Computerized training of non-verbal reasoning and working memory in children with intellectual disability.
Open accessAbstract
Children with intellectual disabilities show deficits in both reasoning ability and working memory (WM) that impact everyday functioning and academic achievement. In this study we investigated the feasibility of cognitive training for improving WM and non-verbal reasoning (NVR) ability in children with intellectual disability. Participants were randomized to a 5-week adaptive training program (intervention group) or non-adaptive version of the program (active control group). Cognitive assessments were conducted prior to and directly after training and 1 year later to examine effects of the training. Improvements during training varied largely and amount of progress during training predicted transfer to WM and comprehension of instructions, with higher training progress being associated with greater transfer improvements. The strongest predictors for training progress were found to be gender, co-morbidity, and baseline capacity on verbal WM. In particular, females without an additional diagnosis and with higher baseline performance showed greater progress. No significant effects of training were observed at the 1-year follow-up, suggesting that training should be more intense or repeated in order for effects to persist in children with intellectual disabilities. A major finding of this study is that cognitive training is feasible in this clinical sample and can help improve their cognitive performance. However, a minimum cognitive capacity or training ability seems necessary for the training to be beneficial, with some individuals showing little improvement in performance. Future studies of cognitive training should take into consideration how inter-individual differences in training progress influence transfer effects and further investigate how baseline capacities predict training outcome.
AI snapshot
Written from the paper’s full text.
TL;DR
In children with intellectual disability, adaptive computerized training of non-verbal reasoning and visuo-spatial working memory was feasible, but group-level transfer effects immediately after training were not significant; greater progress during training predicted improvements in visuo-spatial and verbal WM and comprehension of instructions. No significant training effects persisted at the 1-year follow-up.
Key findings
- Training was feasible: 41 of 52 recruited children were included (22 males, 19 females; mean age 9.68 years, SD 1.58), with 22 in adaptive training and 19 in non-adaptive training; sessions averaged 24.5 (SD 1.50) in the adaptive group and 24.7 (SD 1.16) in the non-adaptive group.
- Training group alone showed no significant transfer effects at T2 on any outcome (word span forwards p = 0.960; word span backwards p = 0.104; Odd One Out p = 0.107; Instructions p = 0.349; Block Design p = 0.387; Raven’s p = 0.669; Auditory Attention p = 0.107).
- Training progress predicted improvements on Odd One Out [F(1, 34) = 6.53, p = 0.015] and word span backwards [F(1, 33) = 7.58, p = 0.010]; for Comprehension of Instructions there was a significant gender × training progress interaction [F(1, 33) = 4.76, p = 0.036], significant for females only [F(1, 13) = 5.41, p = 0.037].
- The best predictors of training progress were gender (β = 0.573, p = 0.001), backwards word span (β = 0.516, p = 0.003), co-morbidity (β = −0.513, p = 0.002), forwards word span (β = 0.315, p = 0.069), and Block Design (β = −0.294, p = 0.071); females without an additional diagnosis and with higher baseline verbal WM showed greater progress. No significant effects were observed at the 1-year follow-up (all p-values > 0.1).
Methods
- Double-blinded, pseudo-randomized controlled trial in children aged 6–12 years with intellectual disability (IQ < 70) from the mental habilitation center in Buskerud, Norway; participants were assigned to adaptive training or a non-adaptive active control version.
- Training combined computerized non-verbal reasoning tasks and visuo-spatial WM tasks for approximately 20 min/day, 5 days/week for 5 weeks, with a minimum of 20 sessions; cognitive assessments occurred before training (T1), directly after (T2), and 1 year later (T3).
- Analyses used univariate general linear models with T1 performance, age, gender, group, and group × gender; additional models used training progress as a continuous covariate, and backwards stepwise regression assessed predictors of training progress in the adaptive group.
Limitations
- The paper states that no significant training effects were observed at the 1-year follow-up, suggesting training may need to be more extended or repeated, though the required frequency and intensity are unclear and may not generalize beyond this group.
- The paper states that it is not clear why gender strongly predicted training effects, that these findings need replication, and that underlying etiology and genetic variability were not controlled.
- Evident from the text: the analyzed sample was small (41 children), with gender-based subgroup analyses based on even smaller groups, and many outcome measures were tested without a reported correction for multiple comparisons.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
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Claims the paper makes
0 of 40 cited sources checked · 0 supported · 0 flagged
- Findingown data
No significant effects of training were observed at the 1-year follow-up.
“No significant effects of training were observed at the 1-year follow-up”
Quote in the paperSubstantial claim - Findingown data
Females without an additional diagnosis and with higher baseline performance showed greater progress.
“In particular, females without an additional diagnosis and with higher baseline performance showed greater progress.”
Quote in the paperNot a substantial claim - Findingreasoning
Some individuals showed little improvement in performance.
“with some individuals showing little improvement in performance.”
Quote in the paperSubstantial claim - Findingown data
The strongest predictors for training progress were gender, co-morbidity, and baseline capacity on verbal working memory.
“The strongest predictors for training progress were found to be gender, co-morbidity, and baseline capacity on verbal WM.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: No training improvements have occurred by the second and third day of training.
- Findingnone given
Improvements during training varied largely.
“Improvements during training varied largely”
Quote in the paperSubstantial claim
- Findingown data
A significant effect of training group on the Instructions task was seen for females only.
“Significant effect of training group on the Instructions task was seen for females only [F(1, 13) = 29.49, p = 0.049; compared to F(1, 18) = 4.88, p = 0.434 for males].”
Quote in the paperNot a substantial claim - Findingown data
In parent-rated perceptions, the non-adaptive training group agreed to a larger degree that the training was too easy.
“while the non-adaptive training group agreed to a larger degree with the statement that training was too easy [χ2(4) = 14.99, p < 0.05]”
Quote in the paperNot a substantial claim - Findingown data
In parent-rated perceptions, the adaptive training group agreed to a larger extent that the training was too difficult.
“The adaptive training group agreed to a larger extent with the statement that the training was too difficult [χ2(4) = 16.50, p < 0.05]”
Quote in the paperNot a substantial claim - Findingown data
Training group showed no significant effects in predicting transfer effects at T2 for word span forwards, word span backwards, Odd One Out, Instructions, Block Design, Raven's, or Auditory Attention.
“Training group showed no significant effects in predicting transfer effects (word span forwards, p = 0.960; word span backwards, p = 0.104; Odd One Out, p = 0.107; Instructions, p = 0.349; Block Design, p = 0.387; Raven's, p = 0.669; Auditory Attention, p = 0.107).”
Quote in the paperSubstantial claim - Findingown data
T-tests comparing baseline performance for the two genders showed a trend effect of males performing better than females on word span backwards [t(38)=1.85, p=0.072].
“T-tests comparing baseline performance for the two genders showed a trend effect of males performing better than females on word span backwards [t(38) = 1.85, p = 0.072].”
Quote in the paperNot a substantial claim - Findingown data
There was large inter-individual variance in training progress within the adaptive training group.
“There was large inter-individual variance in training progress within the adaptive training group (Figure 1).”
Quote in the paperSubstantial claim - Findingown data
There were no significant differences between the training groups on how entertaining or motivating the training was perceived.
“However there were no significant differences between the training groups on questions regarding how entertaining or motivating the training was perceived (all p-values >0.1).”
Quote in the paperNot a substantial claim - Findingown data
A trend effect for the group*gender interaction was observed for the Instructions task.
“However a trend effect for the group*gender interaction was observed for the Instructions task [F(1, 33) = 3.998, p = 0.054].”
Quote in the paperNot a substantial claim - Findingown data
Within the adaptive training group, there were no significant correlations between any motivation parameters and training performance.
“Furthermore, correlating training progress within the adaptive training group revealed no significant correlations between any of the motivation parameters and training performance (all p-values >0.1).”
Quote in the paperNot a substantial claim - Findingown data
There were no strong relationships between progress during training and performance at T3.
“There were also no strong relationships between progress during training and performance at T3 (all p-values >0.1).”
Quote in the paperNot a substantial claim - Findingown data
For Comprehension of Instructions, there was a significant effect of the gender*training progress interaction.
“For Comprehension of Instructions there was a significant effect of the gender*training progress interaction [F(1, 33) = 4.76, p = 0.036]”
Quote in the paperNot a substantial claim - Findingown data
In males, training progress was associated with improvements on Block Design at a trend level.
“Effects of training were associated with improvements on Block Design in males with a trend effect [F(1,17) = 13.48, p = 0.062]”
Quote in the paperNot a substantial claim - Findingown data
Performance on the Block Design task was negatively associated with training progress, with lower baseline performance associated with greater training progress.
“In contrast, performance on the Block Design task was negatively associated with progress, with lower baseline performance associated with greater training progress.”
Quote in the paperNot a substantial claim - Findingown data
Training progress predicted improvements on word span backwards.
“and word span backwards [F(1, 33) = 7.58, p = 0.010].”
Quote in the paperNot a substantial claim - Findingown data
High performance on the backwards and forward word span tasks was associated with greater training progress.
“On cognitive tasks, high performance on the backwards and forward word span tasks was associated with greater training progress.”
Quote in the paperSubstantial claim - Findingown data
No significant effects of training progress were observed for improvements on word span forwards, Raven's colored matrices, or Auditory Attention.
“No significant effects of training progress were observed for improvements on word span forwards, Raven's colored matrices or for Auditory Attention (all p-values >0.1).”
Quote in the paperNot a substantial claim - Findingown data
No significant training-related changes were observed in scores on the ADHD symptoms and Strength and Difficulties questionnaires at T2 or T3.
“No significant training related changes were observed in scores on the ADHD symptoms and the Strength and Difficulties questionnaires at T2 or T3 (all p-values >0.1).”
Quote in the paperNot a substantial claim - Findingown data
In the clinical group currently studied, performance on the verbal working memory task at baseline together with co-morbid diagnosis and gender were the strongest predictors of training progress.
“In the clinical group currently studied, performance on the verbal WM task at baseline together with co-morbid diagnosis and gender were the strongest predictors of training progress, suggesting that verbal WM is of particular importance.”
Quote in the paperSubstantial claim - Findingown data
The effect of training progress on Comprehension of Instructions was significant for female participants only.
“with significant effect of training progress observed for female participants only [F(1, 13) = 5.41, p = 0.037; compared to F(1, 18) = 0.77, p = 0.391 for males].”
