8 citations · 9 across the 5 of their papers we have counts for
6 papers
Generative AI use in Statistical Research: A Literature Review and Code Generation Case Study
Natalie Morosin, Adel Ahmadi Nadi, Michael P. Wallace
Generative artificial intelligence (GenAI) is a large language model (LLM) that has the ability to generate media based on user-provided prompts. Given the demonstrated capabilitie…
Estimating dynamic treatment regimes for ordinal outcomes with household interference: Application in household smoking cessation
Cong Jiang, Mary Thompson, Michael Wallace
The focus of precision medicine is on decision support, often in the form of dynamic treatment regimes (DTRs), which are sequences of decision rules. At each decision point, the de…
Doubly-Robust Dynamic Treatment Regimen Estimation for Binary Outcomes
Cong Jiang, Michael Wallace, Mary Thompson
In precision medicine, Dynamic Treatment Regimes (DTRs) are treatment protocols that adapt over time in response to a patient's observed characteristics. A DTR is a set of decision…
Generalizations to Corrections for the Effects of Measurement Error in Approximately Consistent Methodologies
Dylan Spicker, Michael P Wallace, Grace Y Yi
Measurement error is a pervasive issue which renders the results of an analysis unreliable. The measurement error literature contains numerous correction techniques, which can be b…
Measurement error and precision medicine: error-prone tailoring covariates in dynamic treatment regimes
Dylan Spicker, Michael Wallace
Precision medicine incorporates patient-level covariates to tailor treatment decisions, seeking to improve outcomes. In longitudinal studies with time-varying covariates and sequen…
Generalized G-estimation and Model Selection
M. P. Wallace, E. E. M. Moodie, D. A. Stephens
Dynamic treatment regimes (DTRs) aim to formalize personalized medicine by tailoring treatment decisions to individual patient characteristics. G-estimation for DTR identification…