AIMC Topic: Medical Informatics
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Integrating an AI platform into clinical IT: BPMN processes for clinical AI model development.
BMC medical informatics and decision making
Jul 2, 2025
BACKGROUND: There has been a resurgence of Artificial Intelligence (AI) on a global scale in recent times, resulting in the development of cutting-edge AI solutions within hospitals. However, this has also led to the creation of isolated AI solutions...
Leveraging Hospital Information Data for Effective Antibiotic Stewardship.
Journal of Korean medical science
May 26, 2025
Clinical informatics has emerged as a valuable approach to enhance antimicrobial stewardship programs in healthcare settings. By integrating information technology with healthcare services, hospitals can systematically collect, store, and utilize med...
Anomaly Detection in Electronic Health Records Across Hospital Networks: Integrating Machine Learning With Graph Algorithms.
IEEE journal of biomedical and health informatics
May 6, 2025
In a large hospital system, a network of hospitals relies on electronic health records (EHRs) to make informed decisions regarding their patients in various clinical domains. Consequently, the dependability of the health information technology (HIT) ...
Enhancing medical text classification with GAN-based data augmentation and multi-task learning in BERT.
Scientific reports
Apr 22, 2025
With the rapid advancement of medical informatics, the accumulation of electronic medical records and clinical diagnostic data provides unprecedented opportunities for intelligent medical text classification. However, challenges such as class imbalan...
From Silos to Synthesis: A comprehensive review of domain adaptation strategies for multi-source data integration in healthcare.
Computers in biology and medicine
Apr 9, 2025
BACKGROUND: The integration of data from diverse sources is not only crucial for addressing data scarcity in health informatics but also enables the use of complementary information from multiple datasets. However, the isolated nature of data collect...
Knowledge Representation and Management: 2023 Highlights and the Rise of Knowledge Graph Embeddings.
Yearbook of medical informatics
Apr 8, 2025
OBJECTIVES: We aim to identify, select, and summarize the best papers published in 2023 for the Knowledge Representation and Management (KRM) section of the International Medical Informatics Association (IMIA) Yearbook.
Advancing Clinical Information Systems: Harnessing Telemedicine, Data Science, and AI for Enhanced and More Precise Healthcare Delivery.
Yearbook of medical informatics
Apr 8, 2025
OBJECTIVE: In this synopsis, the editors of the Clinical Information Systems (CIS) section of the IMIA Yearbook of Medical Informatics overview recent research and propose a selection of best papers published in 2023 in the CIS field.
Cancer Informatics: Novel Methods and Applications of Artificial Intelligence in Cancer Care Delivery.
Yearbook of medical informatics
Apr 8, 2025
OBJECTIVES: To summarize significant research contributions on cancer informatics published in 2023, an extensive search using PubMed/MEDLINE was conducted to identify the scientific contributions published in 2023 that address topics in cancer. The ...
Enhancing data quality in medical concept normalization through large language models.
Journal of biomedical informatics
Apr 1, 2025
OBJECTIVE: Medical concept normalization (MCN) aims to map informal medical terms to formal medical concepts, a critical task in building machine learning systems for medical applications. However, most existing studies on MCN primarily focus on mode...
Emerging Models of Care Using IT in Long-Term/Post-Acute Care: A Comparative Analysis of Human and AI-Driven Qualitative Insights.
Journal of gerontological nursing
Apr 1, 2025
PURPOSE: As the global population ages, long-term/post-acute care (LTPAC) systems face challenges in ensuring quality care for older adults with complex medical needs. Using health information technology (IT) is a promising strategy to address these ...
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