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20212025
most citedA causal approach to functional mediation analysis with application to a smoking cessation intervention

5 citations · 8 across the 5 of their papers we have counts for

collaborators

6 papers

stat.ME2025

Constructing Evidence-Based Tailoring Variables for Adaptive Interventions

John J. Dziak, Inbal Nahum-Shani

Background: Adaptive interventions provide a guide for using ongoing information about individuals to decide whether and how to modify the type, amount, delivery modality, or timin…

stat.ME2023★ 1 cited

Design of Experiments with Sequential Randomizations on Multiple Timescales: The Hybrid Experimental Design

Inbal Nahum-Shani, John J. Dziak, Hanna Venera +3

Psychological interventions, especially those leveraging mobile and wireless technologies, often include multiple components that are delivered and adapted on multiple timescales (…

stat.ME2021★ 5 cited

A causal approach to functional mediation analysis with application to a smoking cessation intervention

Donna L. Coffman, John J. Dziak, Kaylee Litson +3

The increase in the use of mobile and wearable devices now allows dense assessment of mediating processes over time. For example, a pharmacological intervention may have an effect…

stat.ME2021

SMART Binary: Sample Size Calculation for Comparing Adaptive Interventions in SMART studies with Longitudinal Binary Outcomes

John J. Dziak, Daniel Almirall, Walter Dempsey +2

Sequential Multiple-Assignment Randomized Trials (SMARTs) play an increasingly important role in psychological and behavioral health research. This experimental approach enables re…

stat.ME2021

Sample size estimation for comparing dynamic treatment regimens in a SMART: a Monte Carlo-based approach and case study with longitudinal overdispersed count outcomes

Jamie Yap, John J. Dziak, Raju Maiti +4

Dynamic treatment regimens (DTRs), also known as treatment algorithms or adaptive interventions, play an increasingly important role in many health domains. DTRs are motivated to a…

q-bio.QM2021★ 2 cited

Pathogenesis, Symptomatology, and Transmission of SARS-CoV-2 through Analysis of Viral Genomics and Structure

Halie M. Rando, Adam L. MacLean, Alexandra J. Lee +31

The novel coronavirus SARS-CoV-2, which emerged in late 2019, has since spread around the world and infected hundreds of millions of people with coronavirus disease 2019 (COVID-19)…