Working memory capacity and intra-individual variability of proactive control
Open accessAbstract
Two datasets of 110 young adults were examined to investigate the relationship between individual differences in working memory capacity (WMC) and dynamic cognitive control. The results delve into the specific differences between high- and low-WMC individuals' ability to enact and maintain cognitive control using the AX version of the continuous performance test (AX-CPT). Compared to high-WMC individuals, low-WMC individuals: (a) made more errors, specifically to AX targets; (b) exhibited a partial shift to proactive control with more time-on-task; (c) had more exaggerated slower AX target responses in the tail of the response time distribution; and (d) were equally likely to adjust control after conflict. These results fit with the dual mechanisms of cognitive control theory and goal-maintenance account, and further clarify how individual differences in WMC manifests as intra-individual variability in cognitive control.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Modern performance-based executive function tests are based on cognitive models of executive function and are termed 'cognitively-informed'.
“Cognitive and clinical scientists have developed modern performance tests of executive function that are based on models of executive function from the cognitive literature (‘cognitively-informed’).22,143”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [22]
The Proactive and Reactive Control and AX-CPT: Previous Research sections (pages unavailable) describe a performance task used to assess control mechanisms defined by a cognitive theory. The paper thus provides an example of a theory-guided test, but it does not make the broader claim that modern executive-function tests as a class were developed this way or call them “cognitively-informed.” (LLM, conf=0.78)
Experimental — accuracy not yet measuredThe pattern of results is consistent with recent calls to reconceptualize inhibition as an outcome rather than a process/mechanism that produces outcomes, in which the goal is to inhibit and we rely on other processes including working memory to do so successfully.
“Finally, this pattern of results is consistent with recent calls to reconceptualize inhibition as an outcome rather than a process/mechanism that produces outcomes (117). In this view, inhibition is not something we use to suppress a response; instead, the goal is to inhibit and we rely on other processes to do so successfully (117), including engaging working memory (this study) to adopt more”
From Working memory and inhibitory control deficits in children with ADHD: an experimental evaluation of competing model predictions (2024) · cites this paper as [64]
Split into 2 atoms — 0 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 1 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measuredIn the unity and diversity model, unity refers to correlations among the three components that are presumed to reflect a common underlying ability, while diversity acknowledges that the components are also unique and separable.
“‘Unity’ in this model refers to correlations between the three components, which are presumed to reflect a common underlying ability, whereas ‘diversity’ acknowledges that the components are also unique and separable.22”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [22]
The Discussion and Results passages address working memory capacity and proactive control, not the unity and diversity model. Searches for “unity,” “diversity,” and the claimed correlations among three components found no passage in our copy that explains those terms. (LLM, conf=0.76)
Experimental — accuracy not yet measuredThe unity and diversity model proposes three interrelated but uniquely specific and separable executive function components: working memory, inhibitory control, and set shifting.
“the unity and diversity model18— proposes that there are three interrelated but uniquely specific and separable executive function components: working memory, inhibitory control, and set shifting.9”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [22]
The Abstract and Discussion describe working memory capacity and proactive cognitive control, not the unity and diversity model or its proposed three components. Searches for the model and for inhibition, shifting, and updating found no passage in our copy addressing that claim. (LLM, conf=0.72)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Lakens, D. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00863 · Cited by 10,303 · see citing works
Conflict monitoring and cognitive control
Botvinick, M. M., Braver, T. S., Barch, D. M., Carter, C. S., & Cohen, J. D. (2001) · Psychological Review · doi:10.1037/0033-295x.108.3.624 · Cited by 7,351 · see citing works
Anterior Cingulate Cortex, Error Detection, and the Online Monitoring of Performance
Carter, C. S., Braver, T. S., Barch, D. M., Botvinick, M. M., Noll, D., & Cohen, J. D. (1998) · Science · doi:10.1126/science.280.5364.747 · Cited by 3,273 · see citing works
Calculation of signal detection theory measures
Harold Stanislaw, A., & Todorov, N. (1999) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03207704 · Cited by 3,087 · see citing works
Anterior Cingulate Conflict Monitoring and Adjustments in Control
Kerns, J. G., Cohen, J. D., MacDonald, A. W., Cho, R. Y., Stenger, V. A., & Carter, C. S. (2004) · Science · doi:10.1126/science.1089910 · Cited by 2,891 · see citing works
The variable nature of cognitive control: a dual mechanisms framework
Braver, T. S. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.12.010 · Cited by 2,482 · see citing works
An automated version of the operation span task
Unsworth, N., Heitz, R. P., Schrock, J. C., & Engle, R. W. (2005) · Behavior Research Methods · doi:10.3758/bf03192720 · Cited by 1,861 · see citing works
Kane, M. J., & Engle, R. W. (2003) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.132.1.47 · Cited by 1,725 · cited 3× · see citing works
“Compared to high-WMC individuals, low-WMC individuals are more prone to interference in Stroop tasks (Kane & Engle, 2003; Long & Prat, 2002; Unsworth, Redick, Spillers, & Brewer, 2012), they are less accurate and make slower saccades on anti-saccade tasks (Kane, Bleckley, Conway, & Engle, 2001;…”
BackgroundOptimizing the use of information: Strategic control of activation of responses.
