Platform for Medical Data Processing and Treatment Plan Management
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Дата
2025
Автори
Науковий керівник
Назва журналу
Номер ISSN
Назва тому
Видавець
Igor Sikorsky Kyiv Polytechnic Institute
Анотація
Master’s thesis: 122 pages, 2 figures, 2 tables, 70 references, 2 appendices.
The object of research is the processes of medical data processing,
integration, and management in modern healthcare information systems using
artificial intelligence technologies.
The subject of research is architectural, algorithmic, and software methods
for developing medical platforms for medical data processing, medical image
analysis, treatment plan formation and management, as well as quality assurance
and validation of AI components.
The purpose of the research is to develop and study a platform for medical
data processing and treatment plan management with integrated artificial
intelligence and Explainable AI modules, ensuring reliability, interpretability of
results, and data quality control.
The relevance of the research is driven by the rapid digital transformation of
healthcare and the increasing volume of medical data, particularly medical images,
which require automated, reliable, and interpretable processing. At the same time,
significant challenges remain related to data integration, data quality, AI result
validation, and compliance with regulatory requirements.
The scientific novelty of the research consists in: (1) a systematic approach
to the design of a medical platform covering the full medical data lifecycle; (2)
integration of AI-based medical image analysis with Explainable AI mechanisms
to improve transparency and trust in the results; (3) formalization of quality
control and validation points at different levels of the system architecture.
The practical value of the research lies in the developed prototype of a
medical platform that can be used for medical data processing, ophthalmological
image analysis, and support of treatment plan management processes. The
proposed architecture provides modularity, scalability, compliance with medical
data standards, and the ability to integrate with existing healthcare information
systems.
Опис
Ключові слова
medical data, digital healthcare, healthcare information systems, artificial intelligence, medical image processing, explainable ai, treatment plan management, data quality, software testing, медичні дані, цифрова медицина, інформаційні системи охорони здоров’я, штучний інтелект, обробка медичних зображень, Explainable AI, управління планами лікування, якість даних, тестування програмного забезпечення
Бібліографічний опис
Damaskina, O. I. Platform for Medical Data Processing and Treatment Plan Management : Master’s Thesis : 122 Computer Sciences / Damaskina Olena Ihorivna. – Kyiv, 2025. – 119 p.