Cited by 129Cognitive Abilities and TestingDown syndrome and intellectual disability researchDevelopmental and Educational Neuropsychology

Computerized training of non-verbal reasoning and working memory in children with intellectual disability.

Open access
Söderqvist, Stina, Nutley, Sissela B., Ottersen, Jon, Grill, Katja M., Klingberg, Torkel·2012·Frontiers in Human Neuroscience

Abstract

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

Registry

Crossref · 10.3389/fnhum.2012.00271

Cites

39 of 39 references verified0 citation errors · 0 not checkable

Statistics

14 tests recomputed · 2 with the reported and recomputed p on opposite sides of .05

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
  • May combine two claims. 28
  • Classified as probably not a substantial claim. 19
  • May combine two claims.

    Findingown data

    Amount 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 data

    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.

    “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 claim
  • May combine two claims.

    Findingown data

    In 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 data

    In 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 claim
  • May combine two claims.

    Findingown data

    At 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.

    Premisecitation

    Using 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.

    Premisecitation

    Children 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.

  • Classified as probably not a substantial claim.

    Study design and conductown data

    Participants 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Variants 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 data

    It 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 claim
  • May combine two claims.

    Premisecitation

    Effects 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

      Not checked in the free run.

    • cites Jaeggi et al., 2008

      Not checked in the free run.

    • cites Holmes et al., 2009

      Not checked in the free run.

  • May combine two claims.

    Study design and conductown data

    T-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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Training 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 claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Gf 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

      Not checked in the free run.

    • cites Alloway and Alloway, 2010

      Not checked in the free run.

  • May combine two claims.

    Study design and conductown data

    Chi 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Training 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Children 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 claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    All 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    Inconsistent 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

      Not checked in the free run.

    • cites Jaeggi et al., 2011

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Out 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Training 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.

    Premisecitation

    Working 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

      Not checked in the free run.

    • cites Jaeggi et al., 2008

      Not checked in the free run.

    • 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 data

    Twenty-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 claim
  • May combine two claims.

    Interpretationcitation

    Intellectual 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 claim
  • May combine two claims.

    Premisecitation

    Working 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).

    Premisecitation

    Teaching 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 data

    Due 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Baseline 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.

    Premisecitation

    In 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 conductreasoning

    To 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 claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationreasoning

    Their 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.

    Premisecitation

    No 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 data

    Females 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 data

    Training 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.

    Interpretationcitation

    Performance 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 given

    Other 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Transfer 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 data

    Training 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 data

    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.

    “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 data

    In 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.
41 of 41
  • 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).”
5 of 5

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

    Major

    The 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

  • Inconsistent p-value across alpha = .05: F(1, 18) = 4.88, p = .434

    Major

    The 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

  • Inconsistent p-value: F(1, 13) = 29.49, p = .049

    Minor

    The 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

3 of 3

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”

14 of 14

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

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

  1. Alloway T. P. (2007). Automated Working Memory Assessment Manual. Oxford: Harcourt
  2. Raven J. C. (1998). Manual for Raven's Progressive Matrices. Oxford: Oxford Psychologists Press

Cited by

Sorted by citations

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
Published
2012
Volume
6
Pages
271-271
ISSN
1662-5161 (ISSN-L)
OpenAlex
W2002849503
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
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

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-08.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-08.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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