Studies in health technology and informatics
May 21, 2026
We used medium-sized LLMs to extract medication data from German discharge letters into the OMOP CDM, achieving >85% accuracy and >75% F1-score, demonstrating the feasibility of OMOP extraction with medium-sized models. read more
Studies in health technology and informatics
May 21, 2026
We introduce the FedDRAGON challenge, a federated learning benchmark for clinical natural language processing. The challenge includes 12 information extraction tasks where data is extracted from clinical reports from 4 Dutch care centers. Baseline re... read more
Studies in health technology and informatics
May 21, 2026
Clinical documentation is vital for continuity of care but increasingly burdensome due to administrative demands. This study applies a co-design approach grounded in human-centered AI principles to inform AI-supported documentation system for rehabil... read more
Studies in health technology and informatics
May 21, 2026
We evaluated six medium-sized generative models (Autoregressive Transformers and a Diffusion Language Model) on automated veterinary ICD-11 coding. Gemma 3n consistently outperformed the others, demonstrating the highest reliability across all metric... read more
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
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