Author

Isabel Rosa

h-index 0 View on Semantic Scholar

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#explainable ai Review Open access Sep 2026

Large language models in healthcare: applications, evaluation frameworks, and governance pathways — a scoping review and multidimensional framework

Large language models (LLMs) are increasingly evaluated for healthcare applications spanning clinical documentation, decision support, patient communication, research assistance, and operational workflows. Despite rapid adoption interest, evidence remains heterogeneous and standardised approaches for evaluation and...

J. C. Ferreira, Isabel Rosa · Frontiers in Digital Health · 0 citations

Review Open access Aug 2026

Text2FHIRwallet: Automated Generation of FHIR Patient Summaries from Unstructured Cardiology Reports Using Fine-Tuned Portuguese Language Models—Development and Evaluation of a Health Professional Wallet

Text2FHIRwallet demonstrates that domain-specific fine-tuning of a Portuguese-language pretrained language model achieves near-ceiling clinical NER accuracy, enabling scalable, interoperable, and privacy-compliant patient summary generation from unstructured cardiology text, offering an end-to-end pathway for integrati...

João C. Ferreira, Isabel Rosa, Ricardo Correia · Applied Sciences · 0 citations