Longitudinal associations between executive functions and metacognitive monitoring in 5- to 8-year-olds
Open accessAbstract
Pronounced developmental progression during the transition to formal schooling can be found in executive functions (EF) and metacognition (MC). However, it is still unclear whether and how EF and MC influence each other during this transition. Previous research with young children suggests that inhibition may be a prerequisite for monitoring skills. Thus, the present longitudinal study investigated the association between the common subcomponents of EF (inhibition, working memory, and shifting) assessed in kindergarten (T1) and metacognitive monitoring assessed in 2nd grade (T2) in a sample of N = 84 children. In line with our hypothesis, the results revealed a significant link only between the EF subcomponent inhibition and later metacognitive monitoring. More precisely, children with better inhibition skills in kindergarten showed less overconfident monitoring in elementary school. Interestingly, the longitudinal relationship between inhibition and monitoring was not bidirectional. The findings indicate an essential role of early inhibition skills regarding emerging and developing elementary school children’s monitoring skills.
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Written from the paper’s full text.
TL;DR
In a longitudinal sample of 84 Swiss children, early inhibition in kindergarten predicted less overconfident metacognitive monitoring in 2nd grade, whereas working memory and shifting did not. The inhibition–monitoring link was not bidirectional: earlier monitoring did not predict later inhibition.
Key findings
- Inhibition at T1 significantly predicted monitoring at T2, explaining 11% of variance (final model β = −0.30, p < .01; model R² = 0.13); working memory and shifting added only 1% additional variance and were not significant predictors.
- In the cross-lagged panel model, T1 inhibition significantly predicted T2 monitoring (β = −0.35, p < .01), but T1 monitoring did not predict T2 inhibition; inhibition showed high stability (β = 0.52, p < .001), while monitoring stability was low (β = −0.04, n.s.).
- Children were significantly overconfident at both T1, T(83) = 7.91, p < .001, d = 0.86, and T2, T(83) = 4.52, p < .001, d = 0.49, but became less overconfident from T1 to T2, F(1,83) = 14.4, p < .001, ηp² = 0.148.
- Paired-associate performance accuracy improved from 0.39 (SD = 0.22) at T1 to 0.59 (SD = 0.21) at T2, T(83) = −7.27, p < .001, d = −0.79.
Methods
- Longitudinal design with N = 84 children (49% female) assessed in kindergarten at T1 (M = 73.3 months, SD = 4.72) and in 2nd grade at T2 (M = 94.6 months, SD = 4.30); delay ranged from 17 to 24 months (M = 21.2, SD = 2.56).
- EF at T1 included inhibition (computerized Fruit Stroop), working memory (backward color span), and shifting (modified Dimensional Change Card Sort); inhibition was also assessed at T2. Metacognitive monitoring was measured with a paired-associates task and confidence judgments, quantified as a bias index.
- Analyses included hierarchical regression predicting T2 monitoring from T1 EF components and a cross-lagged panel model examining bidirectional inhibition–monitoring links, using Jamovi 1.6 and IBM SPSS Amos 25.
Limitations
- The paper states that shifting and working memory were assessed only at T1, limiting conclusions about their longitudinal relations with monitoring at school age, and that a direct effect of inhibition on monitoring—independent of taking time—cannot be ruled out.
- The sample was small (N = 84), drawn from nine public kindergartens and schools in German-speaking Switzerland, predominantly Caucasian and lower- to upper-middle class, with a 14% dropout among children invited at T2; generalizability is therefore limited.
- Evident from the text: the final cross-lagged path model was saturated with 0 degrees of freedom, so model fit could not be tested, and monitoring accuracy showed low stability from T1 to T2.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
2 of 47 cited sources checked · 2 supported · 0 flagged
- Premisecitation§ Discussion
An experimental intervention study using reflection training found that children receiving the reflection training substantially improved their EF skills compared to control groups.
“Compared to the control groups, children receiving the reflection training substantially improved their EF skills (Espinet et al., 2013).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Espinet et al., 2013 source
- Findingown data§ Bidirectional links between inhibition and monitoring
The cross-sectional link between inhibition and monitoring at T2 was not significant (β = 0.06, n.s.).
“In contrast, the cross-sectional link between inhibition and monitoring at T2 was not significant (β = 0.06, n.s.).”
Quote in the paperNot a substantial claim - Findingown data§ Discussion
Substantial stability could not be confirmed for monitoring.