Quote in the paperNot a substantial claim - Findingown data
Training progress predicted improvements on Odd One Out.
“Training progress predicted improvements on Odd One Out [F(1, 34) = 6.53, p = 0.015]”
Quote in the paperNot a substantial claim - Findingown data
It is feasible for children with intellectual disability to undergo intensive computerized cognitive training, with more than 85% of participants completing approximately 20 min of training per session for an average of 24 sessions and a minimum of 20 sessions.
“The major finding of this study is that it is feasible for children with intellectual disability to undergo intensive computerized cognitive training, with more than 85% of participants completing approximately 20 min of training per session for an average of 24 (and minimum of 20) sessions.”
Quote in the paperSubstantial claim - Findingown data
The final model with best prediction of training progress included gender, backwards word span, co-morbidity, word span forwards, and Block Design.
“The final model with best prediction of training progress included 5 variables: gender (β = 0.573, p = 0.001); backwards word span (β = 0.516, p = 0.003); co-morbidity (β = −0.513, p = 0.002); word span forwards (β = 0.315, p = 0.069); and Block Design (β = −0.294, p = 0.071).”
Quote in the paperSubstantial claim - Findingown data
In females, no significant association between training progress and Block Design improvements was observed.
“which was not observed in females [F(1, 14) = 0.30, p = 0.595].”
Quote in the paperNot a substantial claim - Findingown data
Training had no effect on outcome measures assessing cognitive abilities or school assessments at the T3 follow-up at the group level.
“Training had no effect on outcome measures employed in this study assessing cognitive abilities or school assessments at the T3 follow-up at the group level.”
- Also stated in: § Discussion · plain
“We did not observe significant training effects at the 1-year follow-up.”
Quote in the paperSubstantial claim - Also stated in: § Discussion · plain
- Findingown data
For Block Design, there was a trend for a training*gender interaction.
“For Block Design we observed a trend for training*gender interaction [F(1, 33) = 3.33, p = 0.077].”
Quote in the paperNot a substantial claim - Interpretationown data
A minimum cognitive capacity or training ability seems necessary for the training to be beneficial.
“However, a minimum cognitive capacity or training ability seems necessary for the training to be beneficial”
Quote in the paperSubstantial claim - Interpretationown data
Cognitive training can help improve cognitive performance in children with intellectual disability.
“and can help improve their cognitive performance.”
Quote in the paperSubstantial claim - Premisecitation
Cognitive functions such as working memory can be positively influenced by targeted and intensive training.
“A now growing literature is showing that cognitive functions, such as working memory (WM), can be positively influenced by targeted and intensive training”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Klingberg et al., 2005
Not checked in the free run.
- cites Klingberg, 2010
Not checked in the free run.
- cites Diamond and Lee, 2011
Not checked in the free run.
- Interpretationown data
Cognitive training is feasible in children with intellectual disability.
“A major finding of this study is that cognitive training is feasible in this clinical sample”
Quote in the paperSubstantial claim - Premisecitation
In typically developing 4-year-old children, non-verbal reasoning training resulted in transfer effects to a visuo-spatial working memory task.
“Furthermore, training NVR resulted in transfer effects to a visuo-spatial WM task, demonstrating transfer between cognitive constructs.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bergman Nutley et al., 2011
Not checked in the free run.
- Premisecitation
In intellectually impaired teenagers, working memory training did not yield significant improvements on Raven's progressive matrices.
“However, this study did not yield significant improvements on Raven's progressive matrices, a reasoning task known to load highly on Gf.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Van der Molen et al., 2010
Not checked in the free run.
- Premisecitation
In a study using commercial games, reasoning training resulted in improved visuo-spatial working memory.
“In addition the reasoning training resulted in improved visuo-spatial WM.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Mackey et al., 2011
Not checked in the free run.
- Premisecitation
No advantage from teaching rehearsal strategies was found compared with training without specific strategy-related instructions.
“no advantage from teaching rehearsal strategies was found compared with training without specific strategy related instructions”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kramer and Engle, 1981
Not checked in the free run.
- Interpretationcitation
In clinical samples with large heterogeneity in baseline capacity and etiology, inter-individual differences might be important for predicting training improvements and transfer.
“In clinical samples with large heterogeneity in both baseline capacity and etiology such inter-individual differences might be of particular importance as they might reflect on the capacity to learn and improve from practice.”
Quote in the paperSubstantial claim - Premisecitation
In typically developing 4-year-old children, adaptive non-verbal reasoning training compared to active control showed significant improvements on a measure of Gf.
“Compared to an active control group, the training group showed significant improvements on a measure of Gf.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bergman Nutley et al., 2011
Not checked in the free run.
- Premisecitation
Children with intellectual disabilities often show impaired performance on both visuo-spatial and verbal working memory.
“In addition to impaired intelligence, these children often show impaired performance on both visuo-spatial and verbal WM”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Van der Molen et al., 2009
Not checked in the free run.
- Premisecitation
Reasoning ability (Gf) is related to working memory.
“A cognitive function that is related to WM is reasoning ability (also referred to as fluid intelligence or reasoning, Gf)”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Conway et al., 2003
Not checked in the free run.
- cites Kane et al., 2004
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- Premisecitation
Similar findings were found by Conners et al. (2008) for a verbal rehearsal task in children with Down's syndrome.
“Similar findings were found by Conners et al. (2008) for a verbal rehearsal task in children with Down's syndrome.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Conners et al. (2008)
Not checked in the free run.
- Interpretationown data
Inter-individual differences in training performance predict transfer effects resulting from the training.
“We also highlight the importance of looking at inter-individual differences in training performance and show that these predict transfer effects resulting from the training.”
Quote in the paperSubstantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
- Interpretationown data
For measures of working memory, analyses using training progress explained transfer improvements to a greater extent than analyses using training group.
“For measures of WM, the analyses of training progress explained transfer improvements to a greater extent compared to the training group analyses.”
Quote in the paperSubstantial claim - Interpretationown data
The problem for the low performing group in this study is not related to their low baseline capacity per se.
“This implies that the problem for the low performing group in this study is not related to their low baseline capacity per se.”
Quote in the paperSubstantial claim - Interpretationown data
Larger improvements during training were associated with greater training gains.
“These results show that larger improvements during training were associated with greater training gains.”
Quote in the paperNot a substantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
- Interpretationown data
Cognitive functions can be trained and improved in some children with intellectual disability.
“In summary, we provide new encouraging evidence that cognitive functions can be trained and improved in some children with intellectual disability.”
Quote in the paperSubstantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
- Study design and conductreasoning
The current study controlled for baseline performance in its analyses.
“We take this into consideration in the current study by controlling for baseline performance in our analyses.”
Quote in the paperSubstantial claim - Interpretationown data
Adaptive training resulted in similar improvements in working memory for children with intellectual disability as it did for typically developing 4-year-olds.
“As is apparent from this figure, adaptive training resulted in similar improvements in WM for the children with intellectual disability as it did for the typically developing 4-year-olds.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bergman Nutley et al., 2011
Not checked in the free run.
- Rests on an assumption: The typically developing 4-year-olds from Bergman Nutley et al. (2011) are comparable to the current sample for comparing training-induced improvements.
- Interpretationown data
The amount of progress during training was significantly related to improvements on transfer tasks measuring visuo-spatial and verbal working memory and language comprehension.
“The amount of progress during training was significantly related to improvements on transfer tasks measuring visuo-spatial and verbal WM and language comprehension.”
Quote in the paperSubstantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
- Premisecitation
Deficits in verbal working memory are observed to be more severe than visuo-spatial deficits in children with intellectual disabilities.
“This is particularly encouraging as deficits in verbal WM are observed to be more severe than visuo-spatial deficits in children with intellectual disabilities (Henry and MacLean, 2002; Van der Molen et al., 2009).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Henry and MacLean, 2002
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- cites Van der Molen et al., 2009
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- May combine two claims. 28
- Classified as probably not a substantial claim. 19
May combine two claims.
Findingown dataAmount of progress during training predicted transfer to working memory and comprehension of instructions, with higher training progress associated with greater transfer improvements.
“amount of progress during training predicted transfer to WM and comprehension of instructions, with higher training progress being associated with greater transfer improvements.”
Quote in the paperSubstantial claim- The authors state this as an assumption: No training improvements have occurred by the second and third day of training.
May combine two claims.
Findingown dataTraining did not lead to significant improvements on reasoning ability tasks (Block Design and Raven's colored matrices), although a trend association was observed on improvements on Block Design for males.
“Training did not lead to significant improvements on reasoning ability tasks (Block Design and Raven's colored matrices) although a trend association was observed on improvements on Block Design for males.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the non-adaptive training group, all significant correlations between baseline performance and improvements on T2 measures were negative, indicating that lower performance on T1 measures was associated with higher gains in performance on T2 measures.
“This was not observed; rather as would be expected with a regression toward the mean effect, all significant correlations were negative indicating that lower performance on T1 measures was associated with higher gains in performance on T2 measures.”
Quote in the paperSubstantial claim- Rests on an assumption: The non-adaptive training group is an appropriate control for test-retest effects and general plasticity.
May combine two claims.
Findingown dataIn general, high performance at baseline was associated with larger progress during training and a higher level of transfer effects.
“In general we observed that high performance at baseline was associated with larger progress during training and a higher level of transfer effects.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAt baseline, participants in the current study performed equally well or significantly higher on measures of visuo-spatial working memory (Odd One Out) and on measures of fluid intelligence (Block Design and Raven's colored matrices) compared to typically developing 4-year-olds.
“We found that, at baseline, participants in the current study performed equally well or significantly higher on measures of visuo-spatial WM (Odd One Out) and on measures of fluid intelligence (Block Design and Raven's colored matrices).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bergman Nutley et al. (2011)
Not checked in the free run.
- Rests on an assumption: The typically developing 4-year-olds from Bergman Nutley et al. (2011) are comparable to the current sample for comparing training-induced improvements.
May combine two claims.
PremisecitationUsing computerized versions of training programs allows for adaptive algorithms that ensure task difficulty is always challenging, which is crucial for training effectiveness.
“Using computerized versions of training programs has allowed for the implementation of adaptive algorithms that ensures that the level of task difficulty is always challenging for the individual, something that has been shown to be crucial for the training to be effective”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Klingberg, 2010
Not checked in the free run.
May combine two claims.
PremisecitationChildren with intellectual disabilities show deficits in both reasoning ability and working memory.
