Heilbroner et al. present LIFE, a self-supervised learning framework for imputing laboratory test values at any point in a patient’s journey using electronic health records. LIFE generally outperforms state-of-the-art baselines and enhances adverse event detection when tested on over 1 million oncology records.
- Samuel P. Heilbroner
- Curtis Carter
- Riccardo Miotto
