Nataliya Shakhovska, Stephane Chretien, Ivan Izonin, Jaime Campos. (Eds.) Proceedings of the 5th International Conference on Informatics & Data-Driven Medicine (IDDM 2022) Lyon, France November, 2022 Shakhovska N., Chretien S., Izonin I., Campos J. (Eds.): The 5th International Conference on Informatics & Data-Driven Medicine (IDDM 2022), Lyon, France, November 18-20, 2022, CEUR-WS.org, online This volume represents the proceedings of the 5th International Conference on Informatics & Data-Driven Medicine, held in Lyon, France, in November 2021. It comprises 27 contributed papers and 1 abstract that were carefully peer-reviewed and selected from 99 submissions. Copyright © 2022 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 5th International Conference on Informatics & Data-Driven Medicine, held in Lyon, France, on November 18-20, 2022. 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:  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  Small Data Approaches in Medicine  The Conference joined scientists from Ukraine, Estonia, United Kingdom, Germany, Poland, Brazil, Sweden, India, Romania, Algeria, Austria, Finland, Algeria. 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 99 submissions (and 1 abstract), 27 accepted (and 1 abstract) for presentation as short and regular papers. These papers were published in this volume of IDDM 2022 proceedings. The Conference would not have been possible without the support of many people. First, we would like to thank our partners: iCare4Next project, public organization "Ukrainian scientific and educational IT society", and the Krzysztof Skubiszewski Foundation 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 2022 Nataliya Shakhovska, Stephane Chretien, Ivan Izonin, Jaime Campos. Short IDDM history In 2018, the Department of Artificial Intelligence and the Department of Publishing Information Technologies of Lviv Polytechnic National University organized and successfully conducted an International Workshop on Informatics & Data-Driven Medicine for the first time. The founder team consists of Prof. Nataliia Shakhovska, Dr. Ivan Izonin, Dr. Solomiia Fedushko, and Dr. Nataliia Melnykova. In 2018 and 2019, this Workshop was held in Lviv, Ukraine. The considered up-to-date tasks, the high quality of the submitted materials, and the capable organization of IDDM Workshops ensured its recognition by such scientometric databases Scopus, Web of Science, and dblp. In addition, the Workshop's success got the possibility to publish its materials on a free open-access publication service at Sun SITE Central Europe, CEUR-WS.org. It allowed making future events free of charge for both speakers and listeners. IDDM-2018 became the first in the Ukraine Workshop indexed by the three of the top scientometric databases. During these years, the Workshop was supported by the newly established Ukrainian Regional Chapter of an International Neural Network Society and public organization, "Ukrainian Scientific IT Society." Moreover, large IT companies SoftServe, Sigma Software, and Global Logic also supported these Workshops. The topical issues in Informatics and Medicine areas discussed at the first two Workshops, grown into interest inside the science world. Therefore, it caused an increase in the number of new submissions for the following years. The Program Committee decided to reclassify the event into a Conference in 2020. The Conference IDDM-2020 was organized and successfully held in Sweden to engage academics, scientists, and practitioners worldwide. Our partners from Linnaeus University provided all the necessary conditions for the Conference at a high level. The Ranking Advisory Committee of the Computing Research and Education Association of Australasia (CORE Inc.) evaluated three previous events and awarded the IDDM Conference a category C. IDDM-2021 became the first Conference in Ukraine to receive such a high rating from CORE. The conference IDDM-2021 was organized in Valencia, Spain, with our Polytechnic University of Valencia partners. November 2022 Nataliya Shakhovska, Stephane Chretien, Ivan Izonin, Jaime Campos. Organizers University Lumière Lyon 2, France https://www.univ-lyon2.fr/ Lviv Polytechnic National University, Ukraine http://www.lp.edu.ua/en 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/ with the support of The iCare4Next Project https://lpnu.ua/en/icare4nextg/about-project Public organization "Ukrainian scientific and educational IT society." The Krzysztof Skubiszewski Foundation Programme Committee Chairs Nataliya Shakhovska Lviv Polytechnic National University, Ukraine Stephane Chretien Université Lumiere Lyon 2, France Programme Committee Members Addisson Salazar, Polytechnic University of Valencia, Spain 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 Sergey Subbotin, National University "Zaporizhzhia Polytechnic", Ukraine Akash Kumar Bhoi, Sikkim Manipal Institute of Technology, Sikkim Manipal University, Majitar, Sikkim, India 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 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 Thierry Edoh, University of Bonn, Technical University of Münich, Germany 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 Dheva Rajan, Al Musanna College of Technology, Oman Anoop Kumar Sahu, Madanapalle Institute of Technology and Science, India Artem Chernodub, Ukrainian Catholic University, Ukraine Ivanna Dronyuk, Lviv Polytechnic National University, Ukraine 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 Ahmed A. Elngar, Beni-Suef University, Egypt 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 Anoop Kumar Sahu, Madanapalle Institute of Technology and Science, India Additional Reviewers Myroslav Stupnytskyi Military medical clinical center of the Western region, Ukraine Viktor Khavalko Lviv Polytechnic National University, Ukraine Jinhang Jiang Walmart Global Tech, USA Mei Feng Integrated Sciences Team at DMPK-BA Department, USA Roman Kaminskyy Lviv Polytechnic National University, Ukraine Anatoliy Batyuk Lviv Polytechnic National University, Ukraine Serhii Leoshchenko Zaporizhzhia 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 Khrystyna Zub Lviv Polytechnic National University, Ukraine Dmytro Danylyuk Danylo Halytsky Lviv National Medical University, Ukraine Kateryna Melnykova Lviv emergency hospital, Ukraine Yaroslav Tolstyak Lviv Polytechnic National University, Ukraine Myroslav Havryliuk Danylo Halytsky Lviv State Medical University, Ukraine Kyrylo Yemets Lviv Polytechnic National University, Ukraine