“Children with intellectual disabilities show deficits in both reasoning ability and working memory (WM) that impact everyday functioning and academic achievement.”
- Also stated in: § Introduction · hedged
“In addition to impaired intelligence, these children often show impaired performance on both visuo-spatial and verbal WM (Van der Molen et al., 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Van der Molen et al., 2009
Not checked in the free run.
- Also stated in: § Introduction · hedged
Classified as probably not a substantial claim.
Study design and conductown dataParticipants were randomized to a 5-week adaptive training program or a non-adaptive version of the program.
“Participants were randomized to a 5-week adaptive training program (intervention group) or non-adaptive version of the program (active control group).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationVariants in the DAT1 gene influence the degree of transfer following cognitive training.
“it has recently been reported that variants within the gene coding the dopamine transporter (DAT1) influence the degree of transfer following cognitive training”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Söderqvist et al., 2012
Not checked in the free run.
May combine two claims.
Interpretationown dataIt is possible to train visuo-spatial working memory in intellectually impaired young people, and such training can lead to improvements on non-trained working memory tasks, also in the verbal domain.
“These findings suggest that it is possible to train visuo-spatial WM in intellectually impaired young people and, importantly, that such training can lead to improvements on non-trained WM tasks, also in the verbal domain.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationEffects of working memory training transfer to reasoning tasks have been observed in some studies but not others.
“This has indeed been observed in some studies (Klingberg et al., 2005; Jaeggi et al., 2008), while other studies have not found such effects”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Klingberg et al., 2005
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- cites Jaeggi et al., 2008
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- cites Holmes et al., 2009
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May combine two claims.
Study design and conductown dataT-tests revealed no significant differences in baseline performance or age between the two groups (all p-values >0.1).
“T-tests revealed no significant differences in baseline performance or age between the two groups (all p-values >0.1)”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataTraining performance was monitored by researchers via an internet server to ensure training was performed and each session lasted approximately 20 minutes.
“Training performance was monitored by researchers via an internet server for both training groups to ensure that training was being performed and that each session lasted approximately 20 min.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationGf is independent from crystallized intelligence but is of great importance for academic achievement.
“Gf is independent from skills relying on previously learnt knowledge, commonly referred to as crystallized intelligence, but is of great importance for academic achievement”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Lynn et al., 2007
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- cites Alloway and Alloway, 2010
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May combine two claims.
Study design and conductown dataChi Square tests showed no significant differences in distribution of gender and number of co-morbid diagnoses between the two training groups (both p-values >0.1).
“Similarly, Chi Square tests showed no significant differences in the distribution of gender and number of co-morbid diagnoses between the two training groups (both p-values >0.1).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataTraining was performed for 20-25 sessions (M = 24.5, SD = 1.50 adaptive; M = 24.7, SD = 1.16 non-adaptive).
“Training was performed for 20–25 sessions (M = 24.5, SD = 1.50 in the adaptive training group and M = 24.7, SD = 1.16 in the non-adaptive training group).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataChildren were excluded due to problems with T1 assessments (n=3), not completing 20 sessions (n=7), and technical problems (n=1).
“Children were excluded due to problems with T1 assessments (e.g., poor engagement in tasks) (n = 3), not completing the required 20 sessions of training (n = 7) and technical problems causing incomplete training data (n = 1).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductnone givenAll children were pseudo-randomized into the two training groups, after controlling for chronological age and gender by independent personnel.
“All children were pseudo-randomized into the two training groups, after controlling for chronological age and gender by independent personnel not otherwise involved with study design or implementation.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationInconsistent findings on transfer may reflect variability in demographic characteristics, tasks used to evaluate reasoning, and factors such as motivation.
“The inconsistent findings may reflect variability in the demographic characteristics of the participants, such as age and clinical status, the tasks used to evaluate reasoning ability (Klingberg, 2010), as well as other factors associated with the training programs such as motivation”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Klingberg, 2010
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- cites Jaeggi et al., 2011
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Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataOut of 52 participants recruited, 41 were included in the analyses.
“Out of 52 participants recruited, 41 were included in the analyses (22 males and 19 females), aged 6–12.5 years (M = 9.68, SD = 1.58).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationTraining progress correlates with degree of transfer.
“and between training progress and degree of transfer”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jaeggi et al., 2011
Not checked in the free run.
May combine two claims.
PremisecitationWorking memory training improves working memory performance in healthy children and adults and in various clinical populations.
“Such training has been shown to improve WM performance in healthy children and adults”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Olesen et al., 2004
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- cites Jaeggi et al., 2008
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- cites Thorell et al., 2009
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataTwenty-two children were included in the adaptive training group and 19 in the non-adaptive training group.
“Twenty-two children were included in the adaptive training group and 19 children were included in the non-adaptive training group.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationcitationIntellectual disability includes independent deficits in both Gf and working memory, suggesting children with such disabilities might benefit from interventions aimed to improve working memory as well as non-verbal reasoning.
“Intellectual disability thus includes independent deficits in both Gf and WM, which suggest that children with such disabilities might benefit from interventions aimed to improve WM as well as NVR.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationWorking memory impairments in children with intellectual disabilities remain after controlling for Gf, so they are not mediated by Gf deficits.
“these impairments are not mediated by Gf deficits as WM impairments remain after controlling for Gf”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Van der Molen et al., 2009
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationTeaching rehearsal strategies can improve working memory performance in patients with intellectual disabilities.
“some studies did show that this approach can improve WM performance”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Brown et al., 1973
Not checked in the free run.
- cites Kramer and Engle, 1981
Not checked in the free run.
- cites Conners et al., 2001
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataDue to the observed trend, gender was included as a covariate in all subsequent analyses.
“Due to this observation we included gender as a covariate in all subsequent analyses.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe study had a double-blinded design, with participants and cognitive assessors blind to group membership.
“The study had a double-blinded design, with participants and cognitive assessors being blind to group membership.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationBaseline cognitive capacity correlates with improvements following training.
“Other studies have reported correlations between baseline cognitive capacity and improvements following training”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Mackey et al., 2011
Not checked in the free run.
May combine two claims.
PremisecitationIn intellectually impaired teenagers, at a 10-week follow-up, significant improvements were observed on visual working memory and on measures of school achievement and story recall.
“Additional encouraging results emerged at a 10-week follow-up with significant improvements observed on visual WM and on measures of school achievement and story recall.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Van der Molen et al., 2010
Not checked in the free run.
Classified as probably not a substantial claim.
Study design and conductreasoningTo reduce test-retest effects, even numbered items of Raven's colored matrices were administered at T1 and odd numbered items at T2 and T3.
“To reduce test-retest effects and shorten the time of assessment, we administered even numbered items of Raven's colored matrices at T1 and odd numbered items at T2 and T3.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningTheir relative low baseline capacity reflects a reduced level of plasticity that leads to smaller effects of transfer compared to typically developing 4-year-olds.
“Rather, it is suggested that their relative low baseline capacity reflects a reduced level of plasticity that leads to smaller effects of transfer compared to that observed for the typically developing 4-year-olds.”
Quote in the paperNot a substantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
- Rests on an assumption: The typically developing 4-year-olds from Bergman Nutley et al. (2011) are comparable to the current sample for comparing training-induced improvements.
May combine two claims.
PremisecitationNo significant relation between baseline capacity and training performance was found, thus failing to explain what determined successful training for the participants.
“However, no significant relation between baseline capacity and training performance was found, thus failing to explain what determined successful training for the participants.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Jaeggi et al. (2011)
Not checked in the free run.
May combine two claims.
Interpretationown dataFemales and participants with an intellectual disability but no additional diagnosis on average had more progress during training.
“These results show that females and participants with an intellectual disability but no additional diagnosis on average had more progress during training.”
Quote in the paperNot a substantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
May combine two claims.
Interpretationown dataTraining progress predicted improvements on both working memory and language comprehension directly following training, but not at a 1-year follow-up.
“Training progress predicted improvements on both WM and language comprehension directly following training, but not at a 1-year follow-up.”
Quote in the paperSubstantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
May combine two claims.
InterpretationcitationPerformance on the verbal working memory task might be an indication of severity of impairment, which in turn might affect susceptibility to training-induced plasticity.
“Considering the evidence that verbal WM is specifically impaired in populations with intellectual disabilities (Van der Molen et al., 2009), performance on the verbal WM task might be an indication of severity of impairment, which in turn might affect the susceptibility to training induced plasticity.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Van der Molen et al., 2009
Not checked in the free run.
- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Study design and conductnone givenOther factors that the study was not able to control for but are likely to influence training effects are underlying etiology and genetic variability.
“Other factors that we were not able to control for in this study but are likely to influence training effects are underlying etiology and genetic variability.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationTransfer effects following working memory training were dependent on improvements observed during training in typically developing children.
“The importance of training progress for transfer has recently also been demonstrated by Jaeggi et al. (2011), who showed that transfer effects following WM training were dependent on improvements observed during training in typically developing children.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jaeggi et al. (2011)
Not checked in the free run.
May combine two claims.
Interpretationown dataTraining on purely visuo-spatial tasks resulted in improvements on tasks assessing verbal working memory and language function, showing transfer between cognitive constructs and modalities.
“Training on purely visuo-spatial tasks resulted in improvements tasks assessing verbal WM and language function, thus showing transfer between cognitive constructs and modalities.”
Quote in the paperSubstantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
May combine two claims.
Interpretationown dataReasoning ability is more difficult to improve with training in this clinical group, perhaps due to this deficit being particularly impaired in children with intellectual disability.
“This suggests that reasoning ability is more difficult to improve with training in this clinical group, perhaps due to this deficit being particularly impaired in children with intellectual disability.”
Quote in the paperSubstantial claim- Rests on an assumption: Training progress is a valid indicator of training-induced plasticity or learning.
- Rests on an assumption: The typically developing 4-year-olds from Bergman Nutley et al. (2011) are comparable to the current sample for comparing training-induced improvements.
May combine two claims.
Interpretationown dataIn the current sample, improvements on Block Design were of smaller magnitude and with larger variability compared to the typically developing sample.
“However, in the current sample improvements on Block Design were of a smaller magnitude and with larger variability compared to the typically developing sample.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bergman Nutley et al., 2011
Not checked in the free run.
- Rests on an assumption: The typically developing 4-year-olds from Bergman Nutley et al. (2011) are comparable to the current sample for comparing training-induced improvements.
