health-literacy

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#health-literacy

Improving Health Literacy through Lay Summarization of Radiological Reports: An Evaluation of BioNER and Retrieval-Augmented Generation

arXiv cs.CL · yesterday Cached

This study evaluates the use of Retrieval-Augmented Generation (RAG) and Named Entity Recognition (NER) to improve automated lay summaries of radiological reports, finding that NER enhances readability and quality, while RAG has variable effects depending on fine-tuning.

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#health-literacy

Structured Disagreement in Health-Literacy Annotation: Epistemic Stability, Conceptual Difficulty, and Agreement-Stratified Inference

arXiv cs.CL · 2026-04-23 Cached

A large-scale study of graded health-literacy annotations on 6,323 COVID-19 responses shows that disagreement is driven more by task conceptual difficulty than annotator identity, advocating perspectivist modeling for valid inference.

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#health-literacy

Improving health literacy and patient well-being

OpenAI Blog · 2024-03-06 Cached

Lifespan health system used GPT-4 to simplify surgical consent forms from three pages to one page at a 6th grade reading level, improving patient understanding and physician adoption. The initiative, deployed in September 2023, has received positive feedback from both patients and clinicians.

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