“While our results revealed stability in inhibition, substantial stability could not be confirmed for monitoring.”
Quote in the paperSubstantial claim - Findingown data§ Discussion
Children remained significantly overconfident in elementary school.
“although children remained significantly overconfident in elementary school, they showed substantial improvements in their monitoring accuracy compared to kindergarten.”
Quote in the paperNot a substantial claim - Findingown data§ Earlier executive functions predicting monitoring
Inhibition at T1 significantly predicted monitoring at T2, explaining 11% of variance.
“Inhibition proved to be a significant predictor of monitoring, explaining 11% of variance.”
Quote in the paperSubstantial claim
- Findingown data§ Discussion
Monitoring skills in kindergarten did not significantly predict later inhibition in elementary school.
“revealing no significant link between monitoring skills in kindergarten and later inhibition in elementary school.”
Quote in the paperSubstantial claim - Findingown data§ Correlations between executive functions and monitoring
Longitudinally, only inhibition and monitoring were significantly correlated.
“Longitudinally, only inhibition and monitoring were significantly correlated.”
Quote in the paperNot a substantial claim - Findingown data§ Abstract
The longitudinal relationship between inhibition and monitoring was not bidirectional.
“Interestingly, the longitudinal relationship between inhibition and monitoring was not bidirectional.”
- Also stated in: § Bidirectional links between inhibition and monitoring · plain
“Interestingly, earlier monitoring skills had no significant effect on later inhibition skills.”
Quote in the paperSubstantial claim - Also stated in: § Bidirectional links between inhibition and monitoring · plain
- Findingown data§ Bidirectional links between inhibition and monitoring
Kindergarten children with better inhibition skills showed less overconfidence when monitoring their performance.
“indicating that kindergarten children with better inhibition skills showed less overconfidence when monitoring their performance.”
Quote in the paperSubstantial claim - Findingown data§ Earlier executive functions predicting monitoring
After accounting for monitoring T1, inhibition remained the only significant predictor of monitoring T2.
“The pattern of results remained the same with inhibition being the only significant predictor of monitoring T2.”
Quote in the paperSubstantial claim - Findingown data§ Discussion
Stability in inhibition was revealed.
“While our results revealed stability in inhibition, substantial stability could not be confirmed for monitoring.”
Quote in the paperSubstantial claim - Findingown data§ Development from T1 to T2
Children showed significant overconfidence at both T1 and T2.
“T tests comparing the bias index against 0 (realistic performance estimation) revealed a significant overconfidence at both measurement points, T1: T(83) = 7.91, p < .001,Cohen's d = 0.86; T2: T(83) = 4.52, p < .001,Cohen's d = 0.49.”
Quote in the paperNot a substantial claim - Findingown data§ Bidirectional links between inhibition and monitoring
Inhibition at T1 was significantly related to monitoring at T2 (β = -0.35, p < .01).
“Regarding the longitudinal links, we found that inhibition at T1 was significantly related to monitoring at T2 (β = -0.35,p < .01)”
Quote in the paperSubstantial claim - Findingown data§ Bidirectional links between inhibition and monitoring
The cross-sectional link between inhibition and monitoring at T1 was significant (β = -0.25, p < .05).
“The cross-sectional link between inhibition and monitoring at T1 was significant (β = -0.25,p < .05)”
Quote in the paperNot a substantial claim - Findingown data§ Development from T1 to T2
The inverse efficiency score for inhibition improved significantly from T1 to T2.
“A repeated measures ANOVA revealed a significant improvement of the IE score from T1 to T2, F(1,83) = 107, p < .001,η p ² = 0.295.”
Quote in the paperNot a substantial claim - Findingown data§ Discussion
Children showed substantial improvements in monitoring accuracy compared to kindergarten.
“although children remained significantly overconfident in elementary school, they showed substantial improvements in their monitoring accuracy compared to kindergarten.”
Quote in the paperSubstantial claim - Findingown data§ Development from T1 to T2
Children were significantly less overconfident at T2 compared to T1.
“Investigating the improvement of monitoring between T1 and T2, a repeated measures ANOVA revealed that children were significantly less overconfident at T2 compared to T1, F(1,83) = 14.4,p < .001,η p ² = 0.148.”
Quote in the paperSubstantial claim - Findingown data§ Correlations between executive functions and monitoring
At T1, inhibition and shifting were significantly correlated with monitoring.
“Regarding the correlations between the EF components and monitoring, we found significant crosssectional relations between the two components inhibition and shifting, and monitoring at T1.”
