Studies in health technology and informatics
May 21, 2026
CPGs (Clinical Practice Guidelines) contain the best care practices for clinicians to use and are created in many formats. The development of LLMs (Large Language Models) has led to their use in extracting or adapting CPG content to improve the ease ... read more
Studies in health technology and informatics
May 21, 2026
Electronic Health Records are a central source of healthcare data, containing structured data alongside unstructured clinical texts. The latter capture detailed reasoning, observations, treatment plans and clinical evolutions, which are crucial for p... read more
Studies in health technology and informatics
May 21, 2026
The interpretative framework was used to explore how healthcare professionals (HCPs), artificial intelligence (AI), and researchers construct and negotiate meaning, trust, and authority in critical, highly ethical medical contexts. This case study ai... read more
Studies in health technology and informatics
May 21, 2026
Embedding-based approaches integrate clinical notes into sepsis prediction models but produce uninterpretable representations, obscuring which clinical findings drive predictions, and limiting both trust and regulatory acceptance. We compared three f... read more
Studies in health technology and informatics
May 21, 2026
Automatically assigning ICD-10 diagnosis codes from discharge summaries is a central multi-label task in clinical NLP, yet widely used benchmarks such as MIMIC contain substantial label noise: many charted codes are not text-grounded in the note or a... read more
Studies in health technology and informatics
May 21, 2026
Biomedical Entity Linking (BEL) is essential for structuring knowledge from biomedical texts, yet global evaluation metrics often obscure systematic model weaknesses. We propose a fine-grained evaluation framework that analyzes performance across int... read more
Studies in health technology and informatics
May 21, 2026
For automated documentation systems to be meaningful in pediatric rehabilitation, they must accurately capture and summarize information about a child's or youth's involvement in daily life activities. We present attention-ASP, a neuro-symbolic frame... read more
Studies in health technology and informatics
May 21, 2026
Loneliness is clinically important but under-documented in electronic health records (EHRs), posing challenges for secondary use and computational phenotyping. This study evaluated whether natural language processing (NLP) methods can detect and clas... read more
Studies in health technology and informatics
May 21, 2026
Multimodal large language models (LLMs) are increasingly applied in radiology, but the effect of reasoning capabilities across text- and image-based tasks remains unclear. We evaluated four multimodal LLMs-two non-reasoning (ChatGPT-4, Gemini 1.5 Pro... read more
Studies in health technology and informatics
May 21, 2026
Timely discharge prediction is important for surgical unit operations. Using 3,928 postoperative patient notes (32.2% positive), we compared TF-IDF models, sentence embeddings, and LoRA-fine-tuned small language models (SLMs). TF-IDF with LightGBM pe... read more
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