nataliia Lotoshynska, Lviv Polytechnic National University, Ukraine Lesia Mochurad, Lviv Polytechnic National University, Ukraine Oleh Pitsun, West Ukrainian National University, Ukraine Volodymyr Shymanskyi, Lviv Polytechnic National University, Ukraine Khrystyna Zub, Lviv Polytechnic National University, Ukraine Yulianna Mochurad, Danylo Halytskyi Lviv National Medical University, Ukraine Dmytro Danylyuk, Danylo Halytsky Lviv Medical University, Ukraine Yaroslav Tolstyak, Danylo Halytsky Lviv Medical University, Ukraine Myroslav Havryliuk, Lviv Polytechnic National University, Ukraine Kyrylo Yemets, Lviv Polytechnic National University, Ukraine Olha Chala, Kharkiv National University of Radio Electronics, Kharkiv, Ukraine Roman Muzyka, Lviv Polytechnic National University, Ukraine