Quote in the paperNot a substantial claim - Findingown data§ Bidirectional links between inhibition and monitoring
There was a significant association between earlier and later inhibition skills (β = 0.52, p < .001), indicating high stability.
“Concerning stability, there was a significant association between earlier and later inhibition skills (β = 0.52, p < .001),indicating high stability.”
Quote in the paperNot a substantial claim - Findingown data§ Bidirectional links between inhibition and monitoring
The longitudinal link between monitoring at T1 and T2 showed low monitoring accuracy stability (β = -0.04, n.s.).
“In contrast, the longitudinal link between monitoring at T1 and T2 showed low monitoring accuracy stability (β = -0.04,n.s.).”
Quote in the paperSubstantial claim - Findingown data§ Earlier executive functions predicting monitoring
Children with better inhibition skills at T1 showed significantly less overconfidence at T2.
“This indicates that children with better inhibition skills at T1 showed significantly less overconfidence at T2.”
Quote in the paperSubstantial claim - Findingown data§ Bidirectional links between inhibition and monitoring
Earlier monitoring skills had no significant effect on later inhibition skills.
“Interestingly, earlier monitoring skills had no significant effect on later inhibition skills.”
Quote in the paperSubstantial claim - Findingown data§ Abstract
The results revealed a significant link only between the EF subcomponent inhibition and later metacognitive monitoring.
“In line with our hypothesis, the results revealed a significant link only between the EF subcomponent inhibition and later metacognitive monitoring.”
Quote in the paperSubstantial claim - Findingown data§ Abstract
Children with better inhibition skills in kindergarten showed less overconfident monitoring in elementary school.
“More precisely, children with better inhibition skills in kindergarten showed less overconfident monitoring in elementary school.”
- Also stated in: § Earlier executive functions predicting monitoring · hedged
“This indicates that children with better inhibition skills at T1 showed significantly less overconfidence at T2.”
- Also stated in: § Bidirectional links between inhibition and monitoring · hedged
“More precisely, children with better inhibitory skills in kindergarten seem to exhibit less overconfidence in elementary school.”
Quote in the paperSubstantial claim - Also stated in: § Earlier executive functions predicting monitoring · hedged
- Findingown data§ Discussion
There was a significant longitudinal link between the EF subcomponent inhibition and monitoring.
“Investigating the longitudinal relationship between EF and monitoring revealed a significant link between the EF subcomponent inhibition and monitoring.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Abstract
The findings do not support a substantial association of working memory and shifting with monitoring.
“Additionally, the findings do not support a substantial association of working memory and shifting with monitoring.”
Quote in the paperSubstantial claim - Interpretationown data§ Bidirectional links between inhibition and monitoring
Early inhibitory skills predicted later monitoring accuracy.
“indicating that early inhibitory skills predicted later monitoring accuracy.”
Quote in the paperSubstantial claim - Premisecitation§ Abstract
Longer latencies of confidence judgments are related to lower confidence ratings.
“This assumption is supported by the finding that longer latencies of CJ are related to lower confidence ratings (Kälin & Roebers, 2020;Pleskac & Busemeyer, 2010).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation§ Abstract
In 7- to 8-year-old children, only verbal fluency at the end of 1st grade was significantly linked to monitoring at the end of 2nd grade.
“Results showed that only verbal fluency at the end of 1st grade (T1) was significantly linked to monitoring at the end of 2nd grade (T2).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Roebers et al., 2012 source
- Interpretationcitation§ Discussion
The relationship between EF and MC should not solely be seen as unidirectional.
“Despite our finding of inhibition being important for later monitoring skills, the relationship between EF and MC should not solely be seen as unidirectional.”
Quote in the paperNot a substantial claim - Premisecitation§ Abstract
Inhibition is significantly correlated with latencies of monitoring judgments for correct and incorrect answers in 4- to 6-year-old children, even after controlling for age.
“Inhibition was found to be significantly correlated to the latencies of monitoring judgments for correct and incorrect answers, even after controlling for age.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kälin & Roebers (2020) source
- Interpretationown data§ Discussion
Inhibition in kindergarten is a better predictor of later monitoring skills than monitoring in kindergarten.
“Interestingly, inhibition in kindergarten seems to be a better predictor of later monitoring skills than monitoring in kindergarten.”
Quote in the paperSubstantial claim - Interpretationreasoning§ Discussion
Children with inhibition difficulties in kindergarten may be at risk of developing less accurate monitoring skills later on.
