Elsevier Data Science Health Sciences at TREC 2022 Clinical Trials: Exploring Transformer Embeddings for Clinical Trial Retrieval. - Drahomira Herrmannova; Sharvari Jadhav; Harsh Sindhwa; Hina Nazir; Elia Lima-Walton (TREC, 2022)

Attention Mechanisms in Clinical Text Classification: A Comparative Evaluation. - Christoph S. Metzner; Shang Gao 008; Drahomira Herrmannova; Elia Lima-Walton; Heidi A. Hanson (IEEE J. Biomed. Health Informatics, 2024)

Large language models versus static word embeddings to predict Acute Kidney Injury in the Intensive Care Unit: Does context matter? - Rick van Slobbe; Drahomira Herrmannova; Elia Lima-Walton; Ameen Abu-Hanna; Iacopo Vagliano (SLM4Health@AIME, 2025)

Multimodal convolutional neural networks for the prediction of acute kidney injury in the intensive care. - Rick van Slobbe; Drahomira Herrmannova; Dijs Johan Boeke; Elia Lima-Walton; Ameen Abu-Hanna; Iacopo Vagliano (Int. J. Medical Informatics, 2025)