The authors state this as an assumption.
No training improvements have occurred by the second and third day of training.
“measured as the performance during the second and third day of training when it is assumed that no training improvements have yet occurred.”
The authors state this as an assumption.
Improvements on working memory tasks dissimilar to those trained reflect an increase in capacity and/or general skills rather than the development of task-specific strategies.
“As the studies mentioned above show improvements in performance on WM tasks dissimilar to those trained on, this is assumed to reflect an increase in capacity and/or general skills rather than the development of task-specific strategies (Klingberg, 2010).”
The paper relies on this without support.
Training progress is a valid indicator of training-induced plasticity or learning.
“In order to assess how differences in training progress affected transfer effects we carried out additional analyses using training progress as described above as a covariate instead of training group.”
The paper relies on this without support.
The non-adaptive training group is an appropriate control for test-retest effects and general plasticity.
“If the latter was the case we would also expect there to be a positive correlation between baseline performance and improvements on T2 measures in the non-adaptive training group. This was not observed; rather as would be expected with a regression toward the mean effect, all significant correlations were negative indicating that lower performance on T1 measures was associated with higher gains in”
The paper relies on this without support.
The typically developing 4-year-olds from Bergman Nutley et al. (2011) are comparable to the current sample for comparing training-induced improvements.
“Figure 2 shows improvements on a WM task (Odd One Out) and a reasoning task (Block Design) for the two groups in the current study as well as for the typically developing sample of 4-year-olds who previously completed the same training (reported in Bergman Nutley et al., 2011).”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Several studies have demonstrated positive effects of WM training in different age groups with transfer to trained and untrained domains such as mathematical performance.
“Several studies have demonstrated positive effects of WM training in different age groups (Borella et al., 2010; Söderqvist et al., 2012; Jaeggi et al., 2013) with transfer to trained and untrained domains such as mathematical performance”
From Training on Working Memory and Inhibitory Control in Young Adults (2016) · cites this paper as Söderqvist et al., 2012
Statistics that don’t add up
Each reported p-value recomputed from its test statistic and degrees of freedom.
Inconsistent p-value across alpha = .05: F(1,17) = 13.48, p = .062
MajorThe paper reports p = .062 here; recomputing from the test statistic and its degrees of freedom gives p = .002. The two fall on opposite sides of alpha = .05. The check cannot tell whether the statistic or the p-value is the misprint.
Reported p = .062 · recomputed p = .002
“F(1,17) = 13.48, p = 0.062”
Inconsistent p-value across alpha = .05: F(1, 18) = 4.88, p = .434
MajorThe paper reports p = .434 here; recomputing from the test statistic and its degrees of freedom gives p = .040. The two fall on opposite sides of alpha = .05. The check cannot tell whether the statistic or the p-value is the misprint.
Reported p = .434 · recomputed p = .040
“F(1, 18) = 4.88, p = 0.434”
Inconsistent p-value: F(1, 13) = 29.49, p = .049
MinorThe paper reports p = .049 here; recomputing from the test statistic and its degrees of freedom gives p < .001. The check cannot tell whether the statistic or the p-value is the misprint.
Reported p = .049 · recomputed p < .001
“F(1, 13) = 29.49, p = 0.049”
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- Doesn’t add upF(1, 18) = 4.88reported p = .434 · recomputed p = .040The two fall on opposite sides of .05
“F(1, 18) = 4.88, p = .434”
- Doesn’t add upF(1, 17) = 13.48reported p = .062 · recomputed p = .002The two fall on opposite sides of .05
“F(1,17) = 13.48, p = .062”
- Doesn’t add upF(1, 13) = 29.49reported p = .049 · recomputed p < .001
“F(1, 13) = 29.49, p = .049”
- Consistentt(38) = 1.85reported p = .072 · recomputed p = .072
“t(38) = 1.85, p = .072”
- Consistentχ²(4) = 16.5reported p < .05 · recomputed p = .002
“χ2(4) = 16.50, p < .05”
- Consistentχ²(4) = 14.99reported p < .05 · recomputed p = .005
“χ2(4) = 14.99, p < .05”
- ConsistentF(1, 33) = 3.998reported p = .054 · recomputed p = .054
“F(1, 33) = 3.998, p = .054”
- ConsistentF(1, 34) = 6.53reported p = .015 · recomputed p = .015
“F(1, 34) = 6.53, p = .015”
- ConsistentF(1, 33) = 7.58reported p = .01 · recomputed p = .010
“F(1, 33) = 7.58, p = .010”
- ConsistentF(1, 33) = 4.76reported p = .036 · recomputed p = .036
“F(1, 33) = 4.76, p = .036”
- ConsistentF(1, 13) = 5.41reported p = .037 · recomputed p = .037
“F(1, 13) = 5.41, p = .037”
- ConsistentF(1, 18) = 0.77reported p = .391 · recomputed p = .392
“F(1, 18) = 0.77, p = .391”
- ConsistentF(1, 33) = 3.33reported p = .077 · recomputed p = .077
“F(1, 33) = 3.33, p = .077”
- ConsistentF(1, 14) = 0.3reported p = .595 · recomputed p = .593
“F(1, 14) = 0.30, p = .595”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Self-check results appear here once an independent check has confirmed them.
Cites
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Williams, J. B. W., & First, M. B. (2013) · Oxford University Press eBooks · doi:10.1093/acrefore/9780199975839.013.104 · Cited by 109,841 · see citing works
Diagnostic and Statistical Manual of Mental Disorders ( DSM ‐ IV ‐ TR )
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Working memory, short-term memory, and general fluid intelligence: A latent-variable approach.
Engle, R. W., Tuholski, S. W., Laughlin, J. E., & Conway, A. R. A. (1999) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.128.3.309 · Cited by 3,078 · cited 1× · see citing works
“Although WM is strongly correlated with Gf (Engle et al., 1999; Conway et al., 2003), these impairments are not mediated by Gf deficits as WM impairments remain after controlling for Gf (Van der Molen et al., 2009).”
BackgroundInterventions shown to aid executive function development in children 4 to 12 years old
Diamond, A., & Lee, K. (2011) · Science · doi:10.1126/science.1204529 · Cited by 2,901 · cited 1× · see citing works
“A now growing literature is showing that cognitive functions, such as working memory (WM), can be positively influenced by targeted and intensive training (Klingberg et al., 2005; Klingberg, 2010; Diamond and Lee, 2011; Morrison and Chein, 2011).”
BackgroundImproving fluid intelligence with training on working memory
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0801268105 · Cited by 2,187 · cited 2× · see citing works
“Such training has been shown to improve WM performance in healthy children and adults (Olesen et al., 2004; Jaeggi et al., 2008; Thorell et al., 2009; Bergman Nutley et al., 2011) and in children with attention-deficit hyperactivity disorder (ADHD) (Klingberg et al., 2002, 2005; Beck et al., 2010;…”
Computerized training of working memory in children with ADHD – a randomized, controlled trial
Klingberg, T., Fernell, E., Olesen, P. J., Johnson, M., Gustafsson, P., Dahlström, K., Gillberg, C. G., Forssberg, H., & Westerberg, H. (2005) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-200502000-00010 · Cited by 1,949 · cited 6× · see citing works
“Such training has been shown to improve WM performance in healthy children and adults (Olesen et al., 2004; Jaeggi et al., 2008; Thorell et al., 2009; Bergman Nutley et al., 2011) and in children with attention-deficit hyperactivity disorder (ADHD) (Klingberg et al., 2002, 2005; Beck et al., 2010; Holmes et al., 2010;…”
InfluentialSelf-citationKane, M. J., Hambrick, D. Z., Tuholski, S. W., Wilhelm, O., Payne, T. W., & Engle, R. W. (2004) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.133.2.189 · Cited by 1,679 · see citing works
Training and plasticity of working memory
Klingberg, T. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.05.002 · Cited by 1,585 · cited 4× · see citing works
“As the studies mentioned above show improvements in performance on WM tasks dissimilar to those trained on, this is assumed to reflect an increase in capacity and/or general skills rather than the development of task-specific strategies (Klingberg, 2010).”
BackgroundInfluentialSelf-citationRefinement and test of the theory of fluid and crystallized general intelligences.
Horn, J. L., & Cattell, R. B. (1966) · Journal of Educational Psychology · doi:10.1037/h0023816 · Cited by 1,570 · cited 1× · see citing works
“Reasoning ability refers to the ability to identify patterns and relations and to infer rules for novel problems (Horn and Cattell, 1966).”
BackgroundInvestigating the predictive roles of working memory and IQ in academic attainment
Alloway, T. P., & Alloway, R. G. (2009) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2009.11.003 · Cited by 1,329 · cited 1× · see citing works
“Gf is independent from skills relying on previously learnt knowledge, commonly referred to as crystallized intelligence, but is of great importance for academic achievement (Lynn et al., 2007; Alloway and Alloway, 2010).”
Increased prefrontal and parietal activity after training of working memory
Olesen, P. J., Westerberg, H., & Klingberg, T. (2004) · Nature Neuroscience · doi:10.1038/nn1165 · Cited by 1,317 · cited 1× · see citing works
“Such training has been shown to improve WM performance in healthy children and adults (Olesen et al., 2004; Jaeggi et al., 2008; Thorell et al., 2009; Bergman Nutley et al., 2011) and in children with attention-deficit hyperactivity disorder (ADHD) (Klingberg et al., 2002, 2005; Beck et al., 2010;…”
BackgroundSelf-citationTraining of Working Memory in Children With ADHD
Klingberg, T., Forssberg, H., & Westerberg, H. (2002) · Journal of Clinical and Experimental Neuropsychology · doi:10.1076/jcen.24.6.781.8395 · Cited by 1,225 · cited 5× · see citing works
“…2004; Jaeggi et al., 2008; Thorell et al., 2009; Bergman Nutley et al., 2011) and in children with attention-deficit hyperactivity disorder (ADHD) (Klingberg et al., 2002, 2005; Beck et al., 2010; Holmes et al., 2010; Mezzacappa and Buckner, 2010) children born preterm (Lohaugen et al., 2011) and…”
InfluentialSelf-citationWorking memory capacity and its relation to general intelligence
Conway, A. R. A., Kane, M. J., & Engle, R. W. (2003) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2003.10.005 · Cited by 1,223 · cited 2× · see citing works
“Although WM is strongly correlated with Gf (Engle et al., 1999; Conway et al., 2003), these impairments are not mediated by Gf deficits as WM impairments remain after controlling for Gf (Van der Molen et al., 2009).”
