scholarly journals Treatment Effects in Longitudinal Two-Method Measurement Planned Missingness Designs: An Application and Tutorial

Author(s):  
Menglin Xu ◽  
Jessica A. R. Logan
2019 ◽  
Author(s):  
Jessica A. R. Logan ◽  
Menglin Xu

Planned missing data designs allow researchers to have highly-powered studies by testing only a fraction of the traditional sample size. In two-method planned missingness designs, researchers only assess part of the sample on a high-quality expensive measure, while the entire sample is given a more biased, inexpensive measure. The present study focuses on a longitudinal application of the two-method planned missingness design. We provide evidence of the effectiveness of this design for fitting developmental data. Methodologically, we extend the framework for use within causal modeling. Finally, we provide code and step-by-step instructions for how to analyze data within these frameworks.


2020 ◽  
Vol 29 (4) ◽  
pp. 2109-2130
Author(s):  
Lauren Bislick

Purpose This study continued Phase I investigation of a modified Phonomotor Treatment (PMT) Program on motor planning in two individuals with apraxia of speech (AOS) and aphasia and, with support from prior work, refined Phase I methodology for treatment intensity and duration, a measure of communicative participation, and the use of effect size benchmarks specific to AOS. Method A single-case experimental design with multiple baselines across behaviors and participants was used to examine acquisition, generalization, and maintenance of treatment effects 8–10 weeks posttreatment. Treatment was distributed 3 days a week, and duration of treatment was specific to each participant (criterion based). Experimental stimuli consisted of target sounds or clusters embedded nonwords and real words, specific to each participants' deficit. Results Findings show improved repetition accuracy for targets in trained nonwords, generalization to targets in untrained nonwords and real words, and maintenance of treatment effects at 10 weeks posttreatment for one participant and more variable outcomes for the other participant. Conclusions Results indicate that a modified version of PMT can promote generalization and maintenance of treatment gains for trained speech targets via a multimodal approach emphasizing repeated exposure and practice. While these results are promising, the frequent co-occurrence of AOS and aphasia warrants a treatment that addresses both motor planning and linguistic deficits. Thus, the application of traditional PMT with participant-specific modifications for AOS embedded into the treatment program may be a more effective approach. Future work will continue to examine and maximize improvements in motor planning, while also treating anomia in aphasia.


2013 ◽  
Author(s):  
Kaitlyn A. Powers ◽  
Carmen Edwards ◽  
Stephen R. Boggs ◽  
Regina Bussing ◽  
Sheila M. Eyberg

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