Working memory and short-term memory deficits in ADHD: A bifactor modeling approach
Open accessAbstract
These findings provide strong evidence that ADHD is associated with marked central executive working memory deficits that covary with their behavioral symptom presentation across settings. In contrast, visuospatial short-term memory deficits, when present, are likely epiphenomenal, and the most parsimonious conclusion appears to be that phonological short-term memory is intact in pediatric ADHD. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
15 of 91 cited sources checked · 8 supported · 0 flagged · accuracy not yet measured
- Premisecitation
Most children with ADHD have working memory deficits.
“Working memory deficits are present in the majority of children with ADHD and have been shown to covary longitudinally and experimentally with ADHD behavioral symptoms (e.g., Karalunas et al., 2017; Kofler et al., 2018).”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Karalunas et al., 2017 source
- cites Kofler et al., 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Recent heterogeneity studies classified 62%-85% of children with ADHD as impaired in working memory.
“Furthermore, highly similar results were reported in recent heterogeneity studies reporting that 62%−85% of children with ADHD were classified as impaired in working memory (Fosco et al., in press; Karalunas et al., 2017; Kofler, Irwin et al., 2019).”
Quote in the paperNot a substantial claim2 of 3 sources checked - Premisecitation
Working memory deficits in ADHD have been found to covary with ADHD behavioral symptoms in longitudinal and experimental studies.
“Working memory deficits are present in the majority of children with ADHD and have been shown to covary longitudinally and experimentally with ADHD behavioral symptoms (e.g., Karalunas et al., 2017; Kofler et al., 2018).”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Karalunas et al., 2017 source
The Results (Within-group Heterogeneity in Neurocognitive Development; page not supplied) report visual working-memory impairment at age 7 in two ADHD groups totaling 85% of the sample. The Discussion reports that development of visual working memory was related to improvement in inattention symptoms over time. This supports longitudinal covariation, but the paper does not report an experimental test of that relationship. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Kofler et al., 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
The working memory system has a single central executive controller that operates on functionally and anatomically separate phonological and visuospatial short-term memory subsystems.
“These approaches are based on compelling evidence that the working memory system is characterized by a single central executive controller that operates on the functionally and anatomically separate phonological and visuospatial short-term memory subsystems (Baddeley, 2007; Alloway et al., 2006; Smith et al., 1996).”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Baddeley, 2007 source
- cites Alloway et al., 2006 source
The paper’s introductory discussion of the Baddeley and Hitch model describes a central executive and separate verbal and visuospatial storage systems; its Discussion also reports evidence for domain-general working memory alongside domain-specific short-term storage. Our copy does not establish that the phonological and visuospatial subsystems are anatomically separate, so that part of the attributed claim is unsupported. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Smith et al., 1996 source
- Premisecitation
Studies with lower working memory effect sizes were more likely to use single tasks that mainly assess short-term memory rather than working memory.
“In particular, studies finding lower effect sizes/impairment estimates were more likely to rely on estimates from single tasks that have been criticized for poor construct validity because they primarily assess short-term memory rather than working memory (e.g., backward digit span; Snyder et al., 2015; Wells et al., 2018).”
Quote in the paperSubstantial claim2 of 2 sources checked- cites Snyder et al., 2015 source
The section on specific executive-function components reports smaller impairments for simple verbal working-memory maintenance than for manipulation in some clinical groups. The Methodological Issues section also cautions that single-task estimates have a task-impurity problem. Neither passage establishes that studies with lower effect sizes were more likely to use single tasks, or identifies backward digit span as primarily assessing short-term memory; page numbers are not available in our copy. (LLM, conf=0.83)
Experimental — accuracy not yet measured - cites Wells et al., 2018 source
The Discussion (‘Implications for core processes and ADHD’; page unavailable) contrasts smaller ADHD impairment estimates on digit span backward (d = 0.43) with larger estimates on working-memory tasks with prominent executive demands (d ≥ 2.0). The Results (‘Tier 1. Construct validity’; page unavailable) also find little association between traditionally scored digit span backward and working-memory processes. These passages support the digit-span example, but do not establish that studies with lower effect sizes were generally more likely to use single tasks. (LLM, conf=0.83)
Experimental — accuracy not yet measured
- Study design and conductcitation
IQ was not included as a covariate because of statistical, methodological, and conceptual arguments against covarying IQ when studying cognitive processes in ADHD.
“IQ was not included as a covariate based on compelling statistical, methodological, and conceptual rationale against covarying IQ when investigating cognitive processes in ADHD (Dennis et al., 2009; Kofler et al., 2016).”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Dennis et al., 2009 source
- cites Kofler et al., 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductown data
For Tier 1, the model had power to detect standardized factor loadings of at least .52.
“For Tier 1 analyses, results indicated that our model is powered to detect standardized factor loadings ≥ .52, which falls well below the loadings for these tasks in previous factor analytic studies (e.g., Kofler, Irwin et al., 2018).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Kofler, Irwin et al., 2018 source
The citation is attached to the comparison with loadings in previous factor-analytic studies, not to the citing authors’ own Tier 1 power estimate. The Method section (Working Memory Performance; page unavailable) describes task reliability and validity, but our copy gives no standardized factor loadings for these tasks. The Results section (Bayesian Power Analysis; page unavailable) reports power for effect sizes, not a loading threshold of .52. (LLM, conf=0.78)
Experimental — accuracy not yet measured
- Interpretationcitation
Combined with longitudinal and experimental evidence, the evidence base implicates working memory as a core mechanism involved, at least in part, in the phenotypic expression of ADHD behavioral symptoms.
“Combined with longitudinal and experimental evidence (e.g., Karalunas et al., 2017; Rapport et al., 2009; Patros et al., 2017), the evidence base at this time implicates working memory as a core mechanism that is involved, at least in part, in the phenotypic expression of ADHD behavioral symptoms.”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Karalunas et al., 2017 source
The Discussion (page unavailable) reports that development of visual-spatial working memory was associated with improvement in inattention symptoms in children, supporting a longitudinal link. It does not establish working memory as a core mechanism for ADHD behavioral symptoms generally: the association with hyperactivity-impulsivity was not statistically significant, and the Conclusion says working memory maintenance may be related to symptom improvement. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites Rapport et al., 2009 source
- cites Patros et al., 2017 source
- Findingown data
The study found no evidence that ADHD is linked to phonological short-term memory deficits in dimensional or categorical analyses.
“There was no evidence linking ADHD with phonological short-term memory deficits across either the dimensional or categorical analyses.”
Quote in the paperSubstantial claim - Findingown data
Scores for visuospatial short-term memory showed no relationship with the severity of ADHD symptoms.
“There was also evidence for a unique, albeit significantly smaller, impairment in visuospatial short-term memory (d=0.60; 38% impaired); however, visuospatial short-term memory abilities did not covary with ADHD symptom severity.”
Quote in the paperSubstantial claim - Findingown data
Central executive working memory deficits in ADHD covaried with parent- and teacher-reported inattentive and hyperactive/impulsive symptom severity.
“ADHD status was associated with very large magnitude impairments in central executive working memory that are present in most pediatric cases (d=1.63–2.03; 75%−81% impaired), and these deficits covaried with ADHD inattentive and hyperactive/impulsive symptom severity based on both parent and teacher report.”
- Also stated in: § Conclusion · boosted
“These findings provide strong evidence that ADHD is associated with marked central executive working memory deficits that covary with their behavioral symptom presentation across settings.”
Quote in the paperSubstantial claim - Also stated in: § Conclusion · boosted
- Findingown data
All parent- and teacher-rated ADHD scale scores were higher in the ADHD group than in the non-ADHD group.
“All parent and teacher ADHD rating scale scores were higher for the ADHD relative to Non-ADHD group as expected (Table 1).”
Quote in the paperNot a substantial claim - Findingown data
The Tier 1 single-factor model showed adequate fit.
“In Tier 1, all 8 indicators loaded significantly onto the domain-general working memory factor (β=.40-.81, all p<.001) and the model showed adequate fit (Table 2).”
Quote in the paperSubstantial claim - Findingown data
Better-developed working memory was associated with lower parent- and teacher-reported ADHD symptom severity (r=-.28 to -.35, all p<.002).
“Similar to the Tier 1 results, better-developed working memory was associated with lower ADHD symptom severity based on both parent and teacher report (r= −.28 to −.35, all p<.002; Table 3 bottom/left triangle).”
Quote in the paperSubstantial claim - Findingown data
Better-developed working memory was associated with lower parent- and teacher-reported inattentive and hyperactive/impulsive ADHD symptom severity (r=-.25 to -.30, all p<.009).
“With continuous estimates of ADHD symptoms added to the model (replacing the dichotomous ADHD status indicator), better developed working memory was associated with lower ADHD inattentive and hyperactive/impulsive symptom severity based on both parent and teacher report (r= −.25 to −.30, all p<.009; Table 3 top/right triangle).”
Quote in the paperSubstantial claim - Findingown data
Children with ADHD showed very large working memory impairments (r=.71, p<.001) in the single-factor model.
“Adding ADHD status (no/yes) to the single-factor model revealed that children with ADHD demonstrated very large magnitude impairments in working memory (r=.71, p<.001; Table 3 top/right triangle).”
Quote in the paperSubstantial claim - Findingown data
ADHD was associated with a unique impairment in visuospatial short-term memory (r=.29, p=.004; Cohen's d=0.60).
“In addition, ADHD was associated with a unique impairment in visuospatial short-term memory (r=.29, p=.004; Cohen’s d=0.60).”
Quote in the paperSubstantial claim - Findingown data
There was no categorical or dimensional evidence for a unique impairment in phonological short-term memory.
“Finally, there was no categorical or dimensional evidence to support a unique impairment in phonological short-term memory.”
Quote in the paperSubstantial claim - Findingown data
There was no evidence for a unique impairment in phonological short-term memory (r=.14, p=.27; d=0.28, 20% population non-overlap).
“In contrast, there was no evidence for a unique impairment in phonological short-term memory (r=.14, p=.27; d=0.28, 20% population non-overlap).”
Quote in the paperSubstantial claim - Findingown data
The association between ADHD and working memory deficits remained very large (r=.63, p<.001, d=1.63, population non-overlap=75%).
“The association between ADHD and working memory deficits remained very large (r=.63, p<.001, d=1.63, population nonoverlap=75%; Table 3 bottom/left triangle).”
Quote in the paperSubstantial claim - Interpretationown data
Phonological short-term memory appears intact in children with ADHD.
“In contrast, visuospatial short-term memory deficits, when present, are likely epiphenomenal, and the most parsimonious conclusion appears to be that phonological short-term memory is intact in pediatric ADHD.”
Quote in the paperSubstantial claim - Premisecitation
Residual phonological and visuospatial scores correlate with each other to the same degree as predicted working memory scores, but in the opposite direction.
“In addition, Gibson et al. (2017) demonstrated that the residual phonological and visuospatial scores will correlate with each other to the same degree as the predicted score estimates of working memory, but in the opposite direction.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gibson et al., 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
When short-term memory deficits are detected in ADHD, they tend to occur in a smaller percentage of cases.
“In contrast, short-term memory deficits, when detected, tend to be smaller in magnitude, present in a smaller percentage of cases, and show weaker to nonsignificant associations with ADHD symptoms (Rapport et al., 2013; Martinussen et al., 2005).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
Meta-analytic estimates based mainly on simple span tasks suggest ADHD is associated with similar medium-sized phonological and visuospatial short-term memory deficits, d=0.55 vs. 0.63 and d=0.69 vs. 0.74.
“Meta-analytic estimates based primarily on simple span tasks suggest that ADHD may be associated with similar, medium magnitude deficits in phonological and visuospatial short-term memory (d=0.55 vs. 0.63 in Willcutt et al., 2005; d=0.69 vs. 0.74 in Kasper et al., 2012)”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
More recent meta-analytic evidence found very large working memory effect sizes in ADHD, d=2.01-2.15.
“more recent meta-analytic evidence indicates very large effect sizes (d=2.01–2.15 based on meta-regression) that suggest that up to 85% of children with ADHD have working memory deficits (Kasper et al., 2012)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kasper et al., 2012 source
- Premisecitation
When short-term memory deficits are detected in ADHD, they show weaker or nonsignificant associations with ADHD symptoms.
“In contrast, short-term memory deficits, when detected, tend to be smaller in magnitude, present in a smaller percentage of cases, and show weaker to nonsignificant associations with ADHD symptoms (Rapport et al., 2013; Martinussen et al., 2005).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
That evidence suggests up to 85% of children with ADHD have working memory deficits.
“more recent meta-analytic evidence indicates very large effect sizes (d=2.01–2.15 based on meta-regression) that suggest that up to 85% of children with ADHD have working memory deficits (Kasper et al., 2012)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kasper et al., 2012 source
- Premisecitation
Studies with higher working memory effect sizes were more likely to use multiple tasks requiring active serial or temporal reordering to create latent or composite estimates that control for short-term memory.
“In contrast, studies finding higher effect sizes and impairment estimates were more likely to use multiple tasks that involve active serial/temporal reordering of information from separate short-term storage/rehearsal modalities to generate latent/composite estimates that control for short-term memory (Fosco et al., in press).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fosco et al., in press
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Because error variance remains in residual scores but not in predicted scores, short-term memory effect sizes may be deflated relative to working memory.
“For example, because error variance is retained in the residual but not predicted scores by definition, effect sizes for phonological/visuospatial short-term memory may be deflated relative to working memory.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gibson et al., 2017, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationcitation
Because all working memory tasks place demands on short-term memory systems, failing to control for short-term memory is likely to suppress working memory deficit estimates when short-term memory is less impaired or intact in ADHD.
“Because all working memory tasks inherently include demands on one or more short-term memory systems (Baddeley, 2007), failure to control for short-term memory abilities is likely to suppress estimates of working memory deficits to the extent that short-term memory abilities are less- or un-impaired in ADHD as suggested below.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Baddeley, 2007 source
- Premisecitation
At least two within-subject heterogeneity studies classified only about 30% of children with ADHD as impaired in working memory.
