The DOI matches its Crossref record; 32 of the 32 references it cites were found in a registry or an index.
How to measure working memory capacity in the change detection paradigm
Open accessAbstract
Although the measurement of working memory capacity is crucial to understanding working memory and its interaction with other cognitive faculties, there are inconsistencies in the literature on how to measure capacity. We address the measurement in the change detection paradigm, popularized by Luck and Vogel (Nature, 390, 279-281, 1997). Two measures for this task-from Pashler (Perception & Psychophysics, 44, 369-378, 1988) and Cowan (The Behavioral and Brain Sciences, 24, 87-114, 2001), respectively-have been used interchangeably, even though they may yield qualitatively different conclusions. We show that the choice between these two measures is not arbitrary. Although they are motivated by the same underlying discrete-slots working memory model, each is applicable only to a specific task; the two are never interchangeable. In the course of deriving these measures, we discuss subtle but consequential flaws in the underlying discrete-slots model. These flaws motivate revision in the modal model and capacity measures.
Overview
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
Figures



Verification
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?
In the citing paper
“Data provided by this task can estimate with a high degree of precision the average number of memory items correctly retained by a participant for each set size, namely, the individual’s VWM capacity.”
From Emotion-related impulsivity moderates the cognitive interference effect of smartphone availability on working memory (2019) · cites this paper as [52]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1956) · Psychological Review · doi:10.1037/h0043158 · Cited by 17,812
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1994) · Psychological Review · doi:10.1037/0033-295x.101.2.343 · Cited by 17,563
The magical number 4 in short-term memory: A reconsideration of mental storage capacity
Cowan, N. (2001) · Behavioral and Brain Sciences · doi:10.1017/s0140525x01003922 · Cited by 6,779
Self-citationThe capacity of visual working memory for features and conjunctions
Luck, S. J., & Vogel, E. K. (1997) · Nature · doi:10.1038/36846 · Cited by 4,265
Models of Working Memory: Mechanisms of Active Maintenance and Executive Control
Miyake, A., & Shah, P. (1999) · Cited by 2,404
Signal detection theory and ROC analysis
Egan, J. P. (1975) · Academic Press eBooks · Cited by 1,659
The Cognitive Neuroscience of Working Memory
D'Esposito, M., & Postle, B. R. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-010814-015031 · Cited by 1,653
Discrete fixed-resolution representations in visual working memory
Zhang, W., & Luck, S. J. (2008) · Nature · doi:10.1038/nature06860 · Cited by 1,624
Neural measures reveal individual differences in controlling access to working memory
Vogel, E. K., McCollough, A. W., & Machizawa, M. G. (2005) · Nature · doi:10.1038/nature04171 · Cited by 1,367
Dynamic Shifts of Limited Working Memory Resources in Human Vision
Bays, P. M., & Husain, M. (2008) · Science · doi:10.1126/science.1158023 · Cited by 1,177
On the capacity of attention: Its estimation and its role in working memory and cognitive aptitudes
Cowan, N., Elliott, E. M., Scott Saults, J., Morey, C. C., Mattox, S., Hismjatullina, A., & Conway, A. R. A. (2005) · Cognitive Psychology · doi:10.1016/j.cogpsych.2004.12.001 · Cited by 1,144
Self-citationFamiliarity and visual change detection
Pashler, H. (1988) · Perception & Psychophysics · doi:10.3758/bf03210419 · Cited by 1,015
On the distinction between sensory storage and short-term visual memory
Phillips, W. A. (1974) · Perception & Psychophysics · doi:10.3758/bf03203943 · Cited by 997
(1999) · Cambridge University Press eBooks · doi:10.1017/cbo9781139174909 · Cited by 982
Dissociable neural mechanisms supporting visual short-term memory for objects
Xu, Y., & Chun, M. M. (2005) · Nature · doi:10.1038/nature04262 · Cited by 974
Binding in short-term visual memory.
Wheeler, M. E., & Treisman, A. (2002) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.131.1.48 · Cited by 824
A detection theory account of change detection
Wilken, P., & Ma, W. J. (2004) · Journal of Vision · doi:10.1167/4.12.11 · Cited by 775
Visual Working Memory Represents a Fixed Number of Items Regardless of Complexity
Awh, E., Barton, B., & Vogel, E. K. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01949.x · Cited by 696
Binding in short-term visual memory.
Wheeler, M. E., & Treisman, A. (2002) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.131.1.48 · Cited by 646
Neuronal synchrony reveals working memory networks and predicts individual memory capacity
Palva, J. M., Monto, S., Kulashekhar, S., & Palva, S. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0913113107 · Cited by 612
The time course of consolidation in visual working memory.