Gratton, G., COLES, M. G. H., & Donchin, E. (1992) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.121.4.480 · Cited by 1,574 · see citing works
(2008) · doi:10.1093/acprof:oso/9780195168648.001.0001 · Cited by 1,520 · see citing works
Optimizing the use of information: Strategic control of activation of responses.
Gratton, G., COLES, M. G. H., & Donchin, E. (1992) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.121.4.480 · Cited by 1,514 · see citing works
A controlled-attention view of working-memory capacity.
Kane, M. J., Bleckley, M. K., Conway, A. R. A., & Engle, R. W. (2001) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.130.2.169 · Cited by 1,414 · see citing works
Executive Attention, Working Memory Capacity, and a Two-Factor Theory of Cognitive Control
Engle, R. W., & Kane, M. J. (2003) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(03)44005-x · Cited by 1,104 · see citing works
The cocktail party phenomenon revisited: The importance of working memory capacity
Conway, A. R. A., Cowan, N., & Bunting, M. F. (2001) · Psychonomic Bulletin & Review · doi:10.3758/bf03196169 · Cited by 875 · see citing works
Explaining the Many Varieties of Working Memory Variation: Dual Mechanisms of Cognitive Control
Braver, T. S., Gray, J. R., & Burgess, G. C. (2008) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195168648.003.0004 · Cited by 859 · see citing works
McVay, J. C., & Kane, M. J. (2009) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0014104 · Cited by 773 · see citing works
Working Memory Impairments in Schizophrenia: A Meta-Analysis.
Lee, J., & Park, S. (2005) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.114.4.599 · Cited by 770 · see citing works
Conflict adaptation effects in the absence of executive control
Mayr, U., Awh, E., & Laurey, P. (2003) · Nature Neuroscience · doi:10.1038/nn1051 · Cited by 765 · see citing works
Use of the Extreme Groups Approach: A Critical Reexamination and New Recommendations.
Preacher, K. J., Rucker, D. D., MacCallum, R. C., & Nicewander, W. A. (2005) · Psychological Methods · doi:10.1037/1082-989x.10.2.178 · Cited by 732 · see citing works
Flexible neural mechanisms of cognitive control within human prefrontal cortex.
Braver, T. S., Paxton, J. L., Locke, H. S., & Barch, D. M. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0808187106 · Cited by 689 · see citing works
A feature-integration account of sequential effects in the Simon task
Hommel, B., Proctor, R. W., & Vu, K. L. (2004) · Psychological Research · doi:10.1007/s00426-003-0132-y · Cited by 669 · see citing works
Aging and verbal memory span: a meta-analysis
Bopp, K. L., & Verhaeghen, P. (2005) · The Journals of Gerontology Series B: Psychological Sciences and Social Sciences · doi:10.1093/geronb/60.5.p223 · Cited by 607 · see citing works
Braver, T. S., Barch, D. M., Keys, B. A., Carter, C. S., Cohen, J. D., Kaye, J. A., Janowsky, J. S., Taylor, S. F., Yesavage, J. A., Mumenthaler, M. S., et al. (2001) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.130.4.746 · Cited by 528 · see citing works
Unsworth, N., Redick, T. S., Heitz, R. P., Broadway, J. M., & Engle, R. W. (2009) · Memory · doi:10.1080/09658210902998047 · Cited by 479 · see citing works
Self-citationMatzke, D., & Wagenmakers, E. (2009) · Psychonomic Bulletin & Review · doi:10.3758/pbr.16.5.798 · Cited by 462 · see citing works
Schizophrenic Deficits in the Processing of Context
Servan‐Schreiber, D. (1996) · Archives of General Psychiatry · doi:10.1001/archpsyc.1996.01830120037008 · Cited by 462 · see citing works
Measuring Working Memory Capacity With Automated Complex Span Tasks
Redick, T. S., Broadway, J. M., Meier, M. E., Kuriakose, P. S., Unsworth, N., Kane, M. J., & Engle, R. W. (2012) · European Journal of Psychological Assessment · doi:10.1027/1015-5759/a000123 · Cited by 457 · see citing works
Self-citationDeficient approaches to human neuroimaging
Stelzer, J., Lohmann, G., Mueller, K., Buschmann, T., & Turner, R. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00462 · Cited by 413 · see citing works
Nash Unsworth, A., Schrock, J. C., & Engle, R. W. (2004) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.30.6.1302 · Cited by 404 · see citing works
McVay, J. C., & Kane, M. J. (2011) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0025896 · Cited by 361 · see citing works
Focusing the spotlight: Individual differences in visual attention control.
