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

3 citations · 3 across the 2 of their papers we have counts for

collaborators

6 papers

stat.CO2020

A Bayesian Approach to Linking Data Without Unique Identifiers

Edwin Farley, Roee Gutman

Existing file linkage methods may produce sub-optimal results because they consider neither the interactions between different pairs of matched records nor relationships between va…

stat.ME20203 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…

stat.ME2020

Approximate Bayesian Bootstrap Procedures to Estimate Multilevel Treatment Effects in Observational Studies with Application to Type 2 Diabetes Treatment Regimens

Anthony D. Scotina, Andrew R. Zullo, Robert J. Smith +1

Randomized clinical trials are considered the gold standard for estimating causal effects. Nevertheless, in studies that are aimed at examining adverse effects of interventions, su…

stat.ME2018

Matching Algorithms for Causal Inference with Multiple Treatments

Anthony D. Scotina, Roee Gutman

Randomized clinical trials (RCTs) are ideal for estimating causal effects, because the distributions of background covariates are similar in expectation across treatment groups. Wh…

stat.ME2018

Matching Estimators for Causal Effects of Multiple Treatments

Anthony D. Scotina, Francesca L. Beaudoin, Roee Gutman

Matching estimators for average treatment effects are widely used in the binary treatment setting, in which missing potential outcomes are imputed as the average of observed outcom…

stat.ME2018

Development of a Common Patient Assessment Scale across the Continuum of Care: A Nested Multiple Imputation Approach

Chenyang Gu, Roee Gutman

Evaluating and tracking patients' functional status through the post-acute care continuum requires a common instrument. However, different post-acute service providers such as nurs…