“Highly similar results were reported in at least two within-subject heterogeneity studies finding that only approximately 30% of children with ADHD were classified as impaired in working memory (Coghill, Seth, & Matthews, 2014; Wahlstedt, Thorell, & Bohlin, 2009).”
Quote in the paperNot a substantial claim0 of 2 sources checked - Interpretationown data
When present, visuospatial short-term memory deficits in ADHD are probably epiphenomenal.
“In contrast, visuospatial short-term memory deficits, when present, are likely epiphenomenal, and the most parsimonious conclusion appears to be that phonological short-term memory is intact in pediatric ADHD.”
Quote in the paperSubstantial claim - Premisecitation
The variability in reported working memory estimates appears to reflect challenges in assessing children's working memory.
“As argued by Fosco et al. (in press), the variability in these reported estimates appears to reflect the challenges inherent in assessing children’s working memory.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Fosco et al., in press
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
When short-term memory deficits are detected in ADHD, they tend to be smaller than working memory deficits.
“In contrast, short-term memory deficits, when detected, tend to be smaller in magnitude, present in a smaller percentage of cases, and show weaker to nonsignificant associations with ADHD symptoms (Rapport et al., 2013; Martinussen et al., 2005).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
Working memory deficits are well established in ADHD.
“Working memory deficits are well established in ADHD (for review see Kasper et al., 2012)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kasper et al., 2012 source
- Premisecitation
Those short-term memory effect sizes correspond to impairment rates of 32% to 50%.
“which correspond to impairment rates of 32% to 50% (Zakzanis, 2001)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Zakzanis, 2001 source
- Interpretationown data
Visuospatial short-term memory difficulties are likely epiphenomenal rather than contributory to core ADHD behavioral symptoms.
“In addition, a sizable minority of children with ADHD (38%; d=0.60) exhibit an additional impairment in visuospatial short-term memory, but these difficulties were not associated with ADHD symptoms based on either parent or teacher report, suggesting that visuospatial short-term memory difficulties are likely epiphenomenal rather than contributory to core ADHD behavioral symptoms.”
- Also stated in: § Clinical and Research Implications · hedged
“This pattern suggests that visuospatial short-term memory deficits, when present, are likely epiphenomenal to the inattentive and hyperactive/impulsive behaviors that characterize ADHD.”
Quote in the paperSubstantial claim- Rests on an assumption: Correlation is a necessary prerequisite for causation.
- Also stated in: § Clinical and Research Implications · hedged
- Study design and conductown data
With N=172, α=.05, and 52 degrees of freedom, the study had power .98 to distinguish an adequate model (RMSEA=.05) from a poor-fitting model (RMSEA=.10).
“Finally, based on the Rweb quantpsy utility, for α=.05 and 52 degrees of freedom for our most complex model, our N=172 is powered to differentiate between an adequate (RMSEA=.05) and poor fitting model (RMSEA=.10) at power (1- β) = .98.”
Quote in the paperSubstantial claim - Interpretationcitation
The visuospatial short-term memory effect size suggests that about 38% of children with ADHD have impaired visuospatial short-term memory.
“This effect size suggests that approximately 38% of children with ADHD exhibit impaired visuospatial short-term memory (Zakzanis, 2001).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Zakzanis, 2001 source
- Premisecitation
The veracity of prior conclusions was limited by methodological and statistical limitations in the tasks and methods used to estimate phonological and visuospatial short-term memory in most previous studies.
“However, the veracity of these conclusions was limited due to methodological and statistical limitations with the tasks and methods used to estimate phonological and visuospatial short-term memory in most previous studies (Gibson et al., 2017, 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gibson et al., 2017, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
It is unlikely that visuospatial short-term memory deficits, when present, contribute to the phenotypic expression of ADHD inattentive or hyperactive/impulsive behavioral symptoms.
“Importantly, however, it is unlikely that visuospatial short-term memory deficits, when present, are contributing to the phenotypic expression of ADHD inattentive or hyperactive/impulsive behavioral symptoms.”
Quote in the paperSubstantial claim- Rests on an assumption: Correlation is a necessary prerequisite for causation.
- Interpretationown data
Phonological short-term memory is likely intact in most children with ADHD.
“This finding was consistent across categorical and dimensional indicators of ADHD, and suggests that phonological short-term memory is likely intact in most children with ADHD.”
Quote in the paperSubstantial claim - Study design and conductown data
The study was sufficiently powered for its primary aims.
“Thus, the study is sufficiently powered to address our primary aims (Preacher & Coffman, 2006).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Preacher & Coffman, 2006
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductown data
Neurotypical children did not differ significantly between full and abbreviated evaluations in IQ, gender, ethnicity, age, or BASC hyperactivity T-scores.
“Neurotypical children did not differ significantly based on whether they received a full or abbreviated evaluation in terms of IQ, gender, ethnicity, age, or BASC hyperactivity T-scores (all p > .28).”
Quote in the paperSubstantial claim - Interpretationreasoning
Prior findings of medium-magnitude phonological working memory deficits in ADHD likely reflect domain-general impairments rather than impairments specific to the phonological system.
“In this context, it is likely that prior findings of medium magnitude phonological working memory deficits in ADHD (Kasper et al., 2012; Willcutt et al., 2005) likely reflect domain-general impairments rather than impairments specific to the phonological system.”
Quote in the paperSubstantial claim0 of 2 sources checked - Study design and conductown data
For Tier 2, the model had power to detect associations of r ≥ .24 between ADHD status and each short-term/working memory component.
“For the Tier 2 analyses, our model is powered to detect associations of r ≥.24 between ADHD status and each short-term/working memory component.”
Quote in the paperSubstantial claim - Study design and conductown data
The study's short-term memory estimates came from tasks with prominent executive components involving storage plus processing.
“Our estimates of short-term memory were derived from tasks with prominent executive components (storage + processing).”
Quote in the paperSubstantial claim - Study design and conductreasoning
By addressing statistical limitations of previous methods, the study more precisely isolated performance attributable to each of the three primary components of the Baddeley model.
“By addressing statistical limitations associated with previous methods used to estimate these abilities in ADHD, we were able to more precisely isolate performance attributable to each of the three primary components of the Baddeley (2007) model.”
Quote in the paperSubstantial claim
- May combine two claims. 42
- Classified as probably not a substantial claim. 18
May combine two claims.
Study design and conductcitationReliability and validity evidence for the working memory tasks includes internal consistency (α=.82-.97), 1- to 3-week test-retest reliability (.76-.90), and expected relations with criterion working memory complex span (r=.69) and updating tasks (r=.61).
“Reliability and validity evidence includes internal consistency (α=.82-.97; Kofler, Sarver et al., 2018), 1- to 3-week test-retest reliability (.76-.90; Sarver et al., 2015), and expected magnitude relations with criterion working memory complex span (r=.69) and updating tasks (r=.61; Wells et al., 2018).”
Quote in the paperSubstantial claim1 of 3 sources checkedMay combine two claims.
PremisecitationSupport for the bifactor model includes replicated evidence that phonological and visuospatial storage systems are functionally and anatomically distinct and that a single domain-general central executive exists rather than separate central executives for each modality.
“Support for this model includes replicated evidence that the phonological and visuospatial storage systems are functionally and anatomically distinct, as well as replicated evidence supporting a single, domain-general central executive rather than separate central executive components for processing phonological and visuospatial information (Baddeley, 2007; Alloway et al., 2006; Smith et al., 1996”
Quote in the paperSubstantial claim1 of 3 sources checkedProbably not a substantial claim: may not pass S1 (asserted). May combine two claims.
PremisecitationPrevious evidence suggested that short-term memory may be relatively less impaired than working memory in pediatric ADHD and that such deficits, if present, do not appear to covary with ADHD symptom severity.
“Previous evidence suggested that short-term memory may be relatively less impaired than working memory in pediatric ADHD and that such deficits, if present, do not appear to covary with ADHD symptom severity (for review, see Chacko et al., 2014).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Chacko et al., 2014 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningIt remains possible that short-term memory deficits would be detected or larger on tasks requiring simple storage without active mental manipulation, although such tasks would likely underestimate working memory.
“Thus, although results were generally consistent with findings from alternative assessment methods (e.g., simple span, immediate free recall; Dovis et al., 2013; Gibson et al., 2018), it remains possible that short-term memory deficits would be detected/larger on tasks that require simple storage without active mental manipulation of the internally-stored information, although at the same time”
Quote in the paperNot a substantial claim1 of 3 sources checkedMay combine two claims.
Study design and conductcitationThe study did not evaluate maintenance of information in short-term memory over extended durations or assess the episodic buffer.
“Similarly, the current study did not evaluate the ability to maintain information in short-term memory over extended durations (Bolden et al., 2012) or assess the episodic buffer.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Bolden et al., 2012 source
May combine two claims.
Findingown dataADHD was associated with a unique but significantly smaller visuospatial short-term memory impairment, with d=0.60 and 38% impaired.
“There was also evidence for a unique, albeit significantly smaller, impairment in visuospatial short-term memory (d=0.60; 38% impaired); however, visuospatial short-term memory abilities did not covary with ADHD symptom severity.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn the current sample, ADHD status was linked to very large central executive working memory impairments, with effect sizes from 1.63 to 2.03 and 75% to 81% of cases impaired.
“ADHD status was associated with very large magnitude impairments in central executive working memory that are present in most pediatric cases (d=1.63–2.03; 75%−81% impaired), and these deficits covaried with ADHD inattentive and hyperactive/impulsive symptom severity based on both parent and teacher report.”
- Also stated in: § Conclusion · boosted
“These findings provide strong evidence that ADHD is associated with marked central executive working memory deficits that covary with their behavioral symptom presentation across settings.”
Quote in the paperSubstantial claim- Also stated in: § Conclusion · boosted
May combine two claims.
Findingown dataFor attention problems, visuospatial short-term memory had significantly weaker relations than both working memory and phonological short-term memory (all p<.04), while working memory and phonological short-term memory did not differ significantly for parent- (r=-.28 vs. -.25; p=.77) or teacher-reported attention problems (r=-.31 vs. -.12; p=.07).
“In terms of associations with parent- and teacher-reported attention problems, visuospatial short-term memory showed significantly weaker relations relative to both working memory and phonological short-term memory (all p<.04); the difference between working memory and phonological short-term memory did not reach significance for parent- (r= −.28 vs. −.25; p=.77) or teacher-reported attention”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Tier 2 bifactor-(s-1) model had excellent fit, all indicators loaded significantly on their hypothesized factors, and fit improved significantly over the Tier 1 single-factor model (all p<.001).
“Results indicated excellent model fit, all indicators loaded significantly onto their hypothesized factor(s), and model fit was significantly improved relative to the Tier 1 single-factor model (all p<.001; Table 2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataReliability was high for the general factor (ω=.88) and for both specific factors (ωs=.76-.84).
“Reliability was high for the general factor (ω=.88) and both specific factors (ωs=.76–84).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe ADHD group had slightly lower IQ estimates than the non-ADHD group (102.7 vs. 107.7; p=.02).
“There was no significant evidence to indicate between-group differences in socioeconomic status (p=.44), whereas the ADHD group was slightly younger (10.1 vs. 10.5; p=.05) and had slightly lower IQ estimates (102.7 vs. 107.7, p=.02).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNeither phonological short-term memory (r=-.25 to .26, all p>.10) nor visuospatial short-term memory (r=-.01 to .12, all p>.30) was associated with parent- or teacher-reported ADHD symptom severity.
“In contrast, neither phonological short-term memory (r= −.25 to .26, all p>.10) nor visuospatial short-term memory (r= −.01 to .12, all p>.30) were associated with ADHD symptom severity based on parent or teacher report.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn Tier 1, all eight indicators loaded significantly on the domain-general working memory factor, with standardized loadings from .40 to .81 and all p<.001.
“In Tier 1, all 8 indicators loaded significantly onto the domain-general working memory factor (β=.40-.81, all p<.001) and the model showed adequate fit (Table 2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe proportion of uncontaminated correlations was below .70 (PUC=.68), supporting multidimensionality of the data.
“The proportion of uncontaminated correlations was <.70, supporting the multidimensionality of the data (PUC=.68; Rodriquez et al., 2016; Watkins, 2017).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Rodriquez et al., 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Watkins, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Findingown dataThe ADHD group was impaired on all eight phonological and visuospatial working memory performance variables, with effect sizes from d=0.87 to 1.65 and all p<.001.
“The ADHD group demonstrated impairments on all 8 phonological and visuospatial working memory performance variables (d = 0.87–1.65; all p<.001).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataADHD status was significantly more strongly associated with working memory than with both phonological and visuospatial short-term memory (p<.0001), and the latter two did not differ (p=.15).
“Results of the tests of dependent correlations revealed that ADHD status showed a significantly higher association with working memory than it did with both phonological and visuospatial short-term memory (p<.0001), which did not differ (p=.15; WM>PH=VS).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe ADHD group was slightly younger than the non-ADHD group (10.1 vs. 10.5 years; p=.05).
“There was no significant evidence to indicate between-group differences in socioeconomic status (p=.44), whereas the ADHD group was slightly younger (10.1 vs. 10.5; p=.05) and had slightly lower IQ estimates (102.7 vs. 107.7, p=.02).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFor hyperactive/impulsive symptoms, working memory had significantly stronger relations than both phonological and visuospatial short-term memory (all p<.004), which did not differ (both p>.18).
“In terms of associations with parent- and teacher-reported hyperactive/impulsive symptoms, working memory showed significantly stronger relations relative to both phonological and visuospatial short-term memory (all p<.004), which did not differ (both p>.18; WM>PH=VS).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe model explained 53% of total variance, leaving 47% unique variance, which highlights task impurity and the need for multiple indicators.