BackgroundTraining and transfer effects of executive functions in preschool children
Thorell, L. B., Lindqvist, S., Bergman Nutley, S., Bohlin, G., & Klingberg, T. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2008.00745.x · Cited by 1,041 · cited 4× · see citing works
“Such training has been shown to improve WM performance in healthy children and adults (Olesen et al., 2004; Jaeggi et al., 2008; Thorell et al., 2009; Bergman Nutley et al., 2011) and in children with attention-deficit hyperactivity disorder (ADHD) (Klingberg et al., 2002, 2005; Beck et al., 2010;…”
BackgroundResultInfluentialSelf-citationAdaptive training leads to sustained enhancement of poor working memory in children
Holmes, J., Gathercole, S. E., & Dunning, D. L. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2009.00848.x · Cited by 961 · cited 1× · see citing works
“This has indeed been observed in some studies (Klingberg et al., 2005; Jaeggi et al., 2008), while other studies have not found such effects (Holmes et al., 2009; Thorell et al., 2009; Bergman Nutley et al., 2011).”
ResultShort- and long-term benefits of cognitive training
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Shah, P. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1103228108 · Cited by 769 · cited 5× · see citing works
“well as other factors associated with the training programs such as motivation (Jaeggi et al., 2011).”
BackgroundInfluentialMorrison, A. B., & Chein, J. M. (2011) · Psychonomic Bulletin & Review · doi:10.3758/s13423-010-0034-0 · Cited by 723 · cited 1× · see citing works
“A now growing literature is showing that cognitive functions, such as working memory (WM), can be positively influenced by targeted and intensive training (Klingberg et al., 2005; Klingberg, 2010; Diamond and Lee, 2011; Morrison and Chein, 2011).”
BackgroundComputerized working memory training after stroke–A pilot study
Westerberg, H., Jacobaeus, H., Hirvikoski, T., Clevberger, P., Östensson, M.-L., Bartfai, A., & Klingberg, T. (2007) · Brain Injury · doi:10.1080/02699050601148726 · Cited by 439 · cited 1× · see citing works
“…hyperactivity disorder (ADHD) (Klingberg et al., 2002, 2005; Beck et al., 2010; Holmes et al., 2010; Mezzacappa and Buckner, 2010) children born preterm (Lohaugen et al., 2011) and adults recovering from stroke and other acquired brain injuries (Westerberg et al., 2007; Lundqvist et al., 2010).”
BackgroundSelf-citationHolmes, J., Gathercole, S. E., Place, M., Dunning, D. L., Hilton, K. A., & Elliott, J. G. (2010) · Applied Cognitive Psychology · doi:10.1002/acp.1589 · Cited by 370 · see citing works
A Controlled Trial of Working Memory Training for Children and Adolescents with ADHD
Beck, S. J., Hanson, C. A., Puffenberger, S. S., Benninger, K. L., & Benninger, W. B. (2010) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2010.517162 · Cited by 311 · cited 5× · see citing works
“Such training has been shown to improve WM performance in healthy children and adults (Olesen et al., 2004; Jaeggi et al., 2008; Thorell et al., 2009; Bergman Nutley et al., 2011) and in children with attention-deficit hyperactivity disorder (ADHD) (Klingberg et al., 2002, 2005; Beck et al., 2010; Holmes et al., 2010;…”
BackgroundInfluentialNEPSY-II: A Developmental Neuropsychological Assessment, Second Edition
Brooks, B. L., Sherman, E. M. S., & Strauss, E. (2009) · Child Neuropsychology · doi:10.1080/09297040903146966 · Cited by 298 · cited 2× · see citing works
“The Comprehension of Instructions (Instructions) subtest from the NEPSY was used to assess language comprehension.”
MethodNutley, S. B., Söderqvist, S., Bryde, S., Thorell, L. B., Humphreys, K., & Klingberg, T. (2011) · Developmental Science · doi:10.1111/j.1467-7687.2010.01022.x · Cited by 284 · cited 7× · see citing works
“…in size) had to be identified to complete the pattern; and Classification, which required the matching of target cards to the correct alternative that matched on some parameter, such as the same color (for a more detailed description of the training paradigms see Bergman Nutley et al., 2011).”
BackgroundMethodResultInfluentialSelf-citationDifferential effects of reasoning and speed training in children.
Mackey, A. P., Hill, S. S., Stone, S., & Bunge, S. (2011) · Developmental Science · doi:10.1111/j.1467-7687.2010.01005.x · Cited by 231 · cited 3× · see citing works
“One study assessed this by using commercially available games (Mackey et al., 2011).”
BackgroundInfluentialExecutive functioning deficits in relation to symptoms of ADHD and/or ODD in preschool children
Thorell, L. B., & Wåhlstedt, C. (2006) · Infant and Child Development · doi:10.1002/icd.475 · Cited by 229 · see citing works
Computerized training of working memory in a group of patients suffering from acquired brain injury
Lundqvist, A., Grundström, K., Samuelsson, K., & Rönnberg, J. (2010) · Brain Injury · doi:10.3109/02699052.2010.498007 · Cited by 192 · cited 2× · see citing works
“, 2011) and adults recovering from stroke and other acquired brain injuries (Westerberg et al., 2007; Lundqvist et al., 2010).”
Backgroundvan der Molen, M. J., Luit, J. E. H. V., van der Molen, M. J., Klugkist, I., & Jongmans, M. J. (2010) · Journal of Intellectual Disability Research · doi:10.1111/j.1365-2788.2010.01285.x · Cited by 186 · see citing works
Wechsler Preschool and Primary Scale of Intelligence - Third Edition (WPPSI-III)
(2013) · PsycEXTRA Dataset · doi:10.1037/e313642005-011 · Cited by 164 · cited 1× · see citing works
“Twomeasures loading on Gf were used: Block Design from Wechsler Preschool and Primary Scale of Intelligence (WPPSI) (Wechsler, 2004) and Raven’s colored progressive matrices (Raven, 1998).”
MethodLøhaugen, G. C. C., Antonsen, I. K., Haberg, A. K., Gramstad, A., Vik, T., Brubakk, A., & Skranes, J. S. (2010) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2010.09.060 · Cited by 121 · cited 2× · see citing works
“, 2010; Mezzacappa and Buckner, 2010) children born preterm (Lohaugen et al., 2011) and adults recovering from stroke and other acquired brain injuries (Westerberg et al.”
BackgroundMezzacappa, E., & Buckner, J. C. (2010) · School Mental Health · doi:10.1007/s12310-010-9030-9 · Cited by 107 · cited 5× · see citing works
“…al., 2011) and in children with attention-deficit hyperactivity disorder (ADHD) (Klingberg et al., 2002, 2005; Beck et al., 2010; Holmes et al., 2010; Mezzacappa and Buckner, 2010) children born preterm (Lohaugen et al., 2011) and adults recovering from stroke and other acquired brain injuries…”
BackgroundInfluentialImproving memory span in children with Down syndrome
Conners, F. A., Rosenquist, C. J., Arnett, L., Moore, M. S., & Hume, L. E. (2007) · Journal of Intellectual Disability Research · doi:10.1111/j.1365-2788.2007.01015.x · Cited by 106 · cited 2× · see citing works
“Similar findings were found by Conners et al. (2008) for a verbal rehearsal task in children with Down’s syndrome.”
BackgroundResultDopamine, working memory, and training induced plasticity: Implications for developmental research.
Söderqvist, S., Nutley, S. B., Peyrard‐Janvid, M., Matsson, H., Humphreys, K., Kere, J., & Klingberg, T. (2011) · Developmental Psychology · doi:10.1037/a0026179 · Cited by 77 · see citing works
Self-citationNATIONAL IQS PREDICT DIFFERENCES IN SCHOLASTIC ACHIEVEMENT IN 67 COUNTRIES
Lynn, R., Meisenberg, G., Mikk, J., & Williams, A. (2007) · Journal of Biosocial Science · doi:10.1017/s0021932007001964 · Cited by 69 · cited 1× · see citing works
“Gf is independent from skills relying on previously learnt knowledge, commonly referred to as crystallized intelligence, but is of great importance for academic achievement (Lynn et al., 2007; Alloway and Alloway, 2010).”
BackgroundBrown, A. L., Campione, J. C., Bray, N. W., & Wilcox, B. L. (1973) · Journal of Experimental Psychology · doi:10.1037/h0035798 · Cited by 66 · see citing works
Memory profiles in children with mild intellectual disabilities: Strengths and weaknesses
van der Molen, M. J., Luit, J. E. H. V., Jongmans, M. J., & van der Molen, M. W. (2009) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2009.04.005 · Cited by 61 · cited 4× · see citing works
“In addition to impaired intelligence, these children often show impaired performance on both visuo-spatial and verbal WM (Van der Molen et al., 2009).”
BackgroundInfluentialMemory training for children with Down syndrome
Conners, F. A., Rosenquist, C. J., & Taylor, L. (2001) · Down Syndrome Research and Practice · doi:10.3104/reports.111 · Cited by 52 · cited 1× · see citing works
“Initial studies focused on teaching rehearsal strategies and some studies did show that this approach can improve WM performance (Brown et al., 1973; Kramer and Engle, 1981; Conners et al., 2001, 2008).”
BackgroundKramer, J. J., & Engle, R. W. (1981) · Journal of Experimental Child Psychology · doi:10.1016/0022-0965(81)90111-9 · Cited by 34 · cited 3× · see citing works
“However, no advantage from teaching rehearsal strategies was found compared with training without specific strategy related instructions (Kramer and Engle, 1981).”