“A practical implication that could be drawn is that children with inhibition difficulties in kindergarten may be at risk of developing less accurate monitoring skills later on.”
Quote in the paperSubstantial claim - Interpretationown data§ Discussion
The relationship between inhibition and monitoring seems not to be bidirectional, at least during this period.
“Interestingly, the relationship between inhibition and monitoring seems not to be bidirectional, at least during this period.”
Quote in the paperSubstantial claim - Premisecitation§ Abstract
Previous studies investigating whether monitoring might be a predictor of executive functions found no significant link.
“However, previous studies investigating if monitoring might be a predictor of EF found no significant link.”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation§ Discussion
Chevalier & Blaye (2016) found that 6-year-olds often triggered the target before they were fully prepared to process it efficiently, resulting in poorer task performance compared to 10-year-olds.
“Examining children's monitoring by looking at preparation times during an EF task, Chevalier & Blaye (2016) found that 6-year-olds often triggered the target before they were fully prepared to process it efficiently, resulting in poorer task performance compared to 10-year-olds.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chevalier & Blaye (2016) source
Checked before — its earlier verdict is held back until a new check runs.
- Interpretationown data§ Discussion
Early inhibition serves as a prerequisite of monitoring in a developmental sequence.
“our findings support the critical role of inhibition in kindergarten years and the assumption of a developmental sequence in which inhibition serves as a prerequisite of monitoring.”
Quote in the paperSubstantial claim - Interpretationown data§ Discussion
Better inhibition skills in kindergarten help children to more realistically estimate their performance in kindergarten and after entering elementary school.
“Most crucially, our findings indicate that better inhibition skills in kindergarten help children to more realistically estimate their performance in kindergarten and after entering elementary school.”
Quote in the paperSubstantial claim - Premisecitation§ Abstract
In 7- to 8-year-old children, all executive function subcomponents at T1 were significantly correlated with metacognitive control at T2.
“In contrast, all EF subcomponents at T1 were significantly correlated with metacognitive control at T2.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Roebers et al., 2012 source
- Interpretationreasoning§ Abstract
Research suggests a link between inhibition and monitoring only in younger children (4- to 6-year-olds).
“Thus, so far, it seems that research suggests a link between inhibition and monitoring only in younger children (4-to 6-years-olds).”
Quote in the paperSubstantial claim - Interpretationown data§ Abstract
Early inhibition skills play an essential role in the emergence and development of elementary school children's monitoring skills.
“The findings indicate an essential role of early inhibition skills regarding emerging and developing elementary school children's monitoring skills.”
Quote in the paperSubstantial claim - Premisecitation§ Discussion
Kindergarten constitutes a crucial period of EF and MC development.
“From previous research we know that kindergarten (as part of the preschool education) constitutes a crucial period of EF and MC development (Hembacher & Ghetti, 2014;McCabe et al., 2004)”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Hembacher & Ghetti, 2014 source
- cites McCabe et al., 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation§ Abstract
Executive function as a latent variable assessed at the first measurement point was no significant predictor of later confidence judgment values in 7- to 8-year-old children.
“Similarly, structural equation modeling showed that EF (as a latent variable) assessed at the first measurement point was no significant predictor of later CJ values.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Roebers et al., 2012 source
- Premisecitation§ Discussion
Bryce et al. (2015) found no significant link between working memory and monitoring.
“This is in line with Bryce et al., (2015) 's crosssectional study, finding no significant link between working memory and monitoring.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bryce et al., 2015 source
- Study design and conductnone given§ Discussion
The two EF components shifting and working memory were only assessed at T1.
“Firstly, the two EF components shifting and working memory were only assessed at T1.”
Quote in the paperSubstantial claim - Premisecitation§ Discussion
Roebers et al. (2012) included a combined measure of shifting and updating and found no significant association with monitoring.
“While Roebers et al., (2012) included a combined measure of shifting and updating and found no significant association with monitoring, Kälin & Roebers (2020) found a link of shifting with the implicit, time-based measure of monitoring but not with the explicit measure of monitoring.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Roebers et al., 2012 source
- Premisecitation§ Discussion
Roebers & Spiess (2017) found significant reductions in overconfidence in children during 2nd grade.
“Investigating the development of monitoring longitudinally, Roebers & Spiess (2017) also found significant reductions in overconfidence in children during 2nd grade.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Roebers & Spiess (2017) source
- May combine two claims. 29
- Classified as probably not a substantial claim. 20
May combine two claims.