“Total variance explained by the model was 53%, whereas unique (unexplained) variance was 47%, highlighting task impurity and the importance of using multiple indicators for valid assessment of neurocognitive processes (i.e., 47% of the variance in test scores was not attributable to the constructs of interest).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThere was no significant evidence of a between-group difference in socioeconomic status (p=.44).
“There was no significant evidence to indicate between-group differences in socioeconomic status (p=.44), whereas the ADHD group was slightly younger (10.1 vs. 10.5; p=.05) and had slightly lower IQ estimates (102.7 vs. 107.7, p=.02).”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationThe general working memory factor explained 75% of common variance (ECV=.75), while the specific factors explained 25% (phonological ECV=.12, visuospatial ECV=.13), indicating modest but substantive reliable variance for short-term memory factors.
“The general working memory factor explained 75% of the common variance (ECV=.75) vs. 25% for the specific factors (phonological ECV = .12, visuospatial ECV = .13), indicating that the short-term memory factors explained modest but substantive portions of the reliable variance in task performance (Canivez, 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Canivez, 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationRapport et al. (2008) found ADHD was associated with very large working memory impairments (d=2.76), large visuospatial short-term memory impairments (d=0.89), and medium phonological short-term memory impairments (d=0.55).
“Using these methods, Rapport et al. (2008) found that ADHD was associated with very large impairments in working memory (d=2.76), large impairments in visuospatial short-term memory (d=0.89), and medium impairments in phonological short-term memory (d=0.55).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rapport et al., 2008
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationcitationShared variance across phonological and visuospatial working memory tasks can be attributed to the domain-general central executive, while unique variance in each task can be attributed to the corresponding short-term memory system.
“Thus, shared variance across phonological and visuospatial working memory tasks can be attributed to the domain-general central executive (referred to as ‘working memory’ in the current study), whereas unique variance in each task can be attributed to phonological and visuospatial short-term memory, respectively.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationGibson et al. (2018) found children with ADHD had large working memory impairments (d=0.73-1.12) but small or no differences in phonological (d=0.38) or visuospatial short-term memory (d=0.29, ns).
“Consistent with regression-based methods, they found that children with ADHD displayed large magnitude impairments in working memory (d=0.73–1.12) but showed small magnitude impairments or did not differ from controls in terms of phonological (d=0.38) or visuospatial short-term memory (d=0.29, ns).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gibson et al., 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe Baddeley (2007) model has considerable empirical support and has been widely used in ADHD research.
“the Baddeley (2007) model has considerable empirical support and has been used extensively in the ADHD literature”
Quote in the paperNot a substantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEarly meta-analytic estimates found medium-sized working memory impairments in ADHD, with d=0.55-0.63.
“early meta-analytic estimates indicated medium magnitude impairments (d=0.55–0.63; Willcutt et al., 2005)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Willcutt et al., 2005 source
May combine two claims.
PremisecitationThe immediate free recall method instructs participants to use a specific strategy, which may affect performance and produces relatively high rates of excluded data, such as 21% of the ADHD group in Gibson et al. (2018).
“However, a primary limitation of this method is that it involves explicitly instructing participants to adopt a specific strategy for completing the task, which may impact children’s performance and produces relatively high rates of excluded participant data (e.g., 21% of the ADHD group in Gibson et al., 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gibson et al., 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThose early estimates imply that only about 35%-40% of children with ADHD have working memory impairments.
“which suggest that only 35%−40% of children with ADHD are likely to have working memory impairments based on converting effect sizes into proportion non-overlap (Zakzanis, 2001)”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMeta-analytic estimates suggest ADHD may have smaller phonological than visuospatial short-term memory deficits, d=0.47 vs. 0.85.
“and/or smaller phonological than visuospatial short-term memory deficits (d=0.47 vs. 0.85 in Martinussen et al., 2005)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Martinussen et al., 2005 source
May combine two claims.
PremisecitationResidual phonological and visuospatial short-term memory scores correlate negatively with each other, which appears to contradict their structural and functional independence.
“In other words, the residual phonological and visuospatial short-term memory scores will correlate negatively with each other – a finding that appears contradictory to theory and evidence for their structural and functional independence (Baddeley, 2007; Gibson et al., 2017).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Baddeley, 2007 source
- cites Gibson et al., 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationcitationBecause ADHD also involves impaired working memory, short-term memory estimates from simple span tasks may be inflated, since even simple span tasks require some controlled-attention working memory processes.
“However, because ADHD is also associated with impaired working memory processes, these short-term memory estimates may be inflated because even simple span tasks (and potentially all cognitive tasks) require at least some working memory processes associated with controlled attention (e.g., Engle et al., 1999).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Engle et al., 1999
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe abbreviated evaluation subgroup had slightly lower BASC inattention T-scores and SES than the full evaluation subgroup.
“The abbreviated subgroup had, on average, slightly lower BASC inattention T-scores (M=48.0 vs. 55.3, p = .001) and SES (M=45.5 vs. 53.3, p = .01).”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataAge, gender, and socioeconomic status were controlled in all analyses, and the pattern and interpretation of results did not change when these covariates were removed.
“Age, gender, and SES were controlled in all analyses; the pattern and interpretation of results is unchanged if these covariates are removed.4”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationcitationThe visuospatial short-term memory finding is highly consistent with the meta-analytic estimate of d=0.63 for visuospatial working memory from tasks challenging visuospatial storage/rehearsal, and it extends prior findings by controlling for domain-general working memory.
“This finding is highly consistent with the meta-analytic estimate of d=0.63 for visuospatial working memory obtained primarily from tasks that challenge visuospatial storage/rehearsal (Willcutt et al., 2005), and extends prior findings via improved control for domain-general working memory abilities.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Willcutt et al., 2005 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe ADHD group had a higher proportion of ODD cases than the Non-ADHD group.
“The clinically-evaluated Non-ADHD cases did not differ significantly from the ADHD group in the proportion of children diagnosed with anxiety (p=.45), depression (p=.59) or ASD (p=.97); the ADHD group had a higher proportion of ODD cases as expected (p=.03).”
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 dataIn the current sample, internal consistency was .81 for the phonological task and .87 for the visuospatial task.
“Internal consistency in the current sample was .81 (phonological) and .87 (visuospatial).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationAll ADHD subtypes or presentations were eligible because ADHD subtypes are unstable.
“All ADHD subtypes/presentations were eligible given the instability of ADHD subtypes (Valo & Tannock, 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Valo & Tannock, 2010 source
May combine two claims.
PremisecitationSet size 3 from each task was chosen as reference facets because Baddeley's conceptualization holds that central executive demands remain relatively constant as set size increases, while increasing set size mainly manipulates short-term memory demands.
“We chose set size 3 from each task given Baddeley’s (2007) conceptualization that central executive demands remain relatively constant despite increasing set size; increasing set size is viewed as primarily a manipulation of short-term memory demands (see Kofler et al., 2010 for empirical support for this conceptualization in an ADHD sample).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Baddeley, 2007 source
- cites Kofler et al., 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningThe current effect sizes and impairment estimates are significantly higher than omnibus meta-analytic estimates of d=0.55-0.74 and impairment estimates of about 30%.
“At the same time, these effect sizes and impairment estimates are significantly higher than omnibus meta-analytic estimates of d=0.55–0.74 (Kasper et al., 2012; Willcutt et al., 2005) and impairment estimates of approximately 30% (Coghill, Seth, & Matthews, 2014; Wahlstedt, Thorell, & Bohlin, 2009).”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationThe K-SADS allows differential diagnosis according to symptom onset, course, duration, quantity, severity, and impairment based on DSM-5 criteria.
“The K-SADS (2013 Update) allows differential diagnosis according to symptom onset, course, duration, quantity, severity, and impairment in children and adolescents based on DSM-5 criteria (APA, 2013)”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Kaufman et al., 1997 source
- cites APA, 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductcitationApplying the bifactor model allowed the study to address prior limitations and to fractionate the working memory system into latent, process-pure estimates of phonological and visuospatial short-term memory.
“By applying the bifactor model (Eid et al., 2018a), we were able to address these limitations and fractionate the working memory system to obtain latent, process-pure estimates of both phonological and visuospatial short-term memory.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Eid et al., 2018a
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Rests on an assumption: The tests used in the study are well-validated and the bifactor modeling maximally isolated reliable variance for each short-term/working memory component.
Probably not a substantial claim: may not pass S2 (checkable).
PremisecitationFractionating test performance into reliable variance linked to all three primary components of the Baddeley model gives an ideal test of whether ADHD is tied to specific short-term memory deficits after accounting for working memory impairments.
“By fractionating test performance into reliable variance associated with all three primary components of the Baddeley (2007) model, this approach provides the ideal test of the extent to which ADHD is associated with specific short-term memory deficits when accounting for their well-documented impairments in working memory, as recommended (Gibson et al., 2017, 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gibson et al., 2017, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationThe bifactor-(s-1) model permits maximal separation of the constructs of interest and directly tests how far working memory test scores reflect reliable variance from domain-general central executive processing and from domain-specific phonological and visuospatial storage/rehearsal processes.
“Thus, the bifactor-(s-1) model allows maximal discrimination between our constructs of interest, therefore providing a direct test of the extent to which working memory test scores reflect reliable variance attributable to both domain-general central executive processing (working memory) and domain-specific phonological and visuospatial storage/rehearsal (short-term memory) processes (Eid et al.,”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Eid et al., 2018b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- The authors state this as an assumption: An individual’s score on an item reflects at least two distinct sources of reliable variance, one attributable to the general factor and one to the specific factor.
- The authors state this as an assumption: In the bifactor model, the general factor is uncorrelated with the specific factors, and the specific factors are uncorrelated with each other.
May combine two claims.
Study design and conductown dataClinically evaluated Non-ADHD and ADHD groups did not differ significantly in the proportion diagnosed with anxiety, depression, or ASD.
“The clinically-evaluated Non-ADHD cases did not differ significantly from the ADHD group in the proportion of children diagnosed with anxiety (p=.45), depression (p=.59) or ASD (p=.97); the ADHD group had a higher proportion of ODD cases as expected (p=.03).”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductcitationThe computerized phonological and visuospatial working memory tasks predict hyperactivity, attention, impulsivity, ADHD diagnostic group membership, and ADHD-related functional impairments.
“These computerized phonological and visuospatial working memory tasks predict hyperactivity (Rapport et al., 2009), attention (Kofler et al., 2010), impulsivity (Raiker et al., 2012), ADHD diagnostic group membership (Tarle et al., 2017), and ADHD-related functional impairments (Friedman et al., 2017; Kofler et al., 2011, 2016).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Rapport et al., 2009
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Kofler et al., 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Raiker et al., 2012 source
May combine two claims.
PremisecitationADHD is likely not associated with impairments in set shifting, response speeds, or episodic buffer processes, based in part on a subset of the current sample.
“Similarly, we have found that ADHD is likely not associated with impairments in set shifting (Irwin et al., 2019), response speeds (Kofler et al., 2016), or episodic buffer processes (Kofler, Spiegel et al., 2018) based in part on a subset of the current sample.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Irwin et al., 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Kofler et al., 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Kofler, Spiegel et al., 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductown dataExploratory analyses showed that the pattern and interpretation of results did not change when different reference facet combinations were selected, suggesting robustness to this methodological choice.
“Exploratory analyses indicated that the pattern and interpretation of results was unchanged when different combinations of reference facets were selected, suggesting robustness of the findings to this methodological decision.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningAn r of .71 corresponds to Cohen's d=2.03 and 81% population non-overlap, suggesting that about 81% of children with ADHD have working memory scores below the non-ADHD range.
“An r of .71 corresponds to a Cohen’s d of 2.03 and an 81% population non-overlap estimate, suggesting that approximately 81% of children with ADHD have impaired working memory abilities as defined by scores that fall below the Non-ADHD range.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationThe proportion of non-overlap statistic estimates the share of ADHD cases outside the non-ADHD range and thus estimates the percentage of ADHD children impaired on each short-term/working memory component.
“The ‘proportion of non-overlap’ statistic estimates the proportion of ADHD cases that fall outside of the Non-ADHD range and thus provides an estimate of the percentage of ADHD children with impairments in each short-term/working memory component (Zakzanis, 2001); these estimates tend to align closely with values obtained from within-subject/heterogeneity methods for defining neurocognitive”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Zakzanis, 2001 source
Classified as probably not a substantial claim.
PremisecitationTo properly fit the bifactor model and interpret the general factor, one or more items must load on the general factor but not on any specific factor.
“As required to properly fit the bifactor model and interpret the general factor, one or more items must load onto the general factor but not onto any specific factor (Eid et al., 2018b).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Eid et al., 2018b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductown dataAbout 30% of the ADHD sample was prescribed stimulant medication, somewhat lower than epidemiological estimates, which may have dampened association magnitudes.
“Approximately 30% of our ADHD sample was prescribed stimulant medication, which was somewhat lower than epidemiological estimates and may have dampened association magnitudes when juxtaposing short-term/working memory performance obtained off medication with parent/teacher perceptions that may be influenced by medication.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPrior work suggests that the episodic buffer is likely intact in pediatric ADHD.
“However, prior work suggests that the episodic buffer is likely intact in pediatric ADHD (Alderson et al., 2015; Kofler, Spiegel et al., 2018).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Alderson et al., 2015 source
- cites Kofler, Spiegel et al., 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductreasoningEffect sizes for short-term/working memory links with ADHD symptoms may be further blunted by measuring cognitive abilities and overt behaviors in different settings, and the cross-sectional associations disallow causal attributions.
“Effect sizes for short-term/working memory links with ADHD symptoms may be further blunted by measuring cognitive abilities and overt behaviors in different settings, and these cross-sectional associations disallow causal attributions.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Before this study, no ADHD study had fully separated the short-term and working memory system into its distinct component processes.
“no ADHD study to date has maximally fractionated the short-term/working memory system into its functionally and anatomically distinct component processes.”