Vogel, E. K., Woodman, G. F., & Luck, S. J. (2006) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.32.6.1436 · Cited by 450
An assessment of fixed-capacity models of visual working memory
Rouder, J. N., Morey, R. D., Cowan, N., Zwilling, C. E., Morey, C. C., & Pratte, M. S. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0711295105 · Cited by 349
Self-citationScope of attention, control of attention, and intelligence in children and adults
Cowan, N., Fristoe, N. M., Elliott, E. M., Brunner, R. P., & Saults, J. S. (2006) · Memory & Cognition · doi:10.3758/bf03195936 · Cited by 313
Self-citationLocation and binding in visual working memory
Treisman, A., & Zhang, W. (2006) · Memory & Cognition · doi:10.3758/bf03195932 · Cited by 310
Saults, J. S., & Cowan, N. (2007) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.136.4.663 · Cited by 249
Self-citationLee, E.-Y., Cowan, N., Vogel, E. K., Rolan, T., Valle‐Inclán, F., & Hackley, S. A. (2010) · Brain · doi:10.1093/brain/awq197 · Cited by 164
Self-citationVisual memory needs categories
Olsson, H., & Poom, L. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0500810102 · Cited by 160
The Cognitive Neuroscience of Working Memory
Vandierendonck, A., Szmalec, A., Deschuyteneer, M., & Depoorter, A. (2007) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780198570394.001.0001 · Cited by 147
V4 Activity Predicts the Strength of Visual Short-Term Memory Representations
Sligte, I. G., Scholte, H. S., & Lamme, V. A. F. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.0784-09.2009 · Cited by 142
Morey, C. C., Cowan, N., Morey, R. D., & Rouder, J. N. (2010) · Attention Perception & Psychophysics · doi:10.3758/s13414-010-0031-4 · Cited by 79
Self-citationA Bayesian hierarchical model for the measurement of working memory capacity
Morey, R. D. (2010) · Journal of Mathematical Psychology · doi:10.1016/j.jmp.2010.08.008 · Cited by 62
Self-citationKyllingsbæk, S., & Bundesen, C. (2009) · Psychonomic Bulletin & Review · doi:10.3758/pbr.16.6.1000 · Cited by 48
Cited by
Sorted by citations
Visual working memory capacity: from psychophysics and neurobiology to individual differences
Luck, S. J., & Vogel, E. K. (2013) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2013.06.006 · Cited by 1,167
Anxiety and working memory capacity: A meta-analysis and narrative review.
Moran, T. P. (2016) · Psychological Bulletin · doi:10.1037/bul0000051 · Cited by 776
In search of the focus of attention in working memory: 13 years of the retro-cue effect
Souza, A., & Oberauer, K. (2016) · Attention, perception & psychophysics · doi:10.3758/s13414-016-1108-5 · Cited by 379
The mechanisms of working memory capacity: Primary memory, secondary memory, and attention control
Shipstead, Z., Lindsey, D. R. B., Marshall, R. L., & Engle, R. W. (2014) · Journal of Memory and Language · doi:10.1016/j.jml.2014.01.004 · Cited by 330
Roux, F., Wibral, M., Mohr, H. M., Singer, W., & Uhlhaas, P. J. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.0421-12.2012 · Cited by 340
Metadata
- Authors
- Rouder, J. N., Morey, R. D., Morey, C. C., & Cowan, N.
- Affiliations
- University of Missouri System (US)
- University of Groningen (NL)
- Corresponding author
- Rouder, Jeffrey N.
- Venue
- Psychonomic Bulletin & Review
- Published
- 2011-02-19
- Volume
- 18
- Issue
- 2
- Pages
- 324-330
- ISSN
- 1069-9384 (ISSN-L)
- 1531-5320
- PMC
- PMC3070885
- OpenAlex
- W1993017443
- Cited by
- 334
- References
- 32
- Citations by year
- 2026: 11 · 2025: 21 · 2024: 44 · 2023: 22 · 2022: 25 · 2021: 25 · 2020: 26 · 2019: 24 · 2018: 20 · 2017: 25 · 2016: 16 · 2015: 18 · 2014: 19 · 2013: 15 · 2012: 20
- FWCI
- 24.30
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by-nc
- www.springer.com/tdm (tdm)
- Locations
- Psychonomic Bulletin & Review (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion, cc-by-nc)
- ORCA Online Research @Cardiff (Cardiff University) (submittedVersion)
- Edinburgh Research Explorer (University of Edinburgh) (submittedVersion, other-oa)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, cc-by-nc)
- Funders
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01 HD-21338, R01HD021338)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Keywords
- working memory capacity, change detection, capacity measurement, modal model, visual working memory
- MeSH terms
- Aptitude, Humans, Memory, Short-Term, Models, Psychological, Psychological Tests, Signal Detection, Psychological
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