activity
20202024
most citedA Bayesian Multi-Layered Record Linkage Procedure to Analyze Functional Status of Medicare Patients with Traumatic Brain Injury

3 citations · 10 across the 6 of their papers we have counts for

collaborators

6 papers

stat.ME2024

Doubly protected estimation for survival outcomes utilizing external controls for randomized clinical trials

Chenyin Gao, Shu Yang, Mingyang Shan +3

Censored survival data are common in clinical trials, but small control groups can pose challenges, particularly in rare diseases or where balanced randomization is impractical. Re…

stat.ME2023

Real Effect or Bias? Best Practices for Evaluating the Robustness of Real-World Evidence through Quantitative Sensitivity Analysis for Unmeasured Confounding

Douglas Faries, Chenyin Gao, Xiang Zhang +7

The assumption of no unmeasured confounders is a critical but unverifiable assumption required for causal inference yet quantitative sensitivity analyses to assess robustness of re…

stat.ME2023★ 2 cited

Bayesian Record Linkage with Variables in One File

Gauri Kamat, Mingyang Shan, Roee Gutman

In many healthcare and social science applications, information about units is dispersed across multiple data files. Linking records across files is necessary to estimate the assoc…

stat.ME2023★ 3 cited

Sensitivity Analysis for Unmeasured Confounding in Medical Product Development and Evaluation Using Real World Evidence

Yixin Fang, Pallavi Mishra-Kalyani, Xiang Zhang +8

The American Statistical Association Biopharmaceutical Section (ASA BIOP) scientific working group on real-world evidence (RWE) has been making continuous, extended efforts towards…

stat.ME2023★ 2 cited

Improving randomized controlled trial analysis via data-adaptive borrowing

Chenyin Gao, Shu Yang, Mingyang Shan +3

In recent years, real-world external controls have grown in popularity as a tool to empower randomized placebo-controlled trials, particularly in rare diseases or cases where balan…

stat.ME2020★ 3 cited

A Bayesian Multi-Layered Record Linkage Procedure to Analyze Functional Status of Medicare Patients with Traumatic Brain Injury

Mingyang Shan, Kali Thomas, Roee Gutman

Understanding the association between injury severity and patients' potential for recovery is crucial to providing better care for patients with traumatic brain injury (TBI). Estim…