BackgroundS.10.03 Computerized training of working memory in children with ADHD
Klingberg, T. (2007) · European Neuropsychopharmacology · doi:10.1016/s0924-977x(07)70216-x · Cited by 23 · see citing works
Self-citation
Flagged first, then by citations
7 of the 46 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Alloway T. P. (2007). Automated Working Memory Assessment Manual. Oxford: Harcourt
- Raven J. C. (1998). Manual for Raven's Progressive Matrices. Oxford: Oxford Psychologists Press
Cited by
Sorted by citations
Diamond, A., & Ling, D. S. (2016) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2015.11.005 · Cited by 1,177 · see citing works
Melby-Lervåg, M., Redick, T. S., & Hulme, C. (2016) · Perspectives on Psychological Science · doi:10.1177/1745691616635612 · Cited by 910 · see citing works
“Clearly, the most critical issue, theoretically and practically, is whether or not working memory training produces far-transfer effects (Barnett & Ceci, 2002; Taatgen, 2013), for which our previous review (Melby-Lervåg & Hulme, 2013) failed to find any convincing evidence. These findings of small immediate effects wi…”
Working memory and executive functions: effects of training on academic achievement
Titz, C., & Karbach, J. (2014) · Psychological Research · doi:10.1007/s00426-013-0537-1 · Cited by 388 · see citing works
Shonkoff, J. P., & Fisher, P. A. (2013) · Development and Psychopathology · doi:10.1017/s0954579413000813 · Cited by 330 · see citing works
Diamond, A. D., & Ling, D. S. (2019) · Oxford University Press eBooks · doi:10.1093/oso/9780199974467.003.0008 · Cited by 290 · see citing works
Traverso, L., Viterbori, P., & Usai, M. C. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00525 · Cited by 201 · see citing works
“…2011), most studies were focused on school age children (8–12 years, Diamond and Lee, 2011), sometimes with contradictory results (no EF gains in children with autistic spectrum disorder, Fisher and Happe, 2005; a positive effect in children with intellectual disabilities, Söderqvist et al., 2012).”
BackgroundWeicker, J., Villringer, A., & Thöne-Otto, A. (2016) · Neuropsychology · doi:10.1037/neu0000227 · Cited by 147 · see citing works
Video Game Training Enhances Visuospatial Working Memory and Episodic Memory in Older Adults
Toril, P., Avilés, J. M. R., Mayas, J., & Ballesteros, S. (2016) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2016.00206 · Cited by 137 · see citing works
What’s Working in Working Memory Training? An Educational Perspective
Redick, T. S., Shipstead, Z., Wiemers, E. A., Melby-Lervåg, M., & Hulme, C. (2015) · Educational Psychology Review · doi:10.1007/s10648-015-9314-6 · Cited by 132 · see citing works
“…al. 2009; Wang et al. 2014; Zhao et al. 2011), combination of working memory training and another type of training (Aries et al. 2014, Experiment 1; Soderqvist et al. 2012), and no working memory transfer assessed in same sample as achievement tests assessed (Dahlin 2011, 2013; Holmes and…”
On the validity and generality of transfer effects in cognitive training research
Noack, H., Lövdén, M., & Schmiedek, F. (2014) · Psychological Research · doi:10.1007/s00426-014-0564-6 · Cited by 125 · see citing works
“, 2012), another 31 studies provided multiple task training that either tapped into one single cognitive ability (e.g., Chein & Morrison, 2010; Jackson, Hill, Payne, Roberts, & Stine-Morrow, 2012; McArdle & Prindle, 2008; Owen et al., 2010; Richmond, Morrison, Chein, & Olson, 2011; Söderqvist et al., 2012; Thorell et…”
BackgroundTraining-induced cognitive and neural plasticity
Karbach, J., & Schubert, T. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00048 · Cited by 127 · see citing works
“…by evidence indicting that cognitive plasticity is not only present in healthy individuals, but can also be found in patients suffering from developmental disorders (Kray et al., 2012), intellectual disability (Söderqvist et al., 2012), and chronic traumatic brain injury (Sacco et al., 2011).”
BackgroundInfluentialEffect of working memory training on working memory, arithmetic and following instructions
Nutley, S. B., & Klingberg, T. (2014) · Psychological Research · doi:10.1007/s00426-014-0614-0 · Cited by 120 · see citing works
Self-citationHolistic face training enhances face processing in developmental prosopagnosia
Degutis, J. M., Cohan, S., & Nakayama, K. (2014) · Brain · doi:10.1093/brain/awu062 · Cited by 114 · see citing works
“15).”
Cogmed WM training: Reviewing the reviews
Shinaver, C. S., Entwistle, P. C., & Söderqvist, S. (2014) · Applied Neuropsychology Child · doi:10.1080/21622965.2013.875314 · Cited by 115 · see citing works
Self-citationTraining on Working Memory and Inhibitory Control in Young Adults
Maraver, M. J., Bajo, M. T., & Gomez-Ariza, C. J. (2016) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2016.00588 · Cited by 96 · see citing works
“Several studies have demonstrated positive effects of WM training in different age groups (Borella et al., 2010; Söderqvist et al., 2012; Jaeggi et al., 2013) with transfer to trained and untrained domains such as mathematical performance (Dahlin, 2013; Bergman-Nutley and Klingberg, 2014), reading…”
BackgroundIndividual differences and long-term consequences of tdcs-augmented cognitive training
Katz, B., Au, J., Buschkuehl, M., Abagis, T., Zabel, C., Jaeggi, S. M., & Jonides, J. (2017) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01115 · Cited by 93 · see citing works
Kirk, H., Gray, K. M., Riby, D. M., & Cornish, K. M. (2015) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2014.12.026 · Cited by 97 · see citing works
Working Memory Training is Associated with Long Term Attainments in Math and Reading
Söderqvist, S., & Nutley, S. B. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01711 · Cited by 78 · see citing works
Self-citationCogmed Working Memory Training Product Review
Roche, J. D., & Johnson, B. D. (2014) · Journal of Attention Disorders · doi:10.1177/1087054714524275 · Cited by 72 · see citing works
Nutley, S. B., & Söderqvist, S. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00069 · Cited by 71 · see citing works
“Furthermore, baseline cognitive capacities have been found to be a predictor of both training improvements and transfer effects in a sample of children with intellectual disability (Söderqvist et al., 2012).”
BackgroundSelf-citationSöderqvist, S., Matsson, H., Peyrard‐Janvid, M., Kere, J., & Klingberg, T. (2013) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00478 · Cited by 71 · see citing works
Self-citationDanielsson, H., Zottarel, V., Palmqvist, L., & Lanfranchi, S. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01230 · Cited by 56 · see citing works
“In Van der Molen et al. (2010) and Söderqvist et al. (2012) the control group was given a non-adaptive version of the target training.”
BackgroundMethodKirk, H., Gray, K. M., Ellis, K., Taffe, J. R., & Cornish, K. M. (2016) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12615 · Cited by 57 · see citing works
“…for children with IDD comes from the lack of transfer to other skills, such as behavioural attention, e.g. ADHD symptoms, (de Vries et al., 2015; Soderqvist et al., 2012), sustained attention (de Vries et al., 2015) and attentional control (Bennett et al., 2013; Van der Molen et al., 2010).”
BackgroundInfluentialNeural changes after training to perform cognitive tasks
Qi, X.-L., & Constantinidis, C. (2012) · Behavioural Brain Research · doi:10.1016/j.bbr.2012.12.017 · Cited by 43 · see citing works
Kirk, H., Gray, K. M., Ellis, K., Taffe, J. R., & Cornish, K. M. (2017) · American Journal on Intellectual and Developmental Disabilities · doi:10.1352/1944-7558-122.2.97 · Cited by 52 · see citing works
Moreno, M. T., Canals, J., & Colomina, M. T. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.647399 · Cited by 46 · see citing works
“Almost half of the studies did not refer to any follow-up monitoring, and the interval of the rest was between 2 months to 1 year (45, 46, 50, 61, 64).”
BackgroundMethodInfluentialBrain Training in Children and Adolescents: Is It Scientifically Valid?
Rossignoli-Palomeque, T., Pérez-Hernández, E., & González-Marqués, J. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00565 · Cited by 52 · see citing works
“Finally, we found a DNA genotype study (Söderqvist et al., 2012) which examined the effects of polymorphisms in five genes involved in dopaminergic pathways after CT:WM training, Non-verbal reasoning training (NVR) or a combination, in preschoolers though a pseudorandomized controlled trial.”
BackgroundResultInfluentialExecutive Function, Theory of Mind, and Adaptive Behavior
Coulacoglou, C., & Saklofske, D. H. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-802219-1.00005-5 · Cited by 40 · see citing works
Hessl, D. R., Schweitzer, J. B., Nguyen, D. V., McLennan, Y. A., Johnston, C. K., Shickman, R., & Chen, Y. (2019) · Journal of Neurodevelopmental Disorders · doi:10.1186/s11689-019-9264-2 · Cited by 38 · see citing works
Powell, G., Wass, S. V., Erichsen, J. T., & Leekam, S. (2016) · Autism · doi:10.1177/1362361315617880 · Cited by 39 · see citing works
“Future work with larger sample sizes and more comprehensive assessment of ability levels will help to identify whether training had a larger effect on children with more, or less, severe general cognitive impairments (Soderqvist et al., 2012).”
BackgroundWagle, S., Ghosh, A., Karthic, P., Ghosh, A., Pervaiz, T., Kapoor, R., Patil, K., & Gupta, N. (2021) · Scientific Reports · doi:10.1038/s41598-021-93258-w · Cited by 35 · see citing works
Training of Executive Functions in Children: A meta-analysis of cognitive training interventions
Birtwistle, E., Chernikova, O., Wünsch, M., & Niklas, F. (2025) · SAGE Open · doi:10.1177/21582440241311060 · Cited by 47 · see citing works
“Younger children mainly benefited from training with task feedback, and when there was feed-back, young children benefited from verbal feedback more when compared to visual feedback (So¨derqvist et al., 2012; So¨derqvist & Bergman Nutley, 2015).”
Personalized technology-enhanced training for people with cognitive impairment
Buzzi, M. C., Buzzi, M., Perrone, E., & Senette, C. (2018) · Universal Access in the Information Society · doi:10.1007/s10209-018-0619-3 · Cited by 39 · see citing works
“Literature confirms the crucial role of rehabilitation time in obtaining positive effects from psycho-physical training [4, 5, 8, 28, 35, 40, 49, 52].”
