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cs.LG2025
Prediction of Survival Outcomes under Clinical Presence Shift: A Joint Neural Network Architecture
Vincent Jeanselme, Glen Martin, Matthew Sperrin +3
Electronic health records arise from the complex interaction between patients and the healthcare system. This observation process of interactions, referred to as clinical presence,…
stat.ME2025
Compatibility of Missing Data Handling Methods across the Stages of Producing Clinical Prediction Models
Antonia Tsvetanova, Matthew Sperrin, David A. Jenkins +7
Missing data is a challenge when developing, validating and deploying clinical prediction models (CPMs). Traditionally, decisions concerning missing data handling during CPM develo…