Findingown data§ DiscussionChildren became more accurate and faster in their inhibition responses from kindergarten to 2nd grade.
“Regarding inhibition, children became more accurate and faster in their responses from kindergarten to 2nd grade, confirming previous research (e.g., Davidson et al., 2006).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Davidson et al., 2006 source
May combine two claims.
Findingown data§ Correlations between executive functions and monitoringThere were significant correlations among all executive function components, cross-sectionally as well as longitudinally.
“There were significant correlations among all EF components, cross-sectionally as well as longitudinally.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ Development from T1 to T2Inhibition accuracy improved significantly and reaction times reduced significantly from T1 to T2.
“A repeated measures ANOVA revealed a significant improvement in accuracy, F(1,83) = 73.5, p < .001,η p ² = 0.470, as well as a significant reduction in reaction times, F(1,83) = 96.8,p < .001,η p ² = 0.538, from T1 to T2.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ Development from T1 to T2Mean accuracy in the inhibition measure was 0.75 (SD = 0.19) at T1 and 0.92 (SD = 0.08) at T2.
“Regarding the EF measure inhibition, mean accuracy was 0.75 (SD = 0.19) at T1 and 0.92 (SD = 0.08) at T2.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data§ Descriptive statisticsPerformance accuracy in the paired-associate task improved significantly from T1 to T2.
“A paired t-test (two-sided) revealed a significant improvement over time, T(83) = -7.27,p < .001,Cohen's d = -0.79.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown data§ Descriptive statisticsMean performance accuracy in the paired-associate task was 0.39 (SD = 0.22) at T1 and 0.59 (SD = 0.21) at T2.
“Mean performance accuracy in the paired-associate task was 0.39 (SD = 0.22) at T1 and 0.59 (SD = 0.21) at T2.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ Development from T1 to T2Mean reaction time in the inhibition measure was 1558 ms (SD = 562) at T1 and 1024 ms (SD = 309) at T2.
“The mean reaction time was 1558 ms (SD = 562) at T1 and 1024 ms (SD = 309) at T2.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ Earlier executive functions predicting monitoringWorking memory and shifting were no significant predictors of monitoring at T2, only explaining 1% additional variance after accounting for inhibition.
“In contrast, working memory and shifting were no significant predictors, only explaining 1% additional variance after accounting for inhibition.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data§ DiscussionWorking memory and shifting, assessed in kindergarten, were not significantly associated with later monitoring skills.
“The two other EF subcomponents working memory and shifting, assessed in kindergarten, were not significantly associated with later monitoring skills.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ DiscussionThe authors interpreted their findings in that EF development is partly driven by increased monitoring skills.
“The authors interpreted their findings in that EF development is partly driven by increased monitoring skills.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chevalier & Blaye (2016) source
Checked before — its earlier verdict is held back until a new check runs.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ DiscussionThe iterative reprocessing model of EF skills assumes that EF development depends, at least in parts, on cognitive and neural processes associated with the reflection abilities of children.
“For example, the iterative reprocessing model of EF skills assumes that EF development depends, at least in parts, on cognitive and neural processes associated with the reflection abilities of children (Zelazo, 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Zelazo, 2015 source
May combine two claims.
Interpretationreasoning§ DiscussionIn the present study, better inhibition skills in kindergarten might have led to a down-regulation of ACC activation and enabled children to take their time to monitor more thoroughly, which subsequently led to less overconfidence in their monitoring not only cross-sectionally but also over almost two years, indicating that it might have affected the development of more realistic monitoring jud
“Thus, in the present study, better inhibition skills in kindergarten might have led to a down-regulation of ACC activation and enabled children to take their time to monitor more thoroughly, which subsequently led to less overconfidence in their monitoring not only cross-sectionally but also over almost two years, indicating that it might have affected the development of more realistic monitoring”
Quote in the paperSubstantial claim- The authors state this as an assumption: Better inhibition skills allow children to take their time when monitoring, especially when uncertain, and monitoring needs time.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown data§ Bidirectional links between inhibition and monitoringThe final estimated path model was saturated, meaning there were 0 degrees of freedom, and its fit to the data cannot be tested.
“The final estimated path model was saturated, meaning that there were 0 degrees of freedom, and its fit to the data cannot be tested.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisecitation§ AbstractMonitoring processes need time, as information is looped through the anterior cingulate cortex to be evaluated.