The paper relies on this without support.
This study is the first in ADHD research to use multiple tasks and bifactor modeling to separate working memory into its component processes.
“To our knowledge, this is the first study in the ADHD literature to use multiple tasks and bifactor modeling to fractionate a key neurocognitive system implicated in ADHD (i.e., working memory) into its component processes.”
The authors state this as an assumption.
An individual’s score on an item reflects at least two distinct sources of reliable variance, one attributable to the general factor and one to the specific factor.
“based on the underlying assumption that an individual’s score on an item reflects at least two distinct sources of reliable variance (i.e., attributable to the general factor and the specific factor).3”
The authors state this as an assumption.
In the bifactor model, the general factor is uncorrelated with the specific factors, and the specific factors are uncorrelated with each other.
“Importantly for our purposes, the general factor is modeled as uncorrelated with the specific factor(s) in the bifactor model, and the specific factors are also modeled as uncorrelated with each other”
The paper relies on this without support.
The current study is the first to apply the bifactor model to short-term and working memory in pediatric ADHD in a large, carefully phenotyped sample.
“The current study was the first to apply the bifactor model to the study of short-term and working memory in pediatric ADHD in a large and carefully phenotyped sample of children with and without ADHD.”
The paper relies on this without support.
Correlation is a necessary prerequisite for causation.
“Although correlation does not equal causation, it is a necessary prerequisite, and as such the current findings suggest that visuospatial short-term memory deficits are likely epiphenomenal to the inattentive and hyperactive/impulsive behaviors that characterize ADHD (Coghill et al., 2014).”
The paper relies on this without support.
The tests used in the study are well-validated and the bifactor modeling maximally isolated reliable variance for each short-term/working memory component.
“Additional strengths of the study include the use of multiple, well-validated tests and bifactor modeling that maximally isolated reliable variance associated with each short-term/working memory component.”
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?
Cognitively-informed performance-based tests provide reliable and valid estimates of the executive function components defined in the unity and diversity model.
“These ‘cognitively-informed’ performance-based tests provide reliable and valid estimates of the executive function components defined in the unity and diversity model56,109,135.”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
The Method (Working Memory Tasks; page unavailable) reports reliability and validity evidence for the phonological and visuospatial working-memory tests. The Method (Bifactor-(s-1) Models) and Results (Tier 2; pages unavailable) describe reliable latent estimates of components of Baddeley’s working-memory model, not the executive-function components of the unity and diversity model. That model-specific part of the claim is unsupported. (LLM, conf=0.86)
Experimental — accuracy not yet measuredA study using a specifically designed test battery evaluated the three subprocesses of the 'working' component of working memory in children with ADHD.
“A notable exception to this critique is a study that used a specifically designed test battery to evaluate the three subprocesses of ‘working’ component of working memory in children with ADHD56.”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
The Abstract (Method) and Limitations describe multiple working-memory tests used to assess children with and without ADHD. But the paper identifies three components of the working-memory system—not three subprocesses of its ‘working’ component: it treats the central executive as one component and phonological and visuospatial short-term memory as the other two. Page numbers are unavailable in our copy. (LLM, conf=0.88)
Experimental — accuracy not yet measuredResults indicated that children with ADHD have large working memory deficits and medium-to-null inhibitory control and set shifting deficits relative to children without ADHD.
“Results indicated that children with ADHD have large working memory deficits and medium-to-null inhibitory control and set shifting deficits relative to children without ADHD.51,53,56,58,75”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
The Results (Tier 1: Working Memory Deficits in ADHD; page unavailable) report very large working-memory impairments in children with ADHD relative to children without ADHD (d=2.03). The Discussion (page unavailable) says ADHD is likely not associated with set-shifting impairments, citing earlier work, but this study does not report an inhibitory-control comparison. Thus the full medium-to-null claim about both inhibitory control and set shifting is not supported by this source. (LLM, conf=0.87)
Experimental — accuracy not yet measuredThe 'working' component of working memory can be fractionated into continuous updating, dual-processing, and serial-temporal reordering; the 'memory' component can be fractionated into verbal, visual, and spatial short-term storage systems.
“the ‘working’ component can be fractionated into interrelated but distinguishable subprocesses involving continuous updating, dual-processing and serial-temporal reordering, and the ‘memory’ component can be fractionated into distinct verbal, visual and spatial short-term storage systems (Figure 1).20,56,152”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
The “Working Memory Deficits in ADHD” section describes updating, dual-processing, and temporal/sequential manipulation as interconnected working-memory functions. It distinguishes phonological from visuospatial short-term memory, but treats visual and spatial storage together rather than as two distinct systems; the Method’s “Bifactor-(s-1) Models” section likewise specifies two storage systems, not three. Page numbers were not provided in our copy. (LLM, conf=0.88)
Experimental — accuracy not yet measuredStudies using cognitively-informed measures report that 89% of ADHD cases exhibited impairment in at least one executive function, including 75-85% with impaired working memory, 21-46% with impaired inhibitory control, and 10-38% with impaired set shifting.
“studies using cognitively-informed measures report that 89% of ADHD cases exhibited impairments in at least one executive function (75–85% impaired working memory, 21–46% impaired inhibitory control, 10–38% impaired set shifting).53,56”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
The Discussion reports working-memory impairment in approximately 75%–81% of children with ADHD and cites estimates reaching 85%, supporting that portion of the sentence. The paper does not report 89% impaired in at least one executive function or the stated inhibitory-control percentages. Its Discussion instead says ADHD is likely not associated with set-shifting impairment, so it does not support the stated set-shifting range. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Compared to children without ADHD, children with ADHD exhibited large impairments in serial/temporal reordering (d=1.34) and medium-sized impairments in continuous updating (d=0.64), but generally intact dual-processing working memory.
“Compared to children without ADHD, children with ADHD exhibited large impairments in serial/temporal reordering (d=1.34) and medium-sized impairments in continuous updating (d=0.64), but generally intact dual-processing working memory.”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
The Results and Discussion report large working-memory impairments in children with ADHD, measured using tasks with serial-reordering demands. They report d=1.63 and a range of d=1.62–2.03, not d=1.34. The paper does not report the claimed d=0.64 for continuous updating or establish that dual-processing working memory is generally intact. (LLM, conf=0.86)
Experimental — accuracy not yet measuredThe three primary executive function components appear to be separable into subprocesses.
“Similar to how executive function can be fractionated into three primary components, the three primary components seem to be separable into subprocesses.”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
The Method (Bifactor-(s-1) Models) separates working-memory performance into central-executive processing and phonological and visuospatial short-term-memory processes. The Discussion likewise says the study fractionated the working-memory system. It does not establish that all three primary executive-function components are each separable into subprocesses; its three components belong to a working-memory model. (LLM, conf=0.82)
Experimental — accuracy not yet measuredA series of studies by some of the authors included children with ADHD and ASD, controlled for ASD when evaluating executive functions in ADHD, and used a battery of construct-valid working memory tests.
“a series of studies by some of the authors of the current Review included children with ADHD and ASD, controlled for ASD when evaluating executive functions in ADHD, and used a battery of construct-valid working memory tests.”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
Method > Group Assignment reports that the ADHD and non-ADHD groups both included children with autism spectrum disorder; the non-ADHD clinical cases were included to control for comorbidities. Method > Working Memory Tasks describes phonological and visuospatial tests with reliability and validity evidence. This paper supports those features of its own study, but does not establish that a series of studies controlled for ASD; its listed analysis covariates are age, gender, and socioeconomic status, not ASD. (LLM, conf=0.84)
Experimental — accuracy not yet measuredHeterogeneity estimates suggest that 62-85% of children with ADHD exhibit working memory deficits and 21-46% have impairments in inhibitory control.
“Similarly, heterogeneity estimates suggest that 62-85% of children with ADHD exhibit working memory deficits and 21-46% have impairments in inhibitory control (for review, see 29).”
From Working memory and inhibitory control deficits in children with ADHD: an experimental evaluation of competing model predictions (2024) · cites this paper as [29]
The “Working Memory Deficits in ADHD” section reports that recent heterogeneity studies classified 62–85% of children with ADHD as impaired in working memory. The paper does not report the claimed 21–46% estimate for inhibitory-control impairment; its Results and Discussion concern working and short-term memory. Page numbers were not available in our copy. (LLM, conf=0.90)
Experimental — accuracy not yet measuredThe proportion of stimuli correct per trial during recall phases of word span and stroop span tasks was used to assess working memory capacity as recommended.
“The proportion of stimuli correct per trial (% recalled correctly) during the recall phases of the word span and stroop span tasks was used to assess working memory capacity as recommended (29, 97).”
From Working memory and inhibitory control deficits in children with ADHD: an experimental evaluation of competing model predictions (2024) · cites this paper as [29]
The Method > Working Memory Tasks passage says the paper used recommended partial-credit scoring—stimuli correct per trial—for its phonological and visuospatial working-memory tasks. It does not identify those tasks as word span and Stroop span or recommend that scoring specifically for those tasks. Page numbers are unavailable in our copy. (LLM, conf=0.87)
Experimental — accuracy not yet measuredThe low working memory conditions control for encoding, because the high working memory conditions involve both encoding and working memory maintenance/recall.
“In other words, the low working memory conditions control for encoding, because the high working memory conditions involve both encoding and working memory maintenance/recall (29, 97).”
From Working memory and inhibitory control deficits in children with ADHD: an experimental evaluation of competing model predictions (2024) · cites this paper as [29]
The Working Memory Deficits in ADHD section describes working-memory tasks as combining active processing with short-term storage, which supports the general point that the tasks involve more than encoding. But the Method sections (Working Memory Tasks; Bifactor-(s-1) Models; page numbers unavailable) do not say low-load conditions control for encoding. They describe serial reordering at every set size and treat increasing set size primarily as increasing short-term-memory demands. (LLM, conf=0.82)
Experimental — accuracy not yet measuredWorking memory can be divided into a 'working' component (mental processes operating on held information) and a 'memory' component (short-term memory, passive storage and rehearsal).
“working memory can be divided into its ‘working’ component (the mental processes that operate on mentally held information) and ‘memory’ component (short-term memory, the passive storage and rehearsal mechanisms that temporarily hold information in mind).”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
Additional analyses showed that what is shared between the three working memory subprocesses, rather than their unique features, is critical for predicting ADHD symptoms.
“additional analyses also showed that what is shared between these three subprocesses—rather than their unique features—is critical for predicting ADHD symptoms.”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [56]
At least some working memory demands are likely involved in all tasks, so the term "low" rather than "no" working memory is preferred.
“As argued previously (29), we prefer the term “low” rather than “no” working memory because at least some working memory demands are likely involved in all tasks (e.g., maintaining rule sets, attentional control to task demands).”
From Working memory and inhibitory control deficits in children with ADHD: an experimental evaluation of competing model predictions (2024) · cites this paper as [29]
For clinically evaluated children with and without ADHD, it matters what those tasks/processes are, and how they are combined.
“Instead, the current and prior findings (e.g., 29) indicate that, for clinically evaluated children with and without ADHD at least, it matters what those tasks/processes are, and how they are combined.”
From Working memory and inhibitory control deficits in children with ADHD: an experimental evaluation of competing model predictions (2024) · cites this paper as [29]
The pattern of results is consistent with recent clinical trial data indicating that targeted training of inhibitory control does not produce downstream improvements in working memory for children with ADHD.
“Instead, this pattern of results is consistent with recent clinical trial data indicating that targeted training of inhibitory control does not produce downstream improvements in working memory for children with ADHD (29).”
From Working memory and inhibitory control deficits in children with ADHD: an experimental evaluation of competing model predictions (2024) · cites this paper as [29]
The Discussion’s Clinical and Research Implications section discusses working-memory training protocols that largely target short-term memory and fail to reduce ADHD symptoms. It does not report clinical trial data on whether inhibitory-control training improves working memory in children with ADHD. Searches for inhibitory-control training and downstream working-memory improvement found no passage addressing that claim; page numbers were unavailable in our copy. (LLM, conf=0.74)
Experimental — accuracy not yet measuredThe pattern of results is also broadly consistent with a recent RCT indicating that training working memory may produce general improvements on both inhibition and choice-response tasks for children with ADHD.
“It is also broadly consistent with a recent RCT indicating that training working memory may produce general improvements on both inhibition and choice-response tasks for children with ADHD (29, 115).”
From Working memory and inhibitory control deficits in children with ADHD: an experimental evaluation of competing model predictions (2024) · cites this paper as [29]
The Discussion and Clinical and Research Implications sections discuss working-memory deficits and training protocols, but do not report a randomized trial showing improvements on inhibition and choice-response tasks. Searches for those tasks and for a working-memory-training RCT found no passage addressing the claimed result; the paper also says it did not assess intervention effects. (LLM, conf=0.76)
Experimental — accuracy not yet measured
Cites
(1998) · Cited by 36,049 · see citing works
Diagnostic and Statistical Manual of Mental Disorders(DSM)
Leong, F. T. L. (2008) · Sage eBooks · doi:10.4135/9781412963978.n182 · Cited by 10,858 · see citing works
KAUFMAN, J., BIRMAHER, B., BRENT, D., RAO, U., FLYNN, C., MORECI, P., WILLIAMSON, D., & RYAN, N. (1997) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-199707000-00021 · Cited by 10,148 · cited 1× · see citing works
“…children with ADHD and their parents completed a comprehensive psychoeducational and diagnostic evaluation that included a detailed, semi-structured clinical interview using the Kiddie Schedule for Affective Disorders and Schizophrenia for School-Aged Children (K-SADS; Kaufman et al., 1997).”
