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Application of randomization techniques for balancing site covariates in the adult day service plus pragmatic cluster-randomized trial
Journal article   Open access   Peer reviewed

Application of randomization techniques for balancing site covariates in the adult day service plus pragmatic cluster-randomized trial

David L. Roth, Jin Huang, Laura N. Gitlin and Joseph E. Gaugler
Contemporary clinical trials communications, v 19, 100628
Sep 2020
PMID: 32838052
url
https://doi.org/10.1016/j.conctc.2020.100628View
Published, Version of Record (VoR)CC BY-NC-ND V4.0 Open

Abstract

Cluster-randomized trials Covariate-constrained randomization Family caregiving Half-normal distribution Pragmatic trials Re-Randomization
Cluster-randomized trials (CRTs) are increasingly common in pragmatic trials of interventions for older adults, where staff of existing clinics or service agencies deliver interventions. The Adult Day Service (ADS) Plus intervention is delivered by trained staff at adult day service facilities to assist older adults with cognitive impairments and their family caregivers. Because sizable imbalances on important site characteristics might emerge from a simple randomization, we implemented a 3-stage constrained randomization approach to limit imbalance between intervention and usual care control conditions on 5 site characteristics: capacity; % of minority clients; % of clients with dementia; urban, rural or suburban location; and private or public ownership. In stage 1, the Balance Match Weighted (BMW) re-randomization procedure was used to assign 30 sites to ADS Plus or control arms based on the best randomization out of 20 total randomizations for minimizing site imbalance. In stage 2, propensity scores from the BMW logistic regression analysis for reserve sites were used to determine substitutions for randomized sites that opted out of the CRT prior to implementation. In stage 3, a minimization approach was used to add 20 more sites to the trial. A standardized metric based on the half-normal distribution of the absolute value of mean differences was used to assess site imbalance. After stage 3, the remaining imbalance for the 49 enrolled sites was reduced by 75% from what would have been expected from a simple randomization. Optimized randomization procedures with similar imbalance metrics should be used more routinely in pragmatic CRTs.

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9 citations in Scopus

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Collaboration types
Domestic collaboration
Web of Science research areas
Medicine, Research & Experimental
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