Heitz, R. P., & Engle, R. W. (2007) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.136.2.217 · Cited by 239 · see citing works
Questioning conflict adaptation: proportion congruent and Gratton effects reconsidered
Schmidt, J. R. (2013) · Psychonomic Bulletin & Review · doi:10.3758/s13423-012-0373-0 · Cited by 227 · see citing works
Chiew, K. S., & Braver, T. S. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00015 · Cited by 222 · see citing works
Working memory capacity and attention network test performance
Redick, T. S., & Engle, R. W. (2006) · Applied Cognitive Psychology · doi:10.1002/acp.1224 · Cited by 220 · see citing works
Self-citationBraver, T. S., Satpute, A. B., Rush, B. K., Racine, C. A., & Barch, D. M. (2005) · Psychology and Aging · doi:10.1037/0882-7974.20.1.33 · Cited by 202 · see citing works
Nash Unsworth, A., Redick, T. S., Lakey, C. E., & Young, D. L. (2009) · Intelligence · doi:10.1016/j.intell.2009.08.002 · Cited by 191 · see citing works
Self-citationFitting distributions using maximum likelihood: Methods and packages
Cousineau, D., Brown, S. D., & Heathcote, A. (2004) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03206555 · Cited by 169 · see citing works
Working memory and Stroop interference: An individual differences investigation
Long, D. L., & Prat, C. S. (2002) · Memory & Cognition · doi:10.3758/bf03195290 · Cited by 165 · see citing works
Improving prefrontal cortex function in schizophrenia through focused training of cognitive control
Edwards, B. G. (2010) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2010.00032 · Cited by 144 · see citing works
Inducing Proactive Control Shifts in the AX-CPT
Gonthier, C., Macnamara, B. N., Chow, M., Conway, A. R. A., & Braver, T. S. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01822 · Cited by 144 · see citing works
Hutchison, K. A. (2011) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0023437 · Cited by 141 · see citing works
Redick, T. S., Calvo, A., Gay, C. E., & Engle, R. W. (2011) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0022216 · Cited by 139 · see citing works
Self-citationEffects of environmental support and strategy training on older adults’ use of context.
Paxton, J. L., Barch, D. M., Storandt, M., & Braver, T. S. (2006) · Psychology and Aging · doi:10.1037/0882-7974.21.3.499 · Cited by 132 · see citing works
Stawarczyk, D., Majerus, S., Catale, C., & D'Argembeau, A. (2014) · Acta Psychologica · doi:10.1016/j.actpsy.2014.01.007 · Cited by 131 · see citing works
Nash Unsworth, A., Redick, T. S., Spillers, G. J., & Brewer, G. A. (2011) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2011.597865 · Cited by 116 · see citing works
Self-citationCognitive control in context: Working memory capacity and proactive control
Redick, T. S. (2013) · Acta Psychologica · doi:10.1016/j.actpsy.2013.10.010 · Cited by 111 · see citing works
Self-citationGulbinaite, R., van Rijn, H., & Cohen, M. X. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00761 · Cited by 109 · see citing works
Tamas Pataki's (2014) “Wish-fulfillment in philosophy and psychoanalysis”
Sims, A. C. P. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01378 · Cited by 98 · see citing works
Remembering to prepare: The benefits (and costs) of high working memory capacity.