MethodSimmons, J. P., Nelson, L. D., & Simonsohn, U. (2011) · Psychological Science · doi:10.1177/0956797611417632 · Cited by 6,567 · see citing works
Working Memory: Theories, Models, and Controversies
Baddeley, A. (2012) · Annual Review of Psychology · doi:10.1146/annurev-psych-120710-100422 · Cited by 4,271 · see citing works
Willcutt, E. G., Doyle, A. E., Nigg, J. T., Faraone, S. V., & Pennington, B. F. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2005.02.006 · Cited by 3,568 · cited 6× · see citing works
“For example, early meta-analytic estimates indicated medium magnitude impairments (d=0.55–0.63; Willcutt et al., 2005), which suggest that only 35%−40% of children with ADHD are likely to have working memory impairments based on converting effect sizes into proportion non-overlap (Zakzanis, 2001).”
BackgroundResultInfluentialWorking 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 2× · see citing works
“A uthor M anuscript A uthor M anuscript A uthor M anuscript A uthor M anuscript potentially all cognitive tasks) require at least some working memory processes associated with controlled attention (e.g., Engle et al., 1999).”
BackgroundMethodWorking memory span tasks: A methodological review and user’s guide
Conway, A. R. A., Kane, M. J., Bunting, M. F., Hambrick, D. Z., Wilhelm, O., & Engle, R. W. (2005) · Psychonomic Bulletin & Review · doi:10.3758/bf03196772 · Cited by 2,882 · cited 1× · see citing works
“Partial-credit unit scoring (stimuli correct per trial) was used to derive performance estimates at each short-term memory load (set sizes of 3 to 6 items per trial) for each task as recommended (8 total variables: phonological memory loads 3–6, visuospatial memory loads 3–6; Conway et al., 2005).”
MethodEnsuring Positiveness of the Scaled Difference Chi-square Test Statistic
Satorra, A., & Bentler, P. M. (2009) · Psychometrika · doi:10.1007/s11336-009-9135-y · Cited by 2,725 · cited 1× · see citing works
“The χ2 difference test was used to evaluate nested model fit; lower chi-square values indicate the preferred model (Satorra & Bentler, 2010).”
MethodWorking Memory, Thought, and Action
Baddeley, A. (2007) · doi:10.1093/acprof:oso/9780198528012.001.0001 · Cited by 2,432 · cited 13× · see citing works
“Because all working memory tasks inherently include demands on one or more short-term memory systems (Baddeley, 2007), failure to control for short-term memory abilities is likely to suppress estimates of working memory deficits to the extent that short-term memory abilities are less- or un-impaired in ADHD as suggest…”
BackgroundMethodResultInfluentialStatistical Digital Signal Processing and Modeling
Gruber, M. H. J., & Hayes, M. H., III (1997) · Technometrics · doi:10.2307/1271141 · Cited by 2,220 · see citing works
cocor: A Comprehensive Solution for the Statistical Comparison of Correlations
Diedenhofen, B., & Musch, J. (2015) · PLOS ONE · doi:10.1371/journal.pone.0121945 · Cited by 1,919 · cited 1× · see citing works
“We then used the test for dependent correlations as implemented in the R package cocor (Diedenhofen & Musch, 2015) to test whether the associations between each short-term/working memory component and ADHD diagnosis/symptom severity differed significantly in magnitude (e.g., do children with ADHD…”
MethodNeuroimaging studies of working memory:
Wager, T. D., & Smith, E. E. (2003) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.3.4.255 · Cited by 1,889 · cited 2× · see citing works
“Among the diverse models of working memory (e.g., Engle et al., 1999; Gray et al., 2017; Nee et al., 2015; Wager & Smith, 2003), the Baddeley (2007) model has considerable empirical support and has been used extensively in the ADHD literature, where it has proven fruitful for advancing our…”
BackgroundMethodEvaluating Bifactor Models: Calculating and Interpreting Statistical Indices
Rodriguez, A., Reise, S. P., & Haviland, M. G. (2016) · Psychological Methods · doi:10.1037/met0000045 · Cited by 1,599 · cited 2× · see citing works
“…reliability of the general factor (working memory) and specific factors (phonological and visuospatial short-term memory) by providing estimates of the proportion of variance attributable to sources of common and specific variance, respectively; values >.70 are preferred (Rodriguez et al., 2016b).”
BackgroundBattle, D. E. (2013) · CoDAS · doi:10.1590/s2317-17822013000200017 · Cited by 1,569 · see citing works
MARTINUSSEN, R., HAYDEN, J., HOGG-JOHNSON, S., & TANNOCK, R. (2005) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/01.chi.0000153228.72591.73 · Cited by 1,297 · cited 4× · see citing works
“…memory subsystems; (2) visuospatial short-term memory deficits, if present, would be larger than phonological short-term memory deficits in ADHD (Martinussen et al., 2005); and (3) working memory abilities, but not short-term memory abilities, would covary with continuous estimates of parent-…”
BackgroundInfluentialApplying Bifactor Statistical Indices in the Evaluation of Psychological Measures
Rodriguez, A., Reise, S. P., & Haviland, M. G. (2016) · Journal of Personality Assessment · doi:10.1080/00223891.2015.1089249 · Cited by 990 · cited 2× · see citing works
“…reliability of the general factor (working memory) and specific factors (phonological and visuospatial short-term memory) by providing estimates of the proportion of variance attributable to sources of common and specific variance, respectively; values >.70 are preferred (Rodriguez et al., 2016b).”
BackgroundWorking Memory and Intelligence: The Same or Different Constructs?
Ackerman, P. L., Beier, M. E., & Boyle, M. O. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.1.30 · Cited by 969 · see citing works
Dissociating Verbal and Spatial Working Memory Using PET
Smith, E. E., Jonides, J., & Koeppe, R. A. (1996) · Cerebral Cortex · doi:10.1093/cercor/6.1.11 · Cited by 962 · cited 4× · see citing works
“…are functionally and anatomically distinct, as well as replicated evidence supporting a single, domain-general central executive rather than separate central executive components for processing phonological and visuospatial information (Baddeley, 2007; Alloway et al., 2006; Smith et al., 1996).”
BackgroundResultInfluentialSnyder, H. R., Miyake, A., & Hankin, B. L. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00328 · Cited by 946 · cited 4× · see citing works
“relying on single tasks that have been criticized for suboptimal construct validity due to placing insufficient demands on the central executive ‘working’ component of working memory and/or that confound measurement of working memory and short-term memory (Snyder et al., 2015).”
BackgroundMethodInfluentialVerbal and Visuospatial Short-Term and Working Memory in Children: Are They Separable?
Alloway, T. P., Gathercole, S. E., & Pickering, S. J. (2006) · Child Development · doi:10.1111/j.1467-8624.2006.00968.x · Cited by 938 · cited 2× · see citing works
“…are functionally and anatomically distinct, as well as replicated evidence supporting a single, domain-general central executive rather than separate central executive components for processing phonological and visuospatial information (Baddeley, 2007; Alloway et al., 2006; Smith et al., 1996).”
BackgroundWhy IQ is not a covariate in cognitive studies of neurodevelopmental disorders
DENNIS, M., FRANCIS, D. J., CIRINO, P. T., SCHACHAR, R., BARNES, M. A., & FLETCHER, J. M. (2009) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617709090481 · Cited by 875 · cited 3× · see citing works
“4 IQ was not included as a covariate based on compelling statistical, methodological, and conceptual rationale against covarying IQ when investigating cognitive processes in ADHD (Dennis et al., 2009; Kofler et al., 2016).”
BackgroundA Meta-analysis of Executive Components of Working Memory
Nee, D. E., Brown, J. W., Askren, M. K., Berman, M. G., Demiralp, E., Krawitz, A., & Jonides, J. (2013) · Cerebral Cortex · doi:10.1093/cercor/bhs007 · Cited by 544 · cited 2× · see citing works
“…manipulation of information held in shortterm memory, and includes interconnected functions of the mid-lateral prefrontal cortex that guide behavior via the updating, dual-processing, and temporal/sequential manipulation of internally-held information (Nee et al., 2013; Wager & Smith, 2003).”
BackgroundRapport, M. D., Orban, S. A., Kofler, M. J., & Friedman, L. M. (2013) · Clinical Psychology Review · doi:10.1016/j.cpr.2013.08.005 · Cited by 517 · cited 6× · see citing works
“…produce meaningful changes in parent and teacher perceptions of core ADHD behavioral symptoms given that these domains do not appear to be significantly related (Rapport et al., 2013), although of course this conclusion is speculative because the current study did not assess intervention effects.”
BackgroundInfluentialSelf-citationAnomalous results in G-factor models: Explanations and alternatives.
Eid, M., Geiser, C., Koch, T., & Heene, M. (2016) · Psychological Methods · doi:10.1037/met0000083 · Cited by 441 · cited 8× · see citing works
“…our constructs of interest, therefore providing a direct test of the extent to which working memory test scores reflect reliable variance attributable to both domain-general working memory processing and domain-specific phonological and visuospatial short-term memory capacity (Eid et al., 2018b).”
BackgroundMethodInfluentialKasper, L. J., Alderson, R. M., & Hudec, K. L. (2012) · Clinical Psychology Review · doi:10.1016/j.cpr.2012.07.001 · Cited by 414 · cited 9× · see citing works
“These estimates are highly consistent with meta-analytic ‘best case’ estimates based on tasks with high central executive demands (d=2.01–2.15, 81%−84% impaired; Kasper et al., 2012), as well as with studies using latent or composite estimates (d=1.”
BackgroundMethodResultInfluentialZakzanis, K. K. (2001) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/16.7.653 · Cited by 346 · cited 8× · see citing works
“For example, early meta-analytic estimates indicated medium magnitude impairments (d=0.55–0.63; Willcutt et al., 2005), which suggest that only 35%−40% of children with ADHD are likely to have working memory impairments based on converting effect sizes into proportion non-overlap (Zakzanis, 2001).”
BackgroundMethodResultInfluentialRapport, M. D., Alderson, R. M., Kofler, M. J., Sarver, D. E., Bolden, J., & Sims, V. (2008) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-008-9215-y · Cited by 331 · cited 3× · see citing works
“To more precisely evaluate short-term memory abilities in children with ADHD, several studies have adopted a regression-based (e.g., Rapport et al., 2008) or ANCOVA approach (e.g., Dovis et al., 2013) that uses phonological and visuospatial working memory tasks to statistically remove variance…”
BackgroundMethodInfluentialSelf-citationExecutive Functioning Heterogeneity in Pediatric ADHD
Kofler, M. J., Irwin, L. N., Soto, E. F., Groves, N. B., Harmon, S. L., & Sarver, D. E. (2019) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-018-0438-2 · Cited by 288 · cited 3× · see citing works
“, 2005), identifying neurocognitive components that are intact in pediatric ADHD is important for improving our understanding of the mechanisms and processes that underlie – and do not underlie – the disorder’s heterogeneous behavioral presentation (Kofler et al., 2019).”
BackgroundSelf-citationRapport, M. D., Bolden, J., Kofler, M. J., Sarver, D. E., Raiker, J. S., & Alderson, R. M. (2009) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-008-9287-8 · Cited by 265 · cited 3× · see citing works
“A uthor M anuscript A uthor M anuscript A uthor M anuscript A uthor M anuscript Karalunas et al., 2017; Rapport et al., 2009; Patros et al., 2017), the evidence base at this time implicates working memory as a core mechanism that is involved, at least in part, in the phenotypic expression of ADHD…”
BackgroundMethodSelf-citationCoghill, D. R., Seth, S., & Matthews, K. (2014) · Psychological Medicine · doi:10.1017/s0033291713002547 · Cited by 242 · cited 1× · see citing works
“Although correlation does not equal causation, it is a necessary prerequisite, and as such the current findings suggest that visuospatial short-term memory deficits are likely epiphenomenal to the inattentive and hyperactive/impulsive behaviors that characterize ADHD (Coghill et al., 2014).”
BackgroundKofler, M. J., Rapport, M. D., Bolden, J., Sarver, D. E., & Raiker, J. S. (2010) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-009-9357-6 · Cited by 239 · cited 3× · see citing works
“…(2007) conceptualization that central executive demands remain relatively constant despite increasing set size; increasing set size is viewed as primarily a manipulation of short-term memory demands (see Kofler et al., 2010 for empirical support for this conceptualization in an ADHD sample).”
BackgroundSelf-citationHeterogeneity in ADHD: Neuropsychological Pathways, Comorbidity and Symptom Domains
Wåhlstedt, C., Thorell, L. B., & Bohlin, G. (2009) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-008-9286-9 · Cited by 237 · see citing works
Sensitivity of psychiatric diagnosis based on the best estimate procedure
Kosten, T. A., & Rounsaville, B. J. (1992) · American Journal of Psychiatry · doi:10.1176/ajp.149.9.1225 · Cited by 230 · cited 1× · see citing works
“Comorbidities reflect clinical consensus best estimates (Kosten & Rounsaville, 1992), and included anxiety (24%), oppositional defiant (10%)2, autism spectrum (9%), and depressive (5”
BackgroundWorking Memory Deficits and Social Problems in Children with ADHD
Kofler, M. J., Rapport, M. D., Bolden, J., Sarver, D. E., Raiker, J. S., & Alderson, R. M. (2011) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-011-9492-8 · Cited by 227 · cited 3× · see citing works
“…and visuospatial working memory tasks predict hyperactivity (Rapport et al., 2009), attention (Kofler et al., 2010), impulsivity (Raiker et al., 2012), ADHD diagnostic group membership (Tarle et al., 2017), and ADHDrelated functional impairments (Friedman et al., 2017; Kofler et al., 2011, 2016).”
BackgroundSelf-citationSarver, D. E., Rapport, M. D., Kofler, M. J., Raiker, J. S., & Friedman, L. M. (2015) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-015-0011-1 · Cited by 149 · cited 1× · see citing works
“…and validity evidence includes internal consistency (α=.82-.97; Kofler, Sarver et al., 2018), 1- to 3-week test-retest reliability (.76-.90; Sarver et al., 2015), and expected magnitude relations with criterion working memory complex span (r=.69) and updating tasks (r=.61; Wells et al.,…”
BackgroundSelf-citationA Review of Factors that Promote Resilience in Youth with ADHD and ADHD Symptoms
Dvorsky, M. R., & Langberg, J. M. (2016) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-016-0216-z · Cited by 145 · cited 1× · see citing works
“In practice, identifying and harnessing these children’s intact cognitive abilities from a strengths-based perspective – in addition to remediating and/or accommodating their deficits – is likely to promote optimal functioning for children with ADHD (Dvorsky & Langberg, 2016).”