BackgroundLucchese, B. D., Parravicini, S., Filogna, S., Mangani, G., Beani, E., Lieto, M., Bardoni, A., Bertamino, M., Papini, M., Tacchino, C. M., et al. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1295273 · Cited by 33 · see citing works
Fikkers, K. M., Piotrowski, J. T., & Valkenburg, P. M. (2019) · Journal of Communication · doi:10.1093/joc/jqz003 · Cited by 31 · see citing works
Near and Far Transfer in Cognitive Training: A Second-Order Meta- AnalysisPreprint
Sala, G., Aksaylı, N. D., Tatlidil, K. S., et al. (2018) · doi:10.31234/osf.io/9efqd · Cited by 31 · see citing works
Foy, J. G. (2014) · International Education Research · doi:10.12735/ier.v2i2p19 · Cited by 32 · see citing works
“In contrast, such findings have not been found among children with intellectual disabilities (Söderqvist et al., 2012), suggesting that the gains seen in low-scoring normal children are more than simply the result of a regression to the mean, else the same result should have obtained in the…”
ResultChen, X., Ye, M., Chang, L., Chen, W., & Zhou, R. (2017) · Journal of Learning Disabilities · doi:10.1177/0022219417712015 · Cited by 28 · see citing works
Computer-based training in math improves inductive reasoning of 9- to 11-year-old children
Mousa, M., & Molnár, G. (2020) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2020.100687 · Cited by 25 · see citing works
Harrell, W., Eack, S. M., Hooper, S. R., Keshavan, M. S., Bonner, M., Schoch, K., & Shashi, V. (2013) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2013.05.009 · Cited by 24 · see citing works
Dekker, M. C., Ziermans, T. B., & Swaab, H. (2016) · Journal of Intellectual Disability Research · doi:10.1111/jir.12276 · Cited by 24 · see citing works
Video games and intellectual disabilities: a literature review
Jiménez, M. R., Pulina, F., & Lanfranchi, S. (2015) · LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) · Cited by 22 · see citing works
Suárez-Iglesias, D., Martínez‐de‐Quel, Ó., Moldes, J. M., & Ayán, C. (2021) · Games for Health Journal · doi:10.1089/g4h.2020.0138 · Cited by 19 · see citing works
A feasibility trial of Cogmed working memory training in fragile X syndrome
Berkowitz-Sutherland, L., Schneider, A., Schweitzer, J. B., Hessl, D. R., Hagerman, R. J., & Au, J. (2015) · Journal of Pediatric Genetics · doi:10.3233/pge-14098 · Cited by 21 · see citing works
“[28], which did not yield any significant improvements in their non-adaptive control group.”
BackgroundMethodResultInfluentialStuder-Luethi, B., Törmänen, M. R. K., Margelisch, K., Hogrefe, A. B., & Perrig, W. J. (2022) · Journal of Cognitive Enhancement · doi:10.1007/s41465-022-00242-x · Cited by 19 · see citing works
Learning games for the cognitively impaired people
Buzzi, M. C., Buzzi, M., Perrone, E., Rapisarda, B., & Senette, C. (2016) · International Web for All Conference (W4A) · doi:10.1145/2899475.2899487 · Cited by 18 · see citing works
“According to several authors investigating the positive effects of psycho-physical training in different pathological situations including DS [2, 3, 4, 13, 16, 17, 19, 22], it is fundamental to maximize the rehabilitation time.”
BackgroundComputer-Based Assessment of Chinese Students’ Component Skills of Problem Solving: A Pilot Study
Wu, H., & Molnár, G. (2017) · International Journal of Information and Education Technology · doi:10.18178/ijiet.2018.8.5.1067 · Cited by 17 · see citing works
A tablet computer-based cognitive training program for young children with cognitive impairment
Ko, E. J., Sung, I. Y., Yuk, J. S., Jang, D., & Yun, G. (2020) · Medicine · doi:10.1097/md.0000000000019549 · Cited by 15 · see citing works
Roording-Ragetlie, S., Spaltman, M., de Groot, E., Klip, H., Buitelaar, J. K., & Slaats-Willemse, D. I. E. (2021) · Journal of Intellectual Disability Research · doi:10.1111/jir.12895 · Cited by 15 · see citing works
“Furthermore, studies in children with BIF show improvements in short-term memory (STM) and WM as well as in academic achievements after WMT (Van der Molen et al. 2010; Söderqvist et al. 2012; Danielsson et al. 2015).”
BackgroundOttersen, J., & Grill, K. M. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01233 · Cited by 16 · see citing works
“In the Söderqvist et al. (2012) study, all the children were pseudo-randomized into an intervention group or an active control group, after controlling for gender and chronological age by independent personnel.”
BackgroundMethodResultInfluentialSelf-citationLim, J. M. (2019) · Advances in Autism · doi:10.1108/aia-12-2018-0050 · Cited by 15 · see citing works
The Effectiveness of Working Memory Training for Children With Low Working Memory
Spencer‐Smith, M. M., Quach, J., Mensah, F. K., Roberts, G., Gathercole, S. E., Wake, M. A., & Anderson, P. J. (2020) · PEDIATRICS · doi:10.1542/peds.2019-4028 · Cited by 13 · see citing works
Effects of game-based digital interventions for mental disorders: A meta-analysis
Zhan, J., Liu, C., Wang, Z., Cai, Z., & He, J. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.07.095 · Cited by 15 · see citing works
Roording-Ragetlie, S., Klip, H., Buitelaar, J. K., & Slaats-Willemse, D. I. E. (2017) · BMC Psychiatry · doi:10.1186/s12888-017-1274-6 · Cited by 14 · see citing works
“MBID-group report improvements in short-term memory (STM) and working memory (WM) as well as in academic achievements [4, 5].”
BackgroundMultimedia of Educational Game for Disability Intellectual Learning Process: A Systematic Review
Hardiyanti, F. P., & Azizah, N. (2019) · International Conference on Software and Information Engineering · doi:10.2991/icsie-18.2019.66 · Cited by 17 · see citing works
“Some authors have used special computerized training programs for students with intellectual disabilities that show their usefulness in improving cognitive abilities, such as non-verbal [25] working memory [26], metacognition [27], in improving the learning of basic mathematical concepts [28].”
BackgroundScott, H. M., Harvey, D. J., Li, Y., McLennan, Y. A., Johnston, C. K., Shickman, R., Piven, J., Schweitzer, J. B., & Hessl, D. R. (2020) · Brain Sciences · doi:10.3390/brainsci10100671 · Cited by 12 · see citing works
“Future cognitive training trial designs for FXS and IDDs should carefully consider the type of control condition utilized to examine training efficacy and perhaps more rigorous screening to ensure that participants are capable not only of performing cognitive tasks but also demonstrate capacity for making gains.”
BackgroundInfluentialComputer-Based Cognitive Training in Adults with Down’s Syndrome
Bargagna, S., Bozza, M., Buzzi, M. C., Buzzi, M., Doccini, E., & Perrone, E. (2014) · Lecture notes in computer science · doi:10.1007/978-3-319-07440-5_19 · Cited by 13 · see citing works
“…memory performance in healthy children and adults [8-11], in adults recovering from strokes and other acquired brain injuries [12, 13], and in children born preterm [14], in children with at-tention-deficit hyperactivity disorder (ADHD) [15], and in children with intellectual disabilities [16].”
BackgroundWu, J., Peng, J., Li, Z., Deng, H., Huang, Z.-M., He, Y., Tu, J., Cao, L., & Huang, J. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1059889 · Cited by 12 · see citing works
“Several studies also showed that CCT can improve the academic achievement of children with IDD (Söderqvist et al., 2012; Dunning et al., 2013; Kirk et al., 2015; Kirk H. E. et al., 2017).”
BackgroundAdvancement of inductive reasoning of engineering students
Tóth, P., & Pogátsnik, M. (2022) · The Hungarian Educational Research Journal · doi:10.1556/063.2022.00120 · Cited by 10 · see citing works
Borji, R., Fendri, T., Kasmi, S., Haddar, E., Laatar, R., Sahli, S., & Rebai, H. (2023) · Journal of Motor Behavior · doi:10.1080/00222895.2023.2201183 · Cited by 8 · see citing works
“…study, verbal fluency was not part of the training component, a general cognitive training involving different cognitive tasks could result on a cross-domain transfer of the training effect as reported by previous studies in individuals with ID (Ottersen & Grill, 2015; S€oderqvist et al., 2012).”
ResultWorking Memory Training and Cogmed
Entwistle, P. C., & Shinaver, C. S. (2013) · Springer eBooks · doi:10.1007/978-1-4614-8106-5_26 · Cited by 9 · see citing works
van der Donk, M. L. A., van Viersen, S., Hiemstra‐Beernink, A., Kalff, A. C., van der Leij, A., & Lindauer, R. (2017) · Applied Cognitive Psychology · doi:10.1002/acp.3327 · Cited by 9 · see citing works
Pascoe, L., Spencer‐Smith, M. M., Wiley, J. F., Lee, K. J., Roberts, G., Josev, E. K., Nosarti, C., Seal, M. L., Georgiou‐Karistianis, N., Doyle, L. W., et al. (2019) · Journal of Cognitive Enhancement · doi:10.1007/s41465-019-00138-3 · Cited by 8 · see citing works
Mousa, M., & Molnár, G. (2019) · Journal of Studies in Education · doi:10.5296/jse.v9i2.14517 · Cited by 8 · see citing works
Rudner, T., Hume, D. J., Larmuth, K., Atterbury, E. M., Rauch, L., & Kroff, J. (2021) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2021.108689 · Cited by 8 · see citing works
Roording-Ragetlie, S., Pieters, S., Wennekers, E., Klip, H., Buitelaar, J. K., & Slaats-Willemse, D. I. E. (2023) · Journal of Intellectual Disability Research · doi:10.1111/jir.13047 · Cited by 7 · see citing works
Cassanelli, P. M., Cladouchos, M. L., Macedo, G. V. F., Sifonios, L. L., Giaccardi, L. I., Gutiérrez, M. L., Gravielle, M. C., & Wikinski, S. (2015) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2015.02.011 · Cited by 7 · see citing works
“…suffering attention deficit disorder (Rapport et al., 2013) fetal alcohol spectrum disorder (Loomes et al., 2008) or intellectual disability (Söderqvist et al., 2012), as well as for persons with schizophrenia (Hubacher et al., 2013) or recovering from brain injury (Lundqvist et al., 2010;…”
BackgroundOrsolini, M., Melogno, S., Scalisi, T. G., Latini, N., Caira, S., Martini, A., & Federico, F. (2018) · Psicologí a Educativa · doi:10.5093/psed2018a12 · Cited by 8 · see citing works
“Effects on verbal working memory – as assessed by dual tasks asking both processing and memorization of verbal stimuli – are rare (but see Costa, Purser, & Passolunghi, 2015; Orsolini, Melogno, Latini, Penge & Conforti, 2015; Söderqvist et al., 2012).”
