Showing 2025Show all
3 papers · 1 filter
stat.ME2025
A Bayesian Nonparametric Approach for Semi-Competing Risks with Application to Cardiovascular Health
Karina Gelis-Cadena, Michael Daniels, Juned Siddique
We address causal estimation in semi-competing risks settings, where a non-terminal event may be precluded by one or more terminal events. We define a principal-stratification caus…
stat.ME2025
Personalized feature threshold estimation in joint modelling of longitudinal and time-to-event data
Mirajul Islam, Michael J. Daniels, Juned Siddique
Cardiovascular disease (CVD) cohort studies collect longitudinal data on numerous CVD risk factors including body mass index (BMI), systolic blood pressure (SBP), diastolic blood p…
stat.ME2025
A Joint Model of Longitudinal CVD Risk Factors, Medication Use, and Time-to-Terminal Events
Zeynab Aghabazaz, Michael J Daniels, Donald M Lloyd-Jones +1
We introduce a novel Bayesian approach for jointly modeling longitudinal cardiovascular disease (CVD) risk factor trajectories, medication use, and time-to-events. Our methodology…