BackgroundValo, S., & Tannock, R. (2010) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2010.517172 · Cited by 142 · cited 1× · see citing works
“All ADHD subtypes/ presentations were eligible given the instability of ADHD subtypes (Valo & Tannock, 2010).”
MethodRaiker, J. S., Rapport, M. D., Kofler, M. J., & Sarver, D. E. (2012) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-011-9607-2 · Cited by 135 · see citing works
Self-citationWorking memory and organizational skills problems in <scp>ADHD</scp>
Kofler, M. J., Sarver, D. E., Harmon, S. L., Moltisanti, A., Aduen, P. A., Soto, E. F., & Ferretti, N. (2018) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12773 · Cited by 125 · cited 3× · see citing works
“The Rapport et al. (2009) computerized working memory tests and their administration instructions are identical to those described in Kofler et al. (2018).”
BackgroundMethodSelf-citationKaralunas, S. L., Gustafsson, H. C., Dieckmann, N. F., Tipsord, J., Mitchell, S. H., & Nigg, J. T. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000292 · Cited by 104 · cited 5× · see citing works
“, 2012), as well as with studies using latent or composite estimates (d=1.41–1.67; 62%−85%; Karalunas et al., 2017; Kofler, Irwin et al., 2019).”
BackgroundResultInfluentialEid, M., Krumm, S., Koch, T., & Schulze, J. (2018) · Journal of Intelligence · doi:10.3390/jintelligence6030042 · Cited by 99 · cited 8× · see citing works
“…our constructs of interest, therefore providing a direct test of the extent to which working memory test scores reflect reliable variance attributable to both domain-general working memory processing and domain-specific phonological and visuospatial short-term memory capacity (Eid et al., 2018b).”
BackgroundMethodInfluentialADHD Rating Scale―5 for Children and Adolescents: Checklists, Norms, and Clinical Interpretation
DuPaul, G. J., Power, T. J., Anastopoulos, A. D., & Reid, R. R. (2016) · Cited by 98 · see citing works
Heterogeneity in ADHD: Neurocognitive predictors of peer, family, and academic functioning
Kofler, M. J., Sarver, D. E., Spiegel, J. A., Day, T. N., Harmon, S. L., & Wells, E. L. (2017) · Child Neuropsychology · doi:10.1080/09297049.2016.1205010 · Cited by 94 · cited 6× · see citing works
“, 2019), response speeds (Kofler et al., 2016), or episodic buffer processes (Kofler, Spiegel et al.”
BackgroundInfluentialSelf-citationChacko, A., Kofler, M., & Jarrett, M. (2014) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-014-0171-5 · Cited by 93 · cited 4× · see citing works
“…phonological short-term memory deficits in ADHD (Martinussen et al., 2005); and (3) working memory abilities, but not short-term memory abilities, would covary with continuous estimates of parent- and teacher-reported inattentive and hyperactive symptoms (Chacko et al., 2014; Rapport et al., 2013).”
BackgroundInfluentialSelf-citationWells, E. L., Kofler, M. J., Soto, E. F., Schaefer, H. S., & Sarver, D. E. (2018) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2017.10.024 · Cited by 84 · cited 7× · see citing works
“In particular, studies finding lower effect sizes/impairment estimates were more likely to rely on estimates from single tasks that have been criticized for poor construct validity because they primarily assess short-term memory rather than working memory (e.g., backward digit span; Snyder et al., 2015; Wells et al.,…”
BackgroundInfluentialSelf-citationDovis, S., Van der Oord, S., Wiers, R. W., & Prins, P. J. M. (2013) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-013-9729-9 · Cited by 67 · cited 3× · see citing works
“Thus, although results were generally consistent with findings from alternative assessment methods (e.g., simple span, immediate free recall; Dovis et al., 2013; Gibson et al., 2018), it remains possible that short-term memory deficits would be detected/larger on tasks that require simple storage without active mental…”
MethodResultFriedman, L. M., Rapport, M. D., Raiker, J. S., Orban, S. A., & Eckrich, S. J. (2016) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-016-0171-7 · Cited by 63 · cited 2× · see citing works
“, 2017), and ADHDrelated functional impairments (Friedman et al., 2017; Kofler et al., 2011, 2016).”
BackgroundWhich ‘Working’ Components of Working Memory aren’t Working in Youth with ADHD?
Fosco, W. D., Kofler, M. J., Groves, N. B., Chan, E. S. M., & Raiker, J. S. (2020) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-020-00621-y · Cited by 55 · see citing works
Self-citationSarver, D. E., Rapport, M. D., Kofler, M. J., Scanlan, S. W., Raiker, J. S., Altro, T. A., & Bolden, J. (2012) · Learning and Individual Differences · doi:10.1016/j.lindif.2011.09.010 · Cited by 48 · cited 3× · see citing works
“, 2011) and underachievement in reading and math (Sarver et al., 2012); however, the extent to which these associations are attributable specifically to visuospatial short-term memory, as opposed to uncontrolled domain-general working memory processes, remains unknown.”
BackgroundInfluentialSelf-citationAlderson, R. M., Kasper, L. J., Patros, C. H. G., Hudec, K. L., Tarle, S. J., & Lea, S. E. (2015) · Child Neuropsychology · doi:10.1080/09297049.2014.917618 · Cited by 46 · cited 1× · see citing works
“However, prior work suggests that the episodic buffer is likely intact in pediatric ADHD (Alderson et al., 2015; Kofler, Spiegel et al., 2018).”
BackgroundTenenbaum, R. B., Musser, E. D., Raiker, J. S., Coles, E. K., Gnagy, E. M., & Pelham, W. E. (2018) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-017-0343-0 · Cited by 44 · cited 1× · see citing works
“A uthor M anuscript A uthor M anuscript A uthor M anuscript A uthor M anuscript and colleagues reported that pediatric ADHD may be associated with a strength in motor speed (Raiker et al., 2017) and intact reward sensitivity (Tenenbaum et al., 2018).”
BackgroundBolden, J., Rapport, M. D., Raiker, J. S., Sarver, D. E., & Kofler, M. J. (2012) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-012-9619-6 · Cited by 34 · cited 1× · see citing works
“Similarly, the current study did not evaluate the ability to maintain information in short-term memory over extended durations (Bolden et al., 2012) or assess the episodic buffer.”
BackgroundSelf-citationApplication of the Dual-Component Model of Working Memory to ADHD
Gibson, B. S., Gondoli, D. M., Flies, A. C., Dobrzenski, B. A., & Nash Unsworth, A. (2009) · Child Neuropsychology · doi:10.1080/09297040903146958 · Cited by 33 · see citing works
Tarle, S. J., Alderson, R. M., Patros, C. H. G., Lea, S. E., Hudec, K. L., & Arrington, E. F. (2017) · Neuropsychology · doi:10.1037/neu0000364 · Cited by 29 · cited 1× · see citing works
“…and visuospatial working memory tasks predict hyperactivity (Rapport et al., 2009), attention (Kofler et al., 2010), impulsivity (Raiker et al., 2012), ADHD diagnostic group membership (Tarle et al., 2017), and ADHDrelated functional impairments (Friedman et al., 2017; Kofler et al., 2011, 2016).”
BackgroundPatros, C. H. G., Alderson, R. M., Hudec, K. L., Tarle, S. J., & Lea, S. E. (2017) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2016.09.008 · Cited by 29 · cited 1× · see citing works
“A uthor M anuscript A uthor M anuscript A uthor M anuscript A uthor M anuscript Karalunas et al., 2017; Rapport et al., 2009; Patros et al., 2017), the evidence base at this time implicates working memory as a core mechanism that is involved, at least in part, in the phenotypic expression of ADHD…”
BackgroundKofler, M. J., Spiegel, J. A., Austin, K. E., Irwin, L. N., Soto, E. F., & Sarver, D. E. (2018) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-017-0346-x · Cited by 22 · cited 2× · see citing works
“The Rapport et al. (2009) computerized working memory tests and their administration instructions are identical to those described in Kofler et al. (2018).”
BackgroundMethodSelf-citationRaiker, J. S., Friedman, L. M., Orban, S. A., Kofler, M. J., Sarver, D. E., & Rapport, M. D. (2017) · Journal of Attention Disorders · doi:10.1177/1087054716686182 · Cited by 19 · cited 2× · see citing works
“and colleagues reported that pediatric ADHD may be associated with a strength in motor speed (Raiker et al., 2017) and intact reward sensitivity (Tenenbaum et al.”
BackgroundSelf-citationGibson, B. S., Gondoli, D. M., Ralph, K. J., & Sztybel, P. (2018) · Child Neuropsychology · doi:10.1080/09297049.2016.1225706 · Cited by 10 · cited 12× · see citing works
“…all three primary components of the Baddeley (2007) model, this approach provides the ideal test of the extent to which ADHD is associated with specific short-term memory deficits when accounting for their well-documented impairments in working memory, as recommended (Gibson et al., 2017, 2018).”
BackgroundMethodResultInfluential
Flagged first, then by citations
1 of the 60 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Sample Size Requirements for Bifactor Models
Bader, M., Jobst, L. J., & Moshagen, M. (2022) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705511.2021.2019587 · Cited by 62 · see citing works
“…the relative strength of the general factor to the specific factors is of central interest in many applications of the bifactor model (e.g., Bader et al., 2021; Carnovale et al., 2021; Kofler et al., 2020), and can be quantified using the explained common variance (ECV; Ten Berge & So can, 2004).”
BackgroundMaron, D., Bowe, S. J., Spencer‐Smith, M. M., Mellahn, O. J., Perrykkad, K., Bellgrove, M. A., & Johnson, B. P. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2021.10.012 · Cited by 53 · see citing works
Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder
Kofler, M. J., Soto, E. F., Singh, L. J., Harmon, S. L., Jaisle, E. M., Smith, J. N., Feeney, K. E., & Musser, E. D. (2024) · Nature Reviews Psychology · doi:10.1038/s44159-024-00350-9 · Cited by 51 · see citing works
“relevant information (continuous updating), maintaining information in mind while performing a secondary task (dual-processing) and/or maintaining and rearranging information in mind (or serial and temporal reordering) 53–56 .”
InfluentialSelf-citationChacko, A., Merrill, B. M., Kofler, M. J., & Fabiano, G. A. (2024) · Translational Psychiatry · doi:10.1038/s41398-024-02890-3 · Cited by 56 · see citing works
“This is an important limitation for at least two reasons: First, most children with ADHD do not have de fi cits in short term memory (20 – 38% impairment rates) despite the majority having impairments in working memory (75 – 81%; [95 – 97]).”
BackgroundSelf-citationA Review of Working Memory Training in the Management of Attention Deficit Hyperactivity Disorder
Alsaad, M. S., Al-Jabri, B., & Almarzouki, A. (2021) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2021.686873 · Cited by 32 · see citing works
Modern Assessments of Intelligence Must Be Fair and Equitable
Holden, L. R., & Tanenbaum, G. J. (2023) · Journal of Intelligence · doi:10.3390/jintelligence11060126 · Cited by 39 · see citing works
Kofler, M. J., Groves, N. B., Chan, E. S. M., Marsh, C. L., Cole, A. M., Gaye, F., Cibrian, E., Tatsuki, M. O., & Singh, L. J. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1277583 · Cited by 35 · see citing works
“Support for working memory-focused models would include signi fi cant reductions in inhibitory control performance when working memory demands are experimentally induced (14, 45).”
BackgroundMethodResultInfluentialSelf-citationCunff, A. L., Martis, B.-L., Glover, C., Ahmed, E., Ford, R. M., Giampietro, V., & Dommett, E. J. (2025) · Frontiers in Education · doi:10.3389/feduc.2024.1437673 · Cited by 46 · see citing works
Cunff, A. L., Dommett, E. J., & Giampietro, V. (2023) · European Journal of Neuroscience · doi:10.1111/ejn.16201 · Cited by 35 · see citing works
“Attention-deficit/ hyperactivity disorder (ADHD), which affects between 6.8% and 10.2% of the population, is most clearly associated with deficits in working memory (Hong et al., 2022; Kofler et al., 2020; Roodenrys, 2012; Song et al., 2021; Xu et al., 2018).”
BackgroundInfluentialKang, J., Park, M. K., Oh, C., & Kim, T. (2023) · Psychiatry Research · doi:10.1016/j.psychres.2023.115412 · Cited by 27 · see citing works
Zhang, L., Liu, N., Cao, L., Xin, Y., Zhang, D., Bai, Y., Zheng, W., Bi, X.-Y., Xing, B., & Zhang, W. (2022) · Behavioural Brain Research · doi:10.1016/j.bbr.2022.113996 · Cited by 26 · see citing works
ZAKARIA, R. H., Hussain, I., Zulkifli, N. S., et al. (2023) · PLoS ONE · doi:10.1371/journal.pone.0283862 · Cited by 22 · see citing works
“Moreover, the swiftly changing screens put marginal demands on attention and working memory [49], enforced effort, or writing [50] all of which are challenging in ADHD.”
BackgroundNivins, S., & Klingberg, T. (2023) · Acta Paediatrica · doi:10.1111/apa.16756 · Cited by 20 · see citing works
Hurjui, I. A., Hurjui, R. M., Hurjui, L. L., Șerban, I. L., Dobrin, I., Apostu, M., & Dobrin, R. (2025) · Medicina · doi:10.3390/medicina61071211 · Cited by 22 · see citing works
“ADHD individuals usually have deficits in verbal and visual-spatial working memory, which diminishes their ability to perform short information retention and manipulation tasks [43].”
