TY - JOUR
T1 - Working Memory Training for Children Using the Adaptive, Self-Select, and Stepwise Approaches to Setting the Difficulty Level of Training Activities
T2 - Protocol for a Randomized Controlled Trial
AU - Lau, Regine Cassandra
AU - Anderson, Peter John
AU - Wiley, Joshua F.
AU - Huang, Derek
AU - Surjatin, Faisha
AU - McIntosh, Paul
AU - Gathercole, Susan
A2 - Spencer-Smith, Megan
N1 - Funding Information:
RCL is supported by the Australian Government Research Training Program Scholarship, the Monash Graduate Excellence Scholarship, and the Tan Kah Kee Foundation postgraduate scholarship. JFW is supported by a National Health and Medical Research Council Fellowship (1178487). PJA is supported by a National Health and Medical Research Council Investigator Grant (#1176077). The project would not have been possible without the support of the School of Psychological Sciences and Turner Institute for Brain and Mental Health at Monash University.
Funding Information:
This trial was supported by internal research funding from the School of Psychological Sciences and the Turner Institute for Brain and Mental Health at Monash University, awarded in December 2019. Data collection was attempted in July 2021 but was ceased shortly after due to COVID-19 lockdowns in Melbourne. Data collection occurred from February 2022 to December 2022. Data are currently being processed and analyzed. It is anticipated that the results of this trial will be published by 2024.
Publisher Copyright:
© 2023 JMIR Res Protoc 2023. All rights reserved.
PY - 2023
Y1 - 2023
N2 - Background: A common yet untested assumption of cognitive training in children is that activities should be adaptive, with difficulty adjusted to the individual’s performance in order to maximize improvements on untrained tasks (known as transfer). Working memory training provides the ideal testbed to systematically examine this assumption as it is one of the most widely studied domains in the cognitive training literature, and is critical for children’s learning, including following instructions and reasoning. Objective: This trial aimed to examine children’s outcomes of working memory training using adaptive, self-select (child selects difficulty level), and stepwise (difficulty level increases incrementally) approaches to setting the difficulty of training activities compared to an active control condition immediately and 6-month postintervention. While the aim is exploratory, we hypothesized that children allocated to a working memory training condition would show greater improvements: (1) on near transfer measures compared to intermediate and far transfer measures and (2) immediately postintervention compared to 6-month postintervention. Methods: This double-blinded, active-controlled, parallel-group randomized trial aimed to recruit 128 children aged 7 to 11 years from 1 metropolitan primary school in Melbourne, Australia. Following baseline testing, children were randomized into 1 of 4 conditions: adaptive, self-select, or stepwise working memory training, or active control. An experimental intervention embedded in Minecraft was developed for teachers to deliver in class over 2 consecutive weeks (10 × 20-minute sessions). The working memory training comprised 2 training activities with processing demands similar to daily activities: backward span and following instructions. The control comprised creative activities. Pre- and postintervention, children completed a set of working memory tests (near and intermediate transfer) and the Raven’s Standard Progressive Matrices (far transfer) to determine training outcomes, as well as motivation questionnaires to determine if motivations toward learning and the intervention were similar across conditions. Caregivers completed the ADHD-Rating Scale-5 to measure their child’s attention (far transfer). Statistical analysis will include traditional null hypothesis significance testing and Bayesian methods to quantify evidence for both the null and alternative hypotheses. Results: Data collection concluded in December 2022. Data are currently being processed and analyzed. Conclusions: This trial will determine whether the adaptive approach to setting the difficulty of training activities maximizes cognitive training outcomes for children. This trial has several strengths: it adopts best practices for cognitive training studies (design, methods, and analysis plan), uses a range of measures to detect discrete levels of transfer, has a 6-month postintervention assessment, is appropriately powered, and uses an experimental working memory training intervention based on our current understanding of the cognitive mechanisms of training. Findings will inform future research and design of cognitive training interventions and highlight the value of the evidence-based principles of cognitive training.
AB - Background: A common yet untested assumption of cognitive training in children is that activities should be adaptive, with difficulty adjusted to the individual’s performance in order to maximize improvements on untrained tasks (known as transfer). Working memory training provides the ideal testbed to systematically examine this assumption as it is one of the most widely studied domains in the cognitive training literature, and is critical for children’s learning, including following instructions and reasoning. Objective: This trial aimed to examine children’s outcomes of working memory training using adaptive, self-select (child selects difficulty level), and stepwise (difficulty level increases incrementally) approaches to setting the difficulty of training activities compared to an active control condition immediately and 6-month postintervention. While the aim is exploratory, we hypothesized that children allocated to a working memory training condition would show greater improvements: (1) on near transfer measures compared to intermediate and far transfer measures and (2) immediately postintervention compared to 6-month postintervention. Methods: This double-blinded, active-controlled, parallel-group randomized trial aimed to recruit 128 children aged 7 to 11 years from 1 metropolitan primary school in Melbourne, Australia. Following baseline testing, children were randomized into 1 of 4 conditions: adaptive, self-select, or stepwise working memory training, or active control. An experimental intervention embedded in Minecraft was developed for teachers to deliver in class over 2 consecutive weeks (10 × 20-minute sessions). The working memory training comprised 2 training activities with processing demands similar to daily activities: backward span and following instructions. The control comprised creative activities. Pre- and postintervention, children completed a set of working memory tests (near and intermediate transfer) and the Raven’s Standard Progressive Matrices (far transfer) to determine training outcomes, as well as motivation questionnaires to determine if motivations toward learning and the intervention were similar across conditions. Caregivers completed the ADHD-Rating Scale-5 to measure their child’s attention (far transfer). Statistical analysis will include traditional null hypothesis significance testing and Bayesian methods to quantify evidence for both the null and alternative hypotheses. Results: Data collection concluded in December 2022. Data are currently being processed and analyzed. Conclusions: This trial will determine whether the adaptive approach to setting the difficulty of training activities maximizes cognitive training outcomes for children. This trial has several strengths: it adopts best practices for cognitive training studies (design, methods, and analysis plan), uses a range of measures to detect discrete levels of transfer, has a 6-month postintervention assessment, is appropriately powered, and uses an experimental working memory training intervention based on our current understanding of the cognitive mechanisms of training. Findings will inform future research and design of cognitive training interventions and highlight the value of the evidence-based principles of cognitive training.
KW - adaptive training
KW - children
KW - cognitive outcomes
KW - cognitive training
KW - memory training
KW - randomized controlled trial
KW - training effects
KW - transfer effects
KW - working memory
UR - https://www.scopus.com/pages/publications/85175056520
U2 - 10.2196/47496
DO - 10.2196/47496
M3 - Article
AN - SCOPUS:85175056520
SN - 1929-0748
VL - 12
JO - JMIR Research Protocols
JF - JMIR Research Protocols
M1 - e47496
ER -