Studies in health technology and informatics
May 21, 2026
Emergency department problem lists remain unstructured despite documenting major medical problems. We developed an information extraction pipeline for constructing ED knowledge graphs, comparing three normalization strategies and five LLMs on 250 ann... read more
Studies in health technology and informatics
May 21, 2026
Healthcare sectors generate large volumes of unstructured text, yet mature clinical NLP is lacking for low-resource languages. This project targets Estonian, a morphologically rich, low-resource language, and outlines an end-to-end pipeline that conv... read more
Studies in health technology and informatics
May 21, 2026
Generative LLMS have become ubiquitous across various fields, including healthcare and medicine. Consequently, there is growing interest in leveraging LLMs for medical applications, leading to the daily emergence of novel models. To identify gaps in ... read more
Studies in health technology and informatics
May 21, 2026
Our goal in this review is to map how voice diaries are used as digital biomarkers, summarize computational pipelines, and identify methodological gaps. Seven databases were searched using the Population-Concept-Context framework. 10/41 records met i... read more
Studies in health technology and informatics
May 21, 2026
We present a novel lightweight top-level ontology (TLO) 'GFO-light', which has been designed for ease of use by non-ontologists. While most TLOs come with rich, complex axiomatizations and terminologies that include a lot of philosophical jargon, lig... read more
Studies in health technology and informatics
May 21, 2026
The objective is to create a standardized, harmonized information model for clinical documents based on the HL7 FHIR specification. The connection between unstructured data and its metadata facilitates internal organization and external access for sc... read more
Studies in health technology and informatics
May 21, 2026
A semantic framework for manual annotation of clinical narratives using SNOMED CT and FHIR has been created. To test the guideline, two medical annotators independently annotated 20 selected diverse clinical text fragments. Quantitatively, we detect ... read more
Studies in health technology and informatics
May 21, 2026
Semantic annotation of study metadata elements with concept codes from medical terminologies is essential in order to make biomedical data FAIR (Findable, Accessible, Interoperable, and Reusable) and to enable cross-border data exchange as envisioned... read more
Studies in health technology and informatics
May 21, 2026
To explore the potential of ontologies in improving adverse event identification, we developed ontology-aligned representations of adverse events extracted from electronic health records (EHRs) of fifty patients participating in a multiple myeloma tr... read more
Studies in health technology and informatics
May 21, 2026
INTRODUCTION: Semantic standardization is essential, but not sufficient, to enable research over real-world data networks. Even when harmonized, differences in data availability, granularity, and clinical practice can introduce subtle biases that aff... read more
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