“Crucially, monitoring processes are known to need time (Fleming & Dolan, 2012) as information is looped through the anterior cingulate cortex (ACC) to be evaluated.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fleming & Dolan, 2012 source
Classified as probably not a substantial claim.
Premisecitation§ AbstractPrevious research with young children suggests that inhibition may be a prerequisite for monitoring skills.
“Previous research with young children suggests that inhibition may be a prerequisite for monitoring skills.”
Quote in the paperSubstantial claim0 of 2 sources checkedClassified as probably not a substantial claim.
Premisecitation§ DiscussionPrevious research provided correlational evidence that inhibition might serve as a prerequisite of monitoring skills in young children.
“Previous research provided correlational evidence that inhibition might serve as a prerequisite of monitoring skills in young children (Bryce et al., 2015;Kälin & Roebers, 2020).”
Quote in the paperSubstantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ DiscussionDevelopmentally distinct patterns of interactions between EF and MC have been found regarding the link between working memory and metacognitive skills.
“Furthermore, developmentally distinct patterns of interactions between EF and MC have also been found regarding the link between working memory and metacognitive skills (Whitebread, 1999).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Whitebread, 1999 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown data§ Statistical analysesAssumption checks were performed before analyzing the data and no violation of assumptions was found.
“Assumption checks were performed before analyzing the data.No violation of assumptions was found (Shapiro Wilk W = 0.982, p = .30;Multicollinearity VIF < 2; Durbin-Watson = 2.34).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationreasoning§ AbstractWithout inhibition, children would impulsively give a confidence judgment without properly collecting and evaluating evidence.
“Without inhibition, children would impulsively give a CJ without properly collecting and evaluating evidence.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: To be able to take time when monitoring, children need inhibition.
Classified as probably not a substantial claim.
Premisecitation§ AbstractIn 6-year-old children, neither global monitoring nor over- and underestimation of performance was significantly linked to executive functions.
“In the study of Destan & Roebers (2015), neither global monitoring nor the over-and underestimation of children's performance was significantly linked to EF in 6-years-old children.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Destan & Roebers (2015) source
May combine two claims.
Premisecitation§ DiscussionPrevious studies show that early inhibition skills were predictive for later inhibition skills in preschool and elementary school children, but finding low stability of monitoring accuracy.
“This is in line with previous studies showing that early inhibition skills were predictive for later inhibition skills in preschool (Carlson et al., 2004) and elementary school children (Harms et al., 2014), but finding low stability of monitoring accuracy (Steiner et al., 2020).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Carlson et al., 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Harms et al., 2014 source
Checked before — its earlier verdict is held back until a new check runs.
- cites Steiner et al., 2020 source
Checked before — its earlier verdict is held back until a new check runs.
Classified as probably not a substantial claim. May combine two claims.
Premisecitation§ DiscussionPrefrontal cortical networks are involved in resolving conflicts and down-regulate ACC activation.
“The neuroscientific background of this assumption is based on findings that prefrontal cortical networks are involved in resolving conflicts and down-regulate ACC activation (Botvinick et al., 2001).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Botvinick et al., 2001 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ AbstractBoth executive functions and metacognition are higher-order cognitive processes and can be linked to similar prefrontal brain regions.
“Both constructs are higher-order cognitive processes and can be linked to similar prefrontal brain regions (Fleming & Dolan, 2012;Moriguchi & Hiraki, 2013).”
Quote in the paperNot a substantial claim0 of 2 sources checkedMay combine two claims.
Interpretationown data§ DiscussionEF's importance for young children's emerging and developing monitoring skills is emphasized, but not vice versa.
“This emphasizes EF's importance for young children's emerging and developing monitoring skills, but not vice versa.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown data§ ParticipantsOf all children asked to participate at T2 (N = 98), there was a 14% dropout rate.
“Of all children asked to participate at T2 (N = 98), there was a 14% dropout rate because children either did not get their parents' consent at T2 (N = 11) or moved out of the study's reach (N = 3).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Premisecitation§ AbstractIn children aged 3-5 years, there is no significant association between procedural metacognition and executive functions.
“Similarly, Marulis & Nelson (2021) found no significant association between procedural MC and EF in children aged 3-5 years.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Marulis & Nelson (2021) source
May combine two claims.
Premisecitation§ DiscussionBased on the significant association between inhibition and time-based monitoring measures, Kälin & Roebers (2020) suggested that better inhibition skills may help children hesitate when providing monitoring judgments and thus enable children to engage in more thorough monitoring.