Richmond, L. L., Redick, T. S., & Braver, T. S. (2015) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0000122 · Cited by 95 · see citing works
Self-citationNash Unsworth, A., & Engle, R. W. (2008) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.34.3.616 · Cited by 92 · see citing works
Person-specific Theory of Mind in Medial pFC
Welborn, B. L., & Lieberman, M. D. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00700 · Cited by 80 · see citing works
Working memory capacity and Stroop interference: Global versus local indices of executive control.
Meier, M. E., & Kane, M. J. (2012) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0029200 · Cited by 71 · see citing works
Redick, T. S., & Engle, R. W. (2011) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2011.577226 · Cited by 62 · see citing works
Self-citationIndividual differences in response conflict adaptations
Keye, D., Wilhelm, O., Oberauer, K., & Stürmer, B. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00947 · Cited by 57 · see citing works
The Gratton effect remains after controlling for contingencies and stimulus repetitions
Blais, C., Stefanidi, A., & Brewer, G. A. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01207 · Cited by 42 · see citing works
The effect of working memory capacity on conflict monitoring
Weldon, R. B., Mushlin, H. M., Kim, B. Z., & Sohn, M.-H. (2012) · Acta Psychologica · doi:10.1016/j.actpsy.2012.10.002 · Cited by 41 · see citing works
Boudewyn, M. A., Long, D. L., Traxler, M. J., Lesh, T. A., Dave, S., Mangun, G. R., Carter, C. S., & Swaab, T. Y. (2015) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00837 · Cited by 40 · see citing works
Meier, M. E., & Kane, M. J. (2015) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0000147 · Cited by 22 · see citing works
Trial-to-trial fluctuations in attentional state and their relation to intelligence.
Nash Unsworth, A., & McMillan, B. D. (2014) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0035544 · Cited by 18 · see citing works
Working Memory Capacity Predicts Conflict-Task Performance
Gulbinaite, R., & Johnson, A. (2013) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2013.863374 · Cited by 9 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Ball BH 2015 Cognitive control processes underlying continuous and transient monitoring processes in event-based prospective memory Unpublished doctoral dissertation Arizona State University Tempe, AZ
Cited by
Sorted by citations
Executive 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 · see citing works
Morrison, A. B., & Richmond, L. L. (2020) · Cognitive Research: Principles and Implications · doi:10.1186/s41235-019-0201-4 · Cited by 87 · 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
Fosco, W. D., Kofler, M. J., Alderson, R. M., Tarle, S. J., Raiker, J. S., & Sarver, D. E. (2019) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-018-0504-9 · Cited by 42 · see citing works
Working Memory and Information Processing in ADHD: Evidence for Directionality of Effects
Kofler, M. J., Soto, E. F., Fosco, W. D., Irwin, L. N., Wells, E. L., & Sarver, D. E. (2020) · Neuropsychology · doi:10.1037/neu0000598 · Cited by 42 · 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
“…capacity for resolving response competition (e.g., between the con fl icting color and word dimensions in the Stroop task), maintaining task goals that are not suf fi ciently reinforced by the environment (62 – 64), and/or controlling attention to prevent intrusions from irrelevant distractors (65).”
Background
- Authors
- Wiemers, E. A., & Redick, T. S.
- Affiliations
- Purdue University West Lafayette (US)
- Corresponding author
- Wiemers, Elizabeth A.
- Venue
- Acta Psychologica
- Publisher
- Elsevier BV
- Published
- 2018-01
- Volume
- 182
- Pages
- 21-31
- ISSN
- 0001-6918 (ISSN-L)
- PMC
- PMC5771817
- OpenAlex
- W2767618123
- Cited by
- 56
- References
- 60
- Citations by year
- 2026: 2 · 2025: 8 · 2024: 8 · 2023: 4 · 2022: 8 · 2021: 8 · 2020: 7 · 2019: 6 · 2018: 5
- FWCI
- 2.82
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Acta Psychologica (acceptedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Office of Naval Research (N00014-12-1-1011)
- National Institutes of Health (2R01AA013650-11A1)
- National Science Foundation (1632403)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- working memory capacity, proactive control, cognitive control, individual differences, within-person variability, continuous performance test, AX-CPT, response time distribution, conflict adaptation, time on task
- MeSH terms
- Adolescent, Adult, Cognition, Female, Humans, Individuality, Male, Memory, Short-Term, Neuropsychological Tests, Psychomotor Performance, Reaction Time, Young Adult
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.
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