Bayesian & Survival Methods -- ICHPS 2027

On the Shoulders of Giants: Building Evidence-Based Prior Distributions for Policy Evaluations

Lauren Forrow (Mathematica Policy Research)

Bayesian methods; prior distributions; policy evaluation

Yanxi Liu (Johns Hopkins University)

Co-authors: Martin Lindquist (Johns Hopkins University)

Chronic Pain Beta-Binomial Zero Inflation Bayesian Ecological Momentary Assessment Random Effects Longitudinal Model Autocorrelation Dynamic Prediction

A Discrete-Time Survival Model for Hierarchically Dependent Interval-Censored Covariates with Misreporting

Jianxuan Zang (Duke University)

Co-authors: Avi Kenny (Duke University), Stephen Olivier (Africa Health Research Institute), Mark Siedner (Africa Health Research Institute)

Discrete-time survival model Interval-censored covariates HIV cohort Antiretroviral therapy

Bayesian Evidence Synthesis Using Multilevel Regression and Poststratification for State-Level Healthcare Quality Estimation

Jonathan Gellar (Mathematica Policy Research)

Bayesian evidence synthesis multilevel regression with poststratification MRP

Bayesian hierarchical bootstrap framework for causal subgroup estimation with a time-to-event outcome

Mengyao Shi (University of Toronto)

Co-authors: Mark Deneau (University of Utah and Intermountain Healthcare Primary Children's Hospital), Kuan Liu (University of Toronto), Amanda Ricciuto (University of Toronto)

time-to-event data heterogeneous treatment effect informative censoring causal inference non-parametric Bayesian estimation Bayesian additive regression trees

External Risk Prediction Informed Bayesian Survival Analysis

Hang Kim (University of Cincinnati)

Co-authors: Susan Halabi (Duke University), Yunxiang Huang (Chinese Academy of Sciences), Yena Jeon (University of California, San Francisco), Mi-Ok Kim (University of California, San Francisco)

data integration external risk informed prior Halabi’s calculator PREVAIL calculator

Bayesian & Survival Methods

6 Abstracts