Publications of Luc Builtjes

2026

Papers in international journals

1. A. Schipper, P. Belgers, R. O'Connor, L. van de Wouw, L. Builtjes, J.S. Bosma, R. Kusters, S. Kurstjens, M. Rutten and B. van Ginneken, "Large Language Model Automated Extraction of Clinical Signs and Symptoms From Emergency Department Reports for Machine Learning Prediction Models: Development and Validation Study", JMIR Medical Informatics, 2026;14:e81500-e81500.
   Abstract DOI

Preprints

1. M. Stegeman, L. Philipp, F. van der Graaf, M. D'Amato, C. Grisi, L. Builtjes, J.S. Bosma, J. Lefkes, R. Weber, J. Meakin, T. Koopman, A. Mickan, M. Prokop, E. Smit, G. Litjens, J. van der Laak, B. van Ginneken, M. de Rooij, H. Huisman, C. Jacobs, F. Ciompi and A. Hering, "Designing UNICORN: a Unified Benchmark for Imaging in Computational Pathology, Radiology, and Natural Language", arXiv:2603.02790, 2026.
   Abstract DOI arXiv

Papers in conference proceedings

1. L. Builtjes and A. Hering, "Tracking Cancer Through Text: Longitudinal Extraction from Radiology Reports using Open-source Large Language Models", Bildverarbeitung für die Medizin 2026, 2026:381-386.
   Abstract DOI

2025

Papers in international journals

1. J.S. Bosma, L. Builtjes, A. Saha, J. Twilt, M. Tsiknakis, K. Marias, D. Regge, N. Papanikolaou, I. Schoots, J. Veltman, M. Elschot, D. Yakar, N. Obuchowski, M. Heinrich, A. Hering, M. de Rooij and H. Huisman, "Scalable Clinical Annotation with Location Evidence (SCALE)", Computers in Biology and Medicine, 2025;199:111321.
   DOI PMID
2. L. Builtjes, J. Bosma, M. Prokop, B. van Ginneken and A. Hering, "Leveraging open-source large language models for clinical information extraction in resource-constrained settings", JAMIA Open, 2025;8.
   Abstract DOI PMID
3. J.S. Bosma, K. Dercksen, L. Builtjes, R. André, C. Roest, S. Fransen, C. Noordman, M. Navarro-Padilla, J. Lefkes, N. Alves, M. de Grauw, L. van Eekelen, J. Spronck, M. Schuurmans, B. de Wilde, W. Hendrix, W. Aswolinskiy, A. Saha, J. Twilt, D. Geijs, J. Veltman, D. Yakar, M. de Rooij, F. Ciompi, A. Hering, J. Geerdink, H. Huisman, O. behalf of the consortium, M. de Grauw, L. van Eekelen, B. de Wilde, Q. van Lohuizen, M. Stegeman, K. Rutten, I. Smit, G. Stultiens, C. Overduin, M. Rutten, E. Scholten, R. van der Post, K. Grünberg, S. Vos, E. Taken, I. Nagtegaal, A. Mickan, M. Groeneveld, P. Gerke, J. Meakin, M. Looijen-Salamon, T. de Haas, F. Hoitsma, M. D'Amato and M. de Rooij, "The DRAGON benchmark for clinical NLP", npj Digital Medicine, 2025;8.
   Abstract DOI PMID

2024

Papers in conference proceedings

1. L. Builtjes, M. Brink, B. van Ginneken and A. Hering, "Evaluating ChatGPT's Performance in Generating and Assessing Dutch Radiology Report Impressions", Medical Imaging with Deep Learning, 2024.
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