“Based on the significant association between inhibition and time-based monitoring measures, Kälin & Roebers (2020) suggested that better inhibition skills may help children hesitate when providing monitoring judgments and thus enable children to engage in more thorough monitoring.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kälin & Roebers (2020) source
May combine two claims.
Premisecitation§ DiscussionThere seems to be a link between EF skills and the recruitment of the lateral PFC, with better EF skills being associated with reflection, slower responding and a down-regulation of ACC activation.
“Crucially, there seems to be a link between EF skills and the recruitment of the lateral PFC, with better EF skills being associated with reflection, slower responding and a down-regulation of ACC activation (Espinet et al., 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Espinet et al., 2013 source
Checked before — its earlier verdict is held back until a new check runs.
May combine two claims.
Premisecitation§ DiscussionIn a longitudinal study with elementary school children, Roebers et al. (2012) found no significant link between inhibition and monitoring, and EF as a latent variable was not substantially associated with later monitoring judgments.
“in their longitudinal study with elementary school children, Roebers et al., (2012) found no significant link between inhibition and monitoring, and EF as a latent variable was not substantially associated with later monitoring judgments.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Roebers et al., 2012 source
May combine two claims.
Premisecitation§ AbstractInhibitory control, but not working memory, is significantly correlated with the rate of metacognitive monitoring behavior in 5- and 7-year-old children.
“Results showed that inhibitory control but not working memory was significantly correlated with the rate of metacognitive monitoring behavior.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bryce et al., (2015) source
Classified as probably not a substantial claim. May combine two claims.
Premisecitation§ DiscussionMarulis & Nelson (2021) found that only metacognitive knowledge but not procedural MC was a significant predictor of EF in 3-to 5-year-old children.
“They found that only metacognitive knowledge but not procedural MC was a significant predictor of EF.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Marulis & Nelson (2021) source
Classified as probably not a substantial claim. May combine two claims.
Premisecitation§ AbstractExecutive function skills predict school readiness and enable children to stay focused, resist distractions, and hold information in mind.
“EF skills predict school readiness and make children ready to successfully adapt to the school setting by enabling children, for example, to stay focused, resist distractions and hold information in mind (Müller et al., 2008).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Müller et al., 2008
Classified as probably not a substantial claim. May combine two claims.
Premisecitation§ DiscussionDestan & Roebers (2015) reported that global monitoring was no significant predictor of EF in 6-years-old children, and also the over-and underestimation of children's performance was not significantly linked to EF.
“Destan & Roebers (2015) reported that global monitoring was no significant predictor of EF in 6-years-old children, and also the over-and underestimation of children's performance was not significantly linked to EF.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Destan & Roebers (2015) source
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ DiscussionA dynamic relationship between EF and MC over the course of development has been proposed.
“A dynamic relationship between EF and MC over the course of development has also been proposed by Roebers (2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Roebers (2017) source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ DiscussionResearch with young children so far suggests a link between working memory and metacognitive control, but not monitoring.
“One possible reason could be that research with young children so far suggests a link between working memory and metacognitive control (Bryce et al., 2015;Spiess et al., 2016), but not monitoring.”
Quote in the paperNot a substantial claim0 of 2 sources checkedMay combine two claims.
Premisecitation§ DiscussionMarulis & Nelson (2021) found that only metacognitive knowledge, but not procedural MC, was predictive for EF.
“This interpretation would also be in line with Marulis & Nelson (2021) finding that only metacognitive knowledge, but not procedural MC, was predictive for EF.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Marulis & Nelson (2021) source
May combine two claims.
Interpretationown data§ DiscussionThe present study presents novel evidence for the conceptually assumed link between EF and MC, substantiating the critical role of early inhibition for later monitoring accuracy.
“In conclusion, the present study presents novel evidence for the conceptually assumed link between EF and MC, substantiating the critical role of early inhibition for later monitoring accuracy.”
Quote in the paperSubstantial claimMay combine two claims.
Premisecitation§ DiscussionPrevious studies either did not include a shifting measure or used a composite score for EF.
“Regarding the relation between shifting and MC, there is not much known since previous studies either did not include a shifting measure (Bryce et al., 2015) or used a composite score for EF (Destan & Roebers, 2015;Marulis & Nelson, 2021).”
Quote in the paperSubstantial claim0 of 3 sources checkedMay combine two claims.