Bullard, C. C., Alderson, R. M., Roberts, D. K., Tatsuki, M. O., Sullivan, M. A., & Kofler, M. J. (2024) · Child Neuropsychology · doi:10.1080/09297049.2024.2304375 · Cited by 21 · see citing works
“…given our use of a phonological working memory test, and suggest the need for future studies that fractionate the working memory system into its subcomponent parts (e.g., Kofler, Singh, et al., 2020) to determine which aspect(s) of working memory impact social functioning for these children.”
Self-citationCunff, A. L., Giampietro, V., & Dommett, E. J. (2024) · Education Sciences · doi:10.3390/educsci14050516 · Cited by 18 · see citing works
Doi, H., Kanai, C., & Ohta, H. (2022) · Autism Research · doi:10.1002/aur.2712 · Cited by 14 · see citing works
Modern Assessments of Intelligence Must Be Fair and EquitablePreprint
Holden, L. R., & Tanenbaum, G. J. (2023) · doi:10.31234/osf.io/6aqhp · Cited by 14 · see citing works
Friedman, L. M., Eckrich, S. J., Rapport, M. D., Bohil, C. J., & Calub, C. A. (2023) · Child Neuropsychology · doi:10.1080/09297049.2023.2213463 · Cited by 16 · see citing works
“In contrast, reordering tasks require higher order processing in addition to prolonged information storage and maintenance (Kofler et al., 2020); thus, the type of attentional demand differences between the two working memory tasks may explain different findings.”
BackgroundResultKennedy, E., Liebel, S. W., Lindsey, H. M., Vadlamani, S., Lei, P., Adamson, M. M., Alda, M., Alonso-Lana, S., Anderson, T., Arango, C., et al. (2024) · Brain Sciences · doi:10.3390/brainsci14070669 · Cited by 16 · see citing works
Working memory and math skills in children with and without ADHD.
Gaye, F., Groves, N. B., Chan, E. S. M., Cole, A. M., Jaisle, E. M., Soto, E. F., & Kofler, M. J. (2023) · Neuropsychology · doi:10.1037/neu0000920 · Cited by 15 · see citing works
Self-citationGuo, X., Yan, T.-J., Chen, M., Ma, X., Li, R., Li, B., Yang, A., Chen, Y., Fang, T., Yu, H., et al. (2021) · Brain and Behavior · doi:10.1002/brb3.2427 · Cited by 11 · see citing works
Aster, H.-C., Waltmann, M., Busch, A., Romanos, M., Gamer, M., van Noort, B. M., Beck, A., Kappel, V., & Deserno, L. (2024) · NeuroImage Clinical · doi:10.1016/j.nicl.2024.103588 · Cited by 15 · see citing works
“While it is known that ADHD patients are more likely to smoke (Ilbegi et al., 2018) and perform worse on tests of intelligence (Bridgett and Walker, 2006) and working memory (Kofler et al., 2020), these differences between groups may explain some of the behavioral differences.”
BackgroundADHD in Adulthood: Clinical Presentation, Comorbidities, and Treatment Perspectives
Bogdańska-Chomczyk, E., Majewski, M. K., & Kozłowska, A. (2025) · International Journal of Molecular Sciences · doi:10.3390/ijms262211020 · Cited by 15 · see citing works
“[56] Autism Spectrum Disorder (ASD) 15–50% Reflects shared neurodevelopmental and genetic origins; leads to compounded functional impairment and emotional dysregulation.”
Herreras, E. B., Alonso-Esteban, Y., & Marín, F. A. (2023) · Children · doi:10.3390/children11010058 · Cited by 12 · see citing works
“Evidence suggests that deficits in working memory [27,47–50] and deficits in cognitive flexibility (cold executive function) are also present in individuals who develop ADHD.”
BackgroundNeprily, K., Climie, E. A., McCrimmon, A. W., & Makarenko, E. M. (2025) · Frontiers in Developmental Psychology · doi:10.3389/fdpys.2024.1390791 · Cited by 11 · see citing works
Arnett, A. B., Gourdet, G., Peisch, V. D., Spaulding, K., Ferrara, E., & Li, V. (2023) · Clinical Neurophysiology · doi:10.1016/j.clinph.2023.01.021 · Cited by 9 · see citing works
Memory Consolidation and Sleep in Children With Epilepsy: A Systematic Review
Hoyer, S., Dietz, M., Ambrosi-Schneider, A.-S., Krishnasamy, N., Buß, C., Shing, Y. L., & Kaindl, A. M. (2024) · Pediatric Neurology · doi:10.1016/j.pediatrneurol.2024.05.020 · Cited by 10 · see citing works
Unraveling the connections between migraine and psychiatric comorbidities: A narrative review
Yum, J., & Chu, M. K. (2025) · Brain and Development · doi:10.1016/j.braindev.2025.104392 · Cited by 7 · see citing works
“Both conditions share cognitive impairments, such as difficulty concentrating and sensitivity to stimuli, increasing the risk of symptom misattribution [121].”
Chang, T., Lin, H.-L., Tzang, C.-C., Liang, J.-A., Hsu, T., & Tzang, B. (2024) · Biomedicines · doi:10.3390/biomedicines12010144 · Cited by 6 · see citing works
“Various studies have reported that attention-deficit/hyperactivity disorder (ADHD) is linked to changes in encoding processes, specifically in working or short-term memory [59].”
BackgroundAdolescent binge ethanol impacts H3K36me3 regulation of synaptic genes
Brocato, E. R., & Wolstenholme, J. T. (2023) · Frontiers in Molecular Neuroscience · doi:10.3389/fnmol.2023.1082104 · Cited by 7 · see citing works
“It has been associated with psychiatric outcomes such as ADHD and schizophrenia, both characterized in part by deficits in working memory (Najera et al., 2019; Kofler et al., 2020).”
BackgroundCognitive Profiling of Children and Adolescents with ADHD Using the WISC-IV
Rosales-Gómez, M., Navarro-Soria, I., Torrecillas, M., López, M. E., & Delgado, B. (2025) · Behavioral Sciences · doi:10.3390/bs15091279 · Cited by 6 · see citing works
“…cognitive flexibility, and working memory (WM), as well as related domains including visuospatial skills, sustained attention (vigilance), and processing speed (PS) (Kofler et al., 2020; Navarro-Soria et al., 2024; Fenollar-Cortés et al., 2015; Silverstein et al., 2020; Townes et al., 2023).”
Farrow, J. E., DelBello, M. P., Patino, L. R., Blom, T. J., & Welge, J. A. (2024) · JAACAP Open · doi:10.1016/j.jaacop.2024.08.002 · Cited by 6 · see citing works
Tchekalarova, J. D., Ivanova, P., & Krushovlieva, D. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms25137340 · Cited by 6 · see citing works
“…unlike angiotensin-converting enzyme inhibitors (ACEIs), AT1 receptor blockers (ARBs), including losartan, were not only unable to prevent hyperlocomotion and impulsive-like behavior, but also exacerbated locomotor activity in “knockout” mice (NK1R-/-) with behavior resembling ADHD [36].”
BackgroundAdherence to COVID-19 Protective Measures in a Longitudinal Sample of Male Youth
Teferra, A. A., Alalwan, M. A., Keller-Hamilton, B. L., Roberts, M. E., Lü, B., Paskett, E. D., Chrzan, K., Curran, H., & Ferketich, A. K. (2022) · International Journal of Behavioral Medicine · doi:10.1007/s12529-022-10090-w · Cited by 6 · see citing works
“ADHD is characterized by impairments in working memory [54, 55], and recent research has linked lower working memory with poorer adherence to social distancing recommendations among adults during the pandemic [56].”
BackgroundChristiner, M., & Groß, C. (2025) · Languages · doi:10.3390/languages10110272 · Cited by 6 · see citing works
“…2020), language aptitude and ability (Skehan, 2012, 2019; Wen, 2012; Wen et al., 2017; Wen & Skehan, 2011), short-term memory (Coumel et al., 2023; Gathercole et al., 1997) and working memory ability (Archibald, 2017; Baddeley, 2003; Kofler et al., 2020; Linck et al., 2013; Loosli et al., 2012).”
Harrison, A. G., Beal, A. L., Armstrong, I. T., & Gallagher, A. (2024) · Psychological Injury and Law · doi:10.1007/s12207-024-09499-3 · Cited by 5 · see citing works
“Attention deficit hyperactivity disorder (ADHD) has also been characterized by deficits in working memory associated with ADHD symptom presentation and impairment (e.g., Kofler et al., 2020; Sarver et al., 2015).”
Groß, C., Bernhofs, V., Möhler, E., & Christiner, M. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20196841 · Cited by 5 · see citing works
“This affects a number of different capacities such as academic achievement [4–6], arithmetic ability [7], reading and comprehension skills [8–11], the ability to attend to speech in typically noisy listening environments [12] and working memory capacity [7,11,13–17].”
BackgroundResultInfluentialAnning, K. L., Langley, K., Hobson, C. W., de Sonneville, L. M. J., & van Goozen, S. H. M. (2023) · Child Neuropsychology · doi:10.1080/09297049.2023.2190964 · Cited by 5 · see citing works
“Some digit span tasks have been criticized for invoking short term, rather than working memory processes (e.g., Kofler et al., 2020; Rapport et al., 2008).”
MethodInclusive Recommender Systems: Addressing Needs of Users with ADHD
Khan, S., Iqbal, M., Knijnenburg, B. P., & Dixon, E. (2025) · ACM Transactions on Recommender Systems · doi:10.1145/3769427 · Cited by 6 · see citing works
Fernández‐Martín, P., Tovar-Suárez, D., Rodríguez‐Herrera, R., León, J. J., Cánovas, R., & Flores, P. (2025) · Translational Psychiatry · doi:10.1038/s41398-025-03353-z · Cited by 7 · see citing works
Zheng, Q., & Shum, K. K. (2024) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-023-06213-1 · Cited by 4 · see citing works
Conesa, P. (2023) · Revista de Psicología Clínica con Niños y Adolescentes · doi:10.21134/rpcna.2023.10.3.6 · Cited by 6 · see citing works
“Moreover, as suggested by several authors, it seems that performance tasks do not present an adequate ecological and predictive validity of these functions (Soto et al., 2020).”
BackgroundSingh, L. J., Floyd, R. G., Reynolds, M. R., Pike, N. M., & Huenergarde, M. C. (2025) · Child Neuropsychology · doi:10.1080/09297049.2024.2357376 · Cited by 3 · see citing works
“…rather than subtle neuropsychological deficits often characteristic of children with neurodevelopmental disorders such as attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD; Karalunas et al., 2018; Kofler et al., 2020; Kofler et al., in press; Snyder et al., 2015).”
Self-citationExplaining heterogeneity: Latent profiles of adult attention-deficit/hyperactivity disorder
McGuigan, L. M., Simons, M. U., Mengwasser, S. T., Marshall, P., & Hoelzle, J. B. (2025) · Applied Neuropsychology Adult · doi:10.1080/23279095.2025.2568595 · Cited by 3 · see citing works
ADHD and Cannabis Use in College Students: Examining Indirect Effects of Coping Motives
Taubin, D., Oddo, L. E., Bounoua, N., Bui, H. N. T., Murphy, J. G., & Chronis-Tuscano, A. M. (2025) · Substance Use & Misuse · doi:10.1080/10826084.2025.2491770 · Cited by 4 · see citing works
“…cannabis use behaviors of college students with ADHD using a prospective, daily diary approach, a valuable tool for more accurately assessing substance use in individuals with ADHD, given this population’s documented difficulties with long-term memory and symptom recall (Kofler et al., 2020).”
Ferreira, D. A., & Osório, F. D. L. (2025) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617725000190 · Cited by 3 · see citing works
“…Zelazo et al., 2003), with the most commonly associated deficits in ADHD being inhibitory control (Jiménez-Figueroa et al., 2017), working memory (Kofler et al., 2020), cognitive flexibility (Roshani et al., 2020), planning (Willcutt et al., 2005), and attention processes (Miklós et al., 2019).”
Carmen, C., Agustín, A.-A., Javier, C.-S., & Alberto, R.-A. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.105913 · Cited by 3 · see citing works
Camerini, L., Martins‐Silva, T., Rohde, L. A., Santos, I. S., Barros, F. C., Genro, J. P., Ghisleni, G., Hutz, M. H., Oliveira, I. O., Matijasevich, A., et al. (2025) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-025-01968-3 · Cited by 2 · see citing works
“ADHD studies have identified measures of attention and executive functions in tasks such as vigilance and sustained attention [14], working memory alterations [15], visuospatial problem resolution and auditory attention [16].”
Nguyen, H., & Javorsky, K. H. (2024) · Advances in educational technologies and instructional design book series · doi:10.4018/979-8-3693-6497-0.ch001 · Cited by 2 · see citing works
Medghalchi, N., Rad, A. H., & Mousavi, M. Z. (2024) · Archives of Neuroscience · doi:10.5812/ans-154348 · Cited by 2 · see citing works
Cognitive heterogeneity in Attention Deficit Hyperactivity Disorder: Implications for maths
Kanevski, M., Booth, J. N., Stewart, T. M., & Rhodes, S. (2024) · British Journal of Developmental Psychology · doi:10.1111/bjdp.12517 · Cited by 2 · see citing works
Feeney, K. E., Morris, S. S. J., Ward, A. R., & Musser, E. D. (2023) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-023-10109-w · Cited by 2 · see citing works
“Impairments in short-term memory (STM) are associated with attention-deficit/hyperactivity disorder (ADHD) and its symptoms (Fried et al., 2016; Kasper et al., 2012; Kofler et al., 2020; Martinussen et al., 2005; Rapport et al., 2009; Sarver et al., 2015).”