BackgroundWorking Memory Training in Children: A Review of Basic Methodological Criteria
Vernucci, S., Juric, L. C., Introzzi, I. M., & Richard’s, M. M. (2019) · Psychological Reports · doi:10.1177/0033294119832978 · Cited by 9 · see citing works
Theoretical and Clinical Foundations of the WISC-V Index Scores
Weiss, L. G., Holdnack, J. A., Saklofske, D. H., & Prifitera, A. (2015) · Elsevier eBooks · doi:10.1016/b978-0-12-404697-9.00004-2 · Cited by 8 · see citing works
Neugnot-Cerioli, M., Gagner, C., & Beauchamp, M. H. (2017) · Cogent Psychology · doi:10.1080/23311908.2017.1284360 · Cited by 8 · see citing works
“Until now, the limited literature addressing putative training of intellectual functions has mostly focused on normative populations and little data exists testing the modifiability of IQ in clinical populations (Soderqvist et al., 2012).”
BackgroundResultInfluentialWu, H., Saleh, A. R., & Molnár, G. (2022) · Asia Pacific Education Review · doi:10.1007/s12564-022-09750-z · Cited by 7 · see citing works
Kirk, H., Raber, A., Richmond, S., & Cornish, K. M. (2020) · Journal of Intellectual & Developmental Disability · doi:10.3109/13668250.2020.1821939 · Cited by 7 · see citing works
“This account has gained recent support within childhood populations (Gathercole et al., 2019; Minder et al., 2019), including children with IDD (Söderqvist et al., 2012).”
BackgroundResultHindman, S., King, R., & Pereira, A. (2025) · Computers & Education · doi:10.1016/j.compedu.2025.105344 · Cited by 6 · see citing works
Bach, K. M., Reinhold, F., & Hofer, S. I. (2025) · npj Science of Learning · doi:10.1038/s41539-025-00358-7 · Cited by 13 · see citing works
“Non-verbal relational reasoning, a subset of intelligence 68 , encompasses the ability to identify repeated patterns, logical sequences, or classi fi cations without relying on language or verbal cues 69 .”
Corti, C., Oldrati, V., Storm, F. A., Bardoni, A., Strazzer, S., & Romaniello, R. (2022) · Journal of Intellectual Disabilities · doi:10.1177/17446295221095712 · Cited by 5 · see citing works
Musso, M., Cómbita, L. M., Cascallar, E. C., & Rueda, M. R. (2022) · Mind Brain and Education · doi:10.1111/mbe.12336 · Cited by 3 · see citing works
Robledo-Castro, C., Ramírez-Suárez, G. R., & Rodríguez, L. H. R. (2024) · MethodsX · doi:10.1016/j.mex.2024.102877 · Cited by 8 · see citing works
“Additionally, these programs have led to improvements in executive functions (EF) in children with behavioral, emotional, and social difficulties [ 11 ], non-verbal memory in children with intellectual disabilities [ 12 ], and reading skills in children with special educational needs [ 13 ].”
BackgroundApplying Computer-based Testing in Palestine: Assessing Fourth and Fifth Graders Inductive Reasoning
Mousa, M., & Molnár, G. (2019) · Journal of Studies in Education · doi:10.5296/jse.v9i3.14799 · Cited by 4 · see citing works
“The importance of Inductive reasoning can be seen in the point of its strong relatedness to almost all higher order thinking skills (Csapó, 1997; Molnár et al., 2013; Schubert et al., 2012).”
BackgroundTreating verbal working memory in a boy with intellectual disability
Orsolini, M., Melogno, S., Latini, N., Penge, R., & Conforti, S. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01091 · Cited by 4 · see citing works
“Soderqvist et al. (2012) analyzed the effects of a training procedure combining working memory and non-verbal reasoning (NVR) tasks.”
BackgroundInfluentialTraining-induced cognitive and neural plasticity
(2013) · Frontiers research topics · doi:10.3389/978-2-88919-145-1 · Cited by 4 · see citing works
Spencer‐Smith, M. M., & Klingberg, T. (2017) · Wiley eBooks · doi:10.1002/9781118920497.ch28 · Cited by 4 · see citing works
Self-citationA mérnökhallgatók induktív gondolkodása
Tóth, P., & Pogátsnik, M. (2021) · Iskolakultúra · doi:10.14232/iskkult.2021.10.38 · Cited by 3 · see citing works
Technological Tools for the Intervention and Computerized Dynamic Assessment of Executive Functions
Bustamante, J. C., & Navarro, J. J. (2022) · Advances in psychology, mental health, and behavioral studies (APMHBS) book series · doi:10.4018/978-1-7998-9075-1.ch014 · Cited by 4 · see citing works
Guan, X., Zheng, W., Fan, K., Xu, H., Hu, B., Li, X., Yan, Z., Lü, Z., & Gong, J. F. (2024) · Brain Imaging and Behavior · doi:10.1007/s11682-023-00799-x · Cited by 3 · see citing works
“…before WJ Zheng, Z Lu and J Gong) and approval of final version to be pub - lished and agreement to be accountable for the integrity and accuracy of all aspects of the work (All authors). mainly involving the frontal lobe (Dosenbach et al., 2010; Paz-Alonso et al., 2014 ; Soderqvist et al., 2012 ).”
Time to Plan : How to support everyday planning in adolescents with intellectual disability
Palmqvist, L. (2020) · Studies from the Swedish Institute for Disability Research · doi:10.3384/diss.diva-164916 · Cited by 2 · see citing works
“To conclude, research might be beneficial for individuals with ID when training specific EFs, such as WM, and several studies have investigated the feasibility of cognitive training programs for individuals with ID with promising results (Danielsson et al., 2015; Lanfranchi et al., 2017; Söderqvist et al., 2012).”
BackgroundMethodPalmqvist, L., Danielsson, H., Jönsson, A., & Rönnberg, J. (2020) · Journal of Cognitive Education and Psychology · doi:10.1891/jcep-d-19-00039 · Cited by 2 · see citing works
Kirk, H., Richmond, S., Cornish, K. M., & Spencer‐Smith, M. M. (2021) · Journal of Cognitive Enhancement · doi:10.1007/s41465-021-00229-0 · Cited by 3 · see citing works
Archambault, C., Tullo, D., Clark, E., Faubert, J., & Bertone, A. (2021) · Pilot and Feasibility Studies · doi:10.1186/s40814-021-00879-z · Cited by 2 · see citing works
“teria, the retention rate from baseline to post-intervention assessments (83%) was similar to previous cognitive training studies conducted with participants with intellectual challenges [20, 22].”
BackgroundResultGire, C., Anzola, A. B., Kaminski, M., Baumstarck, K., Ancel, P., Berbis, J., for EPIREMED-Study Group, Zahed, M., Garcia, P., Desiles, T., et al. (2021) · BMC Pediatrics · doi:10.1186/s12887-021-02867-x · Cited by 3 · see citing works
Complementary and Alternative Therapies
Glanzman, M. M., & Toomey, M. (2016) · Evidence-based practices in behavioral health · doi:10.1007/978-3-319-26583-4_10 · Cited by 2 · see citing works
Helland-Riise, F., & Martinussen, M. (2017) · PsykTestBarn · doi:10.21337/0055 · Cited by 2 · see citing works
Theoretical and Clinical Foundations of the Wechsler Intelligence Scale for Children—Fifth Edition
Weiss, L. G., Holdnack, J. A., Saklofske, D. H., & Prifitera, A. (2019) · Elsevier eBooks · doi:10.1016/b978-0-12-815744-2.00004-5 · Cited by 2 · see citing works
Gourlat, E., Rattat, A., & Albinet, C. T. (2024) · Psychologie Française · doi:10.1016/j.psfr.2024.03.001 · Cited by 1 · see citing works
Shaping Executive Functions of Neurodiverse Children Through Digital Technologies
Costescu, C. A., David, C., & Roșan, A. (2024) · Integrated science · doi:10.1007/978-3-031-76414-1_8 · Cited by 3 · see citing works
AAC selection through dynamic assessment for a child with intellectual disability
Venkatraman, K., Harikrishnan, D., & Sriramachandran, S. S. (2025) · BMJ Case Reports · doi:10.1136/bcr-2024-260363 · Cited by 1 · see citing works
Remédiation cognitive chez les adultes ayant une déficience intellectuelle
Rigard, C., & Demily, C. (2016) · Elsevier eBooks · doi:10.1016/b978-2-294-74526-3.00013-9 · Cited by 1 · see citing works
Gibson, B. S., & Tannock, R. (2013) · Cited by 1 · see citing works
Development Level of Pedagogical Students' Inductive Thinking in the 21th Century
Péter, T., & Kinga, H. (2022) · Opus et Educatio · doi:10.3311/ope.509 · Cited by 1 · see citing works
Rao, P. T., & Solomon, J. M. (2024) · Journal of Motor Behavior · doi:10.1080/00222895.2024.2322555 · Cited by 1 · see citing works
“Computer-based cognitive training interventions have improved cognitive abilities, specifically working memory and non-verbal reasoning, among children with ID (Delavarian et al., 2015; Ko et al., 2020; S € oderqvist et al., 2012).”
BackgroundResultInfluential
- Authors
- Söderqvist, S., Nutley, S. B., Ottersen, J., Grill, K. M., & Klingberg, T.
- Affiliations
- Karolinska Institutet (SE)
- Drammen Hospital (NO)
- Corresponding author
- Söderqvist, Stina
- Venue
- Frontiers in Human Neuroscience
- Publisher
- Frontiers Media SA
- Published
- 2012
- Volume
- 6
- Pages
- 271-271
- ISSN
- 1662-5161 (ISSN-L)
- PMC
- PMC3462333
- OpenAlex
- W2002849503
- Semantic Scholar
- e8c54f3dc756dededc9cdb197a0c428ca763909b
- Cited by
- 127
- References
- 46
- Citations by year
- 2026: 4 · 2025: 7 · 2024: 9 · 2023: 5 · 2022: 8 · 2021: 10 · 2020: 12 · 2019: 14 · 2018: 6 · 2017: 13 · 2016: 9 · 2015: 14 · 2014: 8 · 2013: 7 · 2012: 1
- FWCI
- 12.88
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Frontiers in Human Neuroscience (publishedVersion, cc-by)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Down syndrome and intellectual disability research
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Keywords
- intellectual disability, cognitive training, nonverbal reasoning, working memory, adaptive training, children, transfer effects, gender differences, comorbidities, verbal working memory, feasibility, long-term follow-up
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