Studies in health technology and informatics
May 21, 2026
Extracting clinically useful information from free-text notes remains challenging due to their unstructured nature, while medical coding is still only partially automated. We present a two-stage pipeline for linking spans in clinical notes to Systema... read more
Studies in health technology and informatics
May 21, 2026
Paper-based case report forms remain common in clinical trials, often requiring manual transcription into electronic systems. Automating this process could reduce workload and errors, but standard approaches for text or mark recognition are limited b... read more
Studies in health technology and informatics
May 21, 2026
Dutch general practice is under increasing pressure from workforce shortages and administrative workload. Generative artificial intelligence (GenAI) is being promoted as a potential way to support documentation, communication, and clinical reasoning,... read more
Studies in health technology and informatics
May 21, 2026
The integration of Generative Artificial Intelligence (GenAI) into eHealth represents a transformative shift in the design, development, and deployment of digital health solutions. GenAI is reshaping healthcare by enabling personalized care, automati... read more
Studies in health technology and informatics
May 21, 2026
We introduce CACRC-Pan, a corpus of case reports for six rare pancreatic diseases (AIP1-2, CF, HCP, PS and SDS) annotated at two concept levels: token-level symptom labels (HPO-coded spans) and document-level disease labels. This dual annotation enab... read more
Studies in health technology and informatics
May 21, 2026
Large language models (LLMs) are increasingly used in healthcare, yet standardised benchmarks for evaluating guideline-based clinical reasoning are missing. This study introduces a validated dataset derived from the UK's National Institute for Health... read more
Studies in health technology and informatics
May 21, 2026
While Large Language Models (LLMs) hold great potential for clinical applications, their use is limited by concerns regarding data privacy, high computational demand, and the risk of hallucinations. Small Language Models (SLMs) are a promising soluti... read more
Studies in health technology and informatics
May 21, 2026
Clinical narratives contain rich, detailed information that is essential for medical research but often locked behind privacy constraints due to the presence of personally identifiable information. To enable secondary use while protecting patient con... read more
Studies in health technology and informatics
May 21, 2026
This study presents OpenExtract, an open-source pipeline for automated data extraction in large-scale systematic literature reviews. The pipeline queries large language models (LLMs) to predict data entries based on relevant sections of scientific ar... read more
Studies in health technology and informatics
May 21, 2026
Data-driven such as machine learning models in rare disease research faces a significant challenge: scarce data cause performance degradation and unstable explanations that undermine clinical trust. This study investigated whether synthetic data augm... read more
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