Megari, K. (2026) · IGI Global eBooks · doi:10.4018/979-8-3373-7072-9.ch006 · Cited by 1 · see citing works
Montalva-Valenzuela, F., Guzmán-Muñoz, E., García-Carrillo, E., Farías‐Valenzuela, C., Aroca, J. G., Concha‐Cisternas, Y., Molina-Márquez, I., Sepulveda, R. A. Y., & Castillo-Paredes, A. (2026) · Journal of Clinical Medicine · doi:10.3390/jcm15145334 · Cited by 1 · see citing works
“Working memory, considered a central component of executive functioning and frequently impaired in individuals with ADHD [56] has been scarcely assessed in the reviewed studies.”
Kim, S. Y., Youngstrom, E. A., Norris, M., Levine, A. S., Butter, E. M., & Stephenson, K. G. (2025) · Assessment · doi:10.1177/10731911251369977 · Cited by 1 · see citing works
“…& McGrath, 2018), including response inhibition (Grane et al., 2014; Neely et al., 2017), set shifting (Halleland et al., 2012; Roberts et al., 2017), working memory (WM; Alderson et al., 2013; Kofler et al., 2020), and processing speed (Cook et al., 2018; Dinçer et al., 2022; Moura et al., 2019).”
Donbaloğlu, M. A., Demirdöğen, E. Y., Akıncı, M. A., & Bozkurt, A. (2025) · Reading Research Quarterly · doi:10.1002/rrq.70047 · Cited by 1 · see citing works
“In the literature, there are studies reporting that individuals with ADHD experience WM deficits (Kofler et al. 2020; Ramos et al. 2020).”
Lazzaro, G., Didino, D., Fucà, E., Sperandini, V., Falvo, S., Passarini, S., Bergonzini, P., D'Aiello, B., De Rossi, P., De Rose, P., et al. (2025) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2025.107561 · Cited by 1 · see citing works
Cued replay of memory contents in human infantsPreprint
Postzich, C., Finnemann, J., & Skeide, M. A. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.06.12.659246 · Cited by 1 · see citing works
“For example, the current results could stimulate further research on the early detection of neurodevelopmental disorders associated with learning and memory impairments 29,30 .”
Resting-state memory consolidation in Attention-Deficit/Hyperactivity Disorder
Scalia, B., & Wamsley, E. J. (2025) · PLoS ONE · doi:10.1371/journal.pone.0323884 · Cited by 1 · see citing works
A Survey of Engagement with Mindfulness and Brain Training Apps
Syed, M., Byrne, L. K., Lum, J. A. G., & Skvarc, D. (2025) · Journal of Cognitive Enhancement · doi:10.1007/s41465-025-00324-6 · Cited by 1 · see citing works
“…commonly observed in numerous clinical conditions such as depression, anxiety disorders, ADHD, schizophrenia, traumatic brain injury, and neurodegenerative disorders (Nikolin et al., 2021; Nyberg et al., 2021; Kofler et al., 2020; Chatterjee et al., 2019; Jolly et al., 2020; Zokaei & Husain, 2019).”
Jackson, T. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3693-9811-1.ch007 · Cited by 1 · see citing works
An Equivalent Single Spiking Neuron Model of the Working Memory
Ajith, N., Rajendran, A., Naldi, G., D'Angelo, E. U., & Diwakar, S. (2025) · International Conference on Cognitive Computing in Engineering, Communications, Sciences and Biomedical Health Informatics (IC3ECSBHI) · doi:10.1109/ic3ecsbhi63591.2025.10991192 · Cited by 1 · see citing works
“However, it has been noted that working memory performance is volatile under disorder conditions, with 21 factors identified to affect its efficiency in real life situations [24].”
Psychopharmacological Support Significance on Attention Deficit Hyperactivity Disorder
Haq, F. (2025) · International Journal of Psychology · doi:10.47604/ijp.3143 · Cited by 1 · see citing works
“Kofler et al. (2020) has also provided comprehensive details on workings of short-term memory and possible deficits for ADHD brain.”
IQ, an Uninvited Guest in the Field of Learning?: Correlation Study of Comprehensive Learning Test
Cha, M.-C., Kim, T.-H., Kim, H. J., Choi, K.-H., & Park, M.-H. (2025) · Journal of Korean Medical Science · doi:10.3346/jkms.2025.40.e132 · Cited by 1 · see citing works
A Review of Reasons for Inconsistency in Testimonies of Torture Victims
Weishut, D. J. N., & Steiner‐Birmanns, B. (2024) · Psychological Injury and Law · doi:10.1007/s12207-024-09498-4 · Cited by 1 · see citing works
“People with attention-deficit/hyperactivity disorder have, by definition, a problem with attention and may suffer from hardships with working memory (Kofler et al., 2020).”
Aster, H.-C., Waltmann, M., Busch, A., Romanos, M., Gamer, M., van Noort, B. M., Beck, A. M., Kappel, V., & Deserno, L. (2023) · medRxiv · doi:10.1101/2023.04.14.23288555 · Cited by 1 · see citing works
“Kofler, M. J., L. J. Singh, E. F. Soto, E. S. M. Chan, C. E. Miller, S. L. Harmon and J. A. Spiegel (2020).”
Ross, C., & Fernandez, C. (2026) · Acta Psychologica · doi:10.1016/j.actpsy.2026.107033 · Cited by 1 · see citing works
Papachristou, E., Filippi, R., Mcavoy, M., & Kałdonek‐Crnjaković, A. (2026) · Bilingualism Language and Cognition · doi:10.1017/s1366728926101618
Robidoux, J., Stanké, B., Rioux, E. J., et al. (2026) · Annals of Dyslexia · doi:10.1007/s11881-026-00390-1
ADHD and working memory: Reviewing causes for a consistent correlation
Hertler, S. C., Kideys, K., & Peñaherrera‐Aguirre, M. (2026) · Applied Neuropsychology Adult · doi:10.1080/23279095.2026.2721598
Developmental benchmarks of executive function reveal sensitive periods for adolescent mental health
Li, Y., Tan, L., Duan, Y., Xu, X., Xu, H., Yu, M., Jia, L., Li, Z., Zhao, C., Chen, Q., et al. (2026) · Nature Mental Health · doi:10.1038/s44220-026-00711-8
Kavyani, M., toosi, F. A., Farsi, A., & Keshvari, F. (2026) · Psychiatric Quarterly · doi:10.1007/s11126-026-10305-3
Digital Pathways to Executive Function Skills
Rachanioti, E., Alevriadou, A., & Lyra, O. (2026) · IGI Global eBooks · doi:10.4018/979-8-2600-3311-1.ch005
Vélez, W. A. Z., Ponce, J. L. A., Bailón, W. G. B., Valle, H. M. C. D., & Quirumbay, R. B. (2026) · Brain Sciences · doi:10.3390/brainsci16050480
Tamm, L., Quiroz, M., Peugh, J., Epstein, J. N., & Becker, S. P. (2026) · Journal of Child and Adolescent Psychopharmacology · doi:10.1177/10445463261445015
Groppe, A., Krauel, K., & Angenstein, N. (2026) · Hearing Research · doi:10.1016/j.heares.2026.109638
Photobiomodulation and Cognitive Enhancement in ADHD: Translational Evidence
Schwartz, A. Y., Machado, L. D. S., Gonzalez-Lima, F., Salehpour, F., da Silva, S. G., Lopes‐Martins, R. Á. B., Salgado, A. S. I., & Cardoso, F. D. S. (2026) · Clinical and Translational Neuroscience · doi:10.3390/ctn10020010 · Cited by 1 · see citing works
“This domain is consistently impaired in individuals with ADHD and is associated with difficulties in planning, self-regulation, and academic performance [56,60,61].”
Clinical predictors of stimulant efficacy in adults with ADHD
DiSalvo, M., Biederman, J., O’Connor, H., Iorini, M., Green, A., Woodworth, K. Y., Wozniak, J. R., Joshi, G., Gabrieli, J. D. E., & Uchida, M. (2026) · Therapeutic Advances in Psychopharmacology · doi:10.1177/20451253261428807
Attention unleashed: Creative therapy for thoughtful transformation
Nehme, S. B. S., Macaluso, E., & Khalil, R. (2026) · iScience · doi:10.1016/j.isci.2026.115387
“154 These deficits significantly impact multiple aspects of functioning—AC 155,156 (mostly selective and sustained attention 157 ), inhibition, 158 CF, 159 WM, 160,161 temporal information processing, 162 emotional regulation, 156,163 and motor skills.”
Adak, İ., Varan, E. O., Eyupoglu, N., Alpman, A., Durmus, Z. B., Karakuş, O. B., Gamlı, İ. S., & Ekıncı, O. (2026) · Diagnostics · doi:10.3390/diagnostics16050808
“Some studies, however, did not replicate these associations [13,56], likely due to methodological and sample-related differences.”
Effects of ADHD on additional language learning and use
Kałdonek‐Crnjaković, A. (2026) · Studies in Second Language Acquisition · doi:10.1017/s0272263126101533
“These findings are confirmed by recent studies (Karalunas et al., 2017; Karr et al., 2022; Kofler et al., 2019, 2020).”
InfluentialThe Architecture of Loneliness: A Unified Neurocognitive and Evolutionary Model of ADHDPreprint
Blake, J. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6822721
A Salience Threshold Model of ADHDPreprint
Blake, J. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7454420
Ensuring Fair Representation of Neurodiverse Stakeholders Within the AI-Learning Ecosystem
Weger, G. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-2235-3.ch005
Ulusoy, A. (2025) · Physical Activity in Children · doi:10.61882/pach.2025.514982.1048
A Neuropsychological Perspective on ADHD: Quantitative Insights into Working Memory Components
Malhotra, P., & Khurana, R. (2025) · Annals of Neurosciences · doi:10.1177/09727531251391921
“22 Adolescence is marked by a desire for increased independence and individuation from family, making it crucial to understand this population’s distinct working memory components rather than primarily focusing on parent-centred interventions.”
Neurodiversity and Cognitive Load in Online Learning: A Pilot EEG and Eye-Tracking Study
Cunff, A. L., Dommett, E. J., & Giampietro, V. (2025) · Neurodiversity · doi:10.1177/27546330251400677
“In ADHD, dif fi culties in sustaining attention and reduced working-memory capacity have been consistently documented (Ko fl er et al., 2020; Ortega et al., 2020).”
Impaired Time Perception in Attention Deficit Hyperactivity Disorder
Chutko, L. S., Yakovenko, E. A., Surushkina, S. Y., Анисимова, Т. И., Didur, М. D., Cherednichenko, D. V., Scheglova, L. V., Брониславовна, С. И., & Snegova, E. V. (2025) · Neuroscience and Behavioral Physiology · doi:10.1007/s11055-025-01925-6
Normative Executive Function Development Reveals Age-Varying Mental Health Associations in YouthPreprint
Yang, L., Tan, L., Duan, Y., Xu, X., Xu, H., Yu, M., Jia, L., Li, Z., Zhao, C., Chen, Q., et al. (2025) · medRxiv · doi:10.1101/2025.09.04.25335085
ADHD in School Age Children: Overview
AlAhmari, F. S. (2025) · IntechOpen eBooks · doi:10.5772/intechopen.1011335
(2025) · Wiley eBooks · doi:10.1002/9781118941430.refs
Gatica-Ferrero, S. A., Ceballos-Briones, F., & Osses-Cabrera, J. (2025) · Revista de Estudios y Experiencias en Educación · doi:10.21703/rexe.v24i55.2828
Impaired time perception in attention deficit hyperactivity disorder
Chutko, L. S., Yakovenko, E. A., Surushkina, S. Y., Анисимова, Т. И., Didur, М. D., Cherednichenko, D. V., Щеглова, Л. В., Брониславовна, С. И., & Snegova, E. V. (2025) · S S Korsakov Journal of Neurology and Psychiatry · doi:10.17116/jnevro202512506155
Marsh, C. L., Gaye, F., Cibrian, E., Cho, S., Tatsuki, M. O., Obi, J. O., Geren, M. E., Harmon, S. L., & Kofler, M. J. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1536942
“However, although short-term memory de fi cits do not appear to underlie ADHD symptomology (31), there is nonetheless evidence that children with ADHD demonstrate greater visuospatial than phonological short-term memory impairments.”
InfluentialSelf-citationExploring the Neurocognitive Aspects of Creativity and Academic Performance: A Review
Aroutzidis, A., & Antonopoulou, H. (2024) · Technium Education and Humanities · doi:10.47577/teh.v10i.11974
“Increasing evidence is being found for the link between working memory training, reduced cognitive load, and increased media-related creativity in instructional design contexts [67-73].”
- Authors
- Kofler, M. J., Singh, L. J., Soto, E. F., Chan, E. S. M., Miller, C. E., Harmon, S. L., & Spiegel, J. A.
- Affiliations
- Florida State University (US)
- Harvard University (US)
- ORCID
- Venue
- Neuropsychology
- Published
- 2020-09
- Volume
- 34
- Issue
- 6
- Pages
- 686-698
- ISSN
- 0894-4105 (ISSN-L)
- 1931-1559
- PMC
- PMC7483636
- OpenAlex
- W3026841723
- Cited by
- 101
- References
- 60
- Citations by year
- 2026: 19 · 2025: 39 · 2024: 19 · 2023: 16 · 2022: 4 · 2021: 3 · 2013: 1
- FWCI
- 4.19
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Neuropsychology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- NIH (R34 MH102499-01; R01 MH115048)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Attention Deficit Hyperactivity Disorder
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- attention deficit hyperactivity disorder, working memory, short-term memory, central executive, visuospatial short-term memory, phonological memory, behavioral symptoms, children with ADHD
- MeSH terms
- School Teachers, Adolescent, Attention Deficit Disorder with Hyperactivity, Child, Female, Humans, Male, Memory Disorders, Memory, Short-Term, Models, Psychological, Neuropsychological Tests, Parents, Executive Function, Spatial Memory
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 under definition version 3 (extract-v3) on 2026-09-28.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-09-28.
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.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review