Cited by 101Attention Deficit Hyperactivity DisorderDevelopmental and Educational NeuropsychologyCognitive Abilities and Testing

Working memory and short-term memory deficits in ADHD: A bifactor modeling approach

Open access
Kofler, Michael J., Singh, Leah J., Soto, Elia F., Chan, Elizabeth S. M., Miller, Caroline E., Harmon, Sherelle L., Spiegel, Jamie A.·2020·Neuropsychology

Abstract

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

Crossref · 10.1037/neu0000641

Cites

59 of 59 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

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
    • cites Fosco et al., in press

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Karalunas et al., 2017 source
    • cites Kofler, Irwin et al., 2019 source
  • 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
  • May combine two claims. 42
  • Classified as probably not a substantial claim. 18
  • May combine two claims.

    Study design and conductcitation

    Reliability 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 checked
    • cites Kofler, Sarver et al., 2018

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Sarver et al., 2015 source
    • cites Wells et al., 2018 source
  • May combine two claims.

    Premisecitation

    Support 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 checked
    • cites Baddeley, 2007 source
    • cites Alloway et al., 2006 source

      Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
    • cites Smith et al., 1996 source
  • Probably not a substantial claim: may not pass S1 (asserted). May combine two claims.

    Premisecitation

    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.

    “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.

    Interpretationreasoning

    It 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 checked
    • cites Dovis et al., 2013 source
    • cites Gibson et al., 2018

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Wells et al., 2018 source
  • May combine two claims.

    Study design and conductcitation

    The 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 data

    ADHD 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 claim
  • May combine two claims.

    Findingown data

    In 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
  • May combine two claims.

    Findingown data

    For 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 claim
  • May combine two claims.

    Findingown data

    The 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 claim
  • May combine two claims.

    Findingown data

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

    Findingown data

    The 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 claim
  • May combine two claims.

    Findingown data

    Neither 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 claim
  • May combine two claims.

    Findingown data

    In 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 claim
  • May combine two claims.

    Findingown data

    The 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 data

    The 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 claim
  • May combine two claims.

    Findingown data

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

    Findingown data

    The 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 claim
  • May combine two claims.

    Findingown data

    For 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 claim
  • May combine two claims.

    Findingown data

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

    Findingown data

    There 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 claim
  • May combine two claims.

    Findingcitation

    The 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.

    Premisecitation

    Rapport 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.

    Interpretationcitation

    Shared 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 claim
  • May combine two claims.

    Premisecitation

    Gibson 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.

    Premisecitation

    The 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 checked
    • cites Baddeley, 2007 source
    • cites Kofler et al., 2019

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Rapport et al., 2013 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Early 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.

    Premisecitation

    The 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).

    Premisecitation

    Those 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 checked
    • cites Willcutt et al., 2005 source
    • cites Zakzanis, 2001 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Meta-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.

    Premisecitation

    Residual 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.

    Interpretationcitation

    Because 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 data

    The 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 claim
  • May combine two claims.

    Study design and conductown data

    Age, 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 claim
  • May combine two claims.

    Interpretationcitation

    The 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 data

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

    Study design and conductown data

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

    Premisecitation

    All 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.

    Premisecitation

    Set 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.

    Interpretationreasoning

    The 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 checked
    • cites Kasper et al., 2012 source
    • cites Willcutt et al., 2005 source
    • cites Coghill, Seth, & Matthews, 2014 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The 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 conductcitation

    Applying 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).

    Premisecitation

    Fractionating 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.

    Premisecitation

    The 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 data

    Clinically 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 claim
  • May combine two claims.

    Study design and conductcitation

    The 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.

    Premisecitation

    ADHD 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 data

    Exploratory 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 claim
  • May combine two claims.

    Interpretationreasoning

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

    Premisecitation

    The 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.

    Premisecitation

    To 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 data

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

    Premisecitation

    Prior 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 conductreasoning

    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 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
53 of 53
  • 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.”
7 of 7

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 measured
  • A 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 measured
  • 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.

    “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 measured
  • The '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 measured
  • Studies 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

Cites

Flagged first, then by citations

1 of the 60 references couldn’t be matched to a known paper.

Cited by

Sorted by citations

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)
Venue
Neuropsychology
Published
2020-09
Volume
34
Issue
6
Pages
686-698
ISSN
  • 0894-4105 (ISSN-L)
  • 1931-1559
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
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.

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