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Frances Dean

PhD Student · CPH

Frances Dean

Joint with Ziad Obermeyer

Publications

Causal Effect Estimation with Learned Instrument Representations
Frances Dean*, Jenna Fields*, R. Bhalerao, Marie-Laure Charpignon, Ahmed Alaa (*Co-first authors)
arXiv preprint · 2026
Artificial Intelligence Surrogate Models to Predict Long-Term Cardiovascular Effects of Immune Checkpoint Inhibitor Therapies Using Electrocardiograms
Frances Dean, J. Barrios, G. Tison, J.J. Moslehi, Ahmed Alaa
Journal of Clinical Oncology · 2026 · Abstract
Position: Medical Large Language Model Benchmarks Should Prioritize Construct Validity
Ahmed Alaa, Thomas Hartvigsen, Niloufar Golchini, Shiladitya Dutta, Frances Dean, Inioluwa Deborah Raji, Travis Zack
ICML 2025 · Oral Presentation
Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning
Keying Kuang, Frances Dean, Jack B. Jedlicki, David Ouyang, Anthony Philippakis†, David Sontag†, Ahmed Alaa(†Co-senior authors)
NeurIPS · 2024