Interpretationcitation§ DiscussionTogether, these findings could be interpreted as suggesting that inhibition serves as an important factor for monitoring skills in early years and as an essential antecedent for later monitoring during the transition to formal schooling, but is less critical once children are settled in elementary school.
“Together, these findings could be interpreted as suggesting that inhibition serves as an important factor for monitoring skills in early years and as an essential antecedent for later monitoring during the transition to formal schooling, but is less critical once children are settled in elementary school.”
Quote in the paperSubstantial claimMay combine two claims.
Premisecitation§ DiscussionKälin & Roebers (2020) found a link of shifting with the implicit, time-based measure of monitoring but not with the explicit measure of monitoring.
“While Roebers et al., (2012) included a combined measure of shifting and updating and found no significant association with monitoring, Kälin & Roebers (2020) found a link of shifting with the implicit, time-based measure of monitoring but not with the explicit measure of monitoring.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kälin & Roebers, 2020 source
The authors state this as an assumption.
Hesitating and taking time leads to more thorough monitoring.
“Building on the assumption that hesitating and taking time leads to a more thorough monitoring”
The authors state this as an assumption.
To be able to take time when monitoring, children need inhibition.
“we assume that to be able to take this time, children need inhibition.”
The paper relies on this without support.
The present study is the first to examine the longitudinal association between EF skills and monitoring accuracy during children's transition to school.
“To our knowledge, this is the first study examining the longitudinal association between EF skills and monitoring accuracy during children's transition to school.”
The authors state this as an assumption.
Better inhibition skills allow children to take their time when monitoring, especially when uncertain, and monitoring needs time.
“It was assumed that monitoring needs time, and better inhibition skills allowed children to take their time when monitoring, especially when uncertain.”
“in our study we assumed that inhibition enables children to take their time when monitoring.”
The authors state this as an assumption.
Better inhibition skills prevent children from giving rushed and inconsiderate monitoring judgments, which leads to more realistic performance estimations.
“It can be assumed that better inhibition skills might prevent children from giving rushed and inconsiderate monitoring judgments which subsequently leads to more realistic performance estimations.”
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.
- ConsistentF(1, 83) = 73.5reported p < .001 · recomputed p < .001
“F(1,83) = 73.5, p < .001”
- ConsistentF(1, 83) = 96.8reported p < .001 · recomputed p < .001
“F(1,83) = 96.8,p < .001”
- ConsistentF(1, 83) = 107reported p < .001 · recomputed p < .001
“F(1,83) = 107, p < .001”
- ConsistentF(1, 83) = 14.4reported p < .001 · recomputed p < .001
“F(1,83) = 14.4,p < .001”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Inhibition scores decline despite a higher-is-better scoring rule
MinorThe paper says the inhibition score was reverse-scored so that higher values indicate better performance. Table 1 instead shows its mean falling from 2245 at T1 to 1138 at T2, although the results describe this change as an improvement. Either the table reports unreversed scores or the stated scoring direction is wrong.
“The IE score was reversescored with a higher score representing better performance.”
“Executive Functions Inhibition 2245 1151 1138 *** a 394”
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- Authors
- Kälin, S., & Roebers, C. M.
- Affiliations
- University of Bern (CH)
- Corresponding author
- Kälin, Sonja
- Venue
- Metacognition and Learning
- Published
- 2022-06-11
- Volume
- 17
- Issue
- 3
- Pages
- 1079-1095
- ISSN
- 1556-1623 (ISSN-L)
- 1556-1631
- OpenAlex
- W4293083671
- Semantic Scholar
- e7a01f01eb6551870a17a349f6ba13c819aa364f
- Cited by
- 27
- References
- 57
- Citations by year
- 2026: 7 · 2025: 7 · 2024: 6 · 2023: 6 · 2022: 1
- FWCI
- 8.20
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Metacognition and Learning (publishedVersion, cc-by)
- BORIS (University Library Bern) (submittedVersion, cc-by)
- Open Access CRIS of the University of Bern
- Funders
- University of Bern
- Topics
- Social Sciences › Education › Early Childhood Education and Development
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Social Sciences › Psychology › Developmental and Educational Psychology › Child and Animal Learning Development
- Keywords
- executive function, metacognitive monitoring, inhibition, working memory, cognitive flexibility, overconfidence, metacognition, transition to school, kindergarten, early elementary education, child cognitive development
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 2026-11-06.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-11-06.
Cited sources are checked by gpt-6-sol.
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.
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