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From Hazard Functions to Language Space: Cox-Supervised Distillation of Survival Risk into a Large Language Model
Nicholas I-Hsien Kuo, Blanca Gallego, Louisa Jorm
We investigate whether information about time-to-event risk estimated by a Cox proportional hazards model can be transferred into a generative large language model. We propose a te…
Synthetic but Not Realistic: The Evaluation Challenge in Generative Modelling for Structured Electronic Medical Records
Nicholas I-Hsien Kuo, Blanca Gallego, Louisa Jorm
Synthetic healthcare data are widely proposed as privacy-preserving substitutes for real patient data, yet their evaluation remains dominated by statistical similarity and predicti…
PRIME-CVD: A Parametrically Rendered Informatics Medical Environment for Education in Cardiovascular Risk Modelling
Nicholas I-Hsien Kuo, Marzia Hoque Tania, Blanca Gallego +1
In recent years, progress in medical informatics and machine learning has been accelerated by the availability of openly accessible benchmark datasets. However, patient-level elect…