Making Working Memory Work: A Meta-Analysis of Executive-Control and Working Memory Training in Older Adults
Open accessAbstract
This meta-analysis examined the effects of process-based executive-function and working memory training (49 articles, 61 independent samples) in older adults (> 60 years). The interventions resulted in significant effects on performance on the trained task and near-transfer tasks; significant results were obtained for the net pretest-to-posttest gain relative to active and passive control groups and for the net effect at posttest relative to active and passive control groups. Far-transfer effects were smaller than near-transfer effects but were significant for the net pretest-to-posttest gain relative to passive control groups and for the net gain at posttest relative to both active and passive control groups. We detected marginally significant differences in training-induced improvements between working memory and executive-function training, but no differences between the training-induced improvements observed in older adults and younger adults, between the benefits associated with adaptive and nonadaptive training, or between the effects in active and passive control conditions. Gains did not vary with total training time.
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?
Two recent meta-analyses did not find rate of improvement over training to be a significant predictor of transfer.
“In addition, two recent meta-analyses of working-memory training have not found the rate of improvement over training to be a significant predictor of transfer (Au et al., 2015;Karbach & Verhaeghen, 2014).”
From A simultaneous examination of two forms of working memory training: Evidence for near transfer only (2016) · cites this paper as Karbach & Verhaeghen, 2014
Recent research suggests neither length nor number of training sessions nor an adaptive element is necessary for transfer.
“This is consistent with very recent research suggesting that neither the length nor number of training sessions (Au et al., 2015) nor an adaptive element to training is necessary for transfer (Karbach & Verhaeghen, 2014;Vartanian et al., 2013;von Bastian & Eschen, 2015).”
From A simultaneous examination of two forms of working memory training: Evidence for near transfer only (2016) · cites this paper as Karbach & Verhaeghen, 2014
Recent estimates of effect sizes for far transfer to reasoning and fluid intelligence are much smaller than those reported in the earliest working-memory studies.
“recent estimates of effect sizes especially for far transfer to reasoning and fluid intelligence appear to be much smaller than reported in the earliest working-memory studies.”
From A simultaneous examination of two forms of working memory training: Evidence for near transfer only (2016) · cites this paper as Karbach & Verhaeghen, 2014
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
Bias in meta-analysis detected by a simple, graphical test
Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997) · BMJ · doi:10.1136/bmj.315.7109.629 · Cited by 56,722 · see citing works
Reinforcement Learning: An Introduction
Sutton, R. S., & Barto, A. (2005) · IEEE Transactions on Neural Networks · doi:10.1109/tnn.2004.842673 · Cited by 25,263 · see citing works
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000) · Cognitive Psychology · doi:10.1006/cogp.1999.0734 · Cited by 15,798 · see citing works
Duval, S., & Tweedie, R. (2000) · Biometrics · doi:10.1111/j.0006-341x.2000.00455.x · Cited by 14,099 · see citing works
An Integrative Theory of Prefrontal Cortex Function
Miller, E. K., & Cohen, J. D. (2001) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.24.1.167 · Cited by 12,803 · see citing works
Wasserman, S. S., Hedges, L. V., & Olkin, I. (1988) · Journal of Educational Statistics · doi:10.2307/1164953 · Cited by 10,347 · see citing works
Parallel organization of functionally segregated circuits linking basal ganglia and cortex
Alexander, G. E., DeLong, M. R., & Strick, P. L. (1986) · Annual Review of Neuroscience · doi:10.1146/annurev.ne.09.030186.002041 · Cited by 8,527 · see citing works
Rescorla, R. A. (1972) · Medical Entomology and Zoology · Cited by 7,268 · see citing works
Effects of noise letters upon the identification of a target letter in a nonsearch task
Eriksen, B. A., & Eriksen, C. W. (1974) · Perception & Psychophysics · doi:10.3758/bf03203267 · Cited by 7,230 · see citing works
Anderson, J. R. (2013) · doi:10.4324/9781315799438 · Cited by 6,761 · see citing works
McClelland, J. L., McNaughton, B. L., & O'Reilly, R. C. (1995) · Psychological Review · doi:10.1037/0033-295x.102.3.419 · Cited by 5,256 · see citing works
Learning to predict by the methods of temporal differences
Sutton, R. S. (1988) · Machine Learning · doi:10.1007/bf00115009 · Cited by 5,148 · see citing works
Predictive reward signal of dopamine neurons
Schultz, W. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.80.1.1 · Cited by 4,564 · see citing works
(1991) · Choice Reviews Online · doi:10.5860/choice.28-5376 · Cited by 4,217 · see citing works
Fitness Effects on the Cognitive Function of Older Adults: A Meta-Analytic Study
Colcombe, S., & Kramer, A. F. (2003) · Psychological Science · doi:10.1111/1467-9280.t01-1-01430 · Cited by 3,782 · see citing works
High-speed scanning in human memory
Sternberg, S. (1966) · Science · doi:10.1126/science.153.3736.652 · Cited by 3,576 · see citing works
Simple memory: a theory for archicortex
Marr, D. (1971) · Philosophical Transactions of the Royal Society of London. B, Biological Sciences · doi:10.1098/rstb.1971.0078 · Cited by 2,771 · see citing works
Mnemonic coding of visual space in the monkey's dorsolateral prefrontal cortex
Funahashi, S., Bruce, C. J., & Goldman-Rakic, P. S. (1989) · Journal of Neurophysiology · doi:10.1152/jn.1989.61.2.331 · Cited by 2,685 · see citing works
THE BASAL GANGLIA: FOCUSED SELECTION AND INHIBITION OF COMPETING MOTOR PROGRAMS
Mink, J. W. (1996) · Progress in Neurobiology · doi:10.1016/s0301-0082(96)00042-1 · Cited by 2,478 · see citing works
The Prefrontal Cortex: Anatomy, Physiology, and Neuropsychology of the Frontal Lobe
Fuster, J. M. (1980) · Cited by 2,367 · see citing works
Cohen, J. D., Dunbar, K. N., & McClelland, J. L. (1990) · Psychological Review · doi:10.1037/0033-295x.97.3.332 · Cited by 2,128 · see citing works
Neuron Activity Related to Short-Term Memory
Fuster, J. M., & Alexander, G. E. (1971) · Science · doi:10.1126/science.173.3997.652 · Cited by 2,085 · see citing works
A framework for mesencephalic dopamine systems based on predictive Hebbian learning
Montague, P., Dayan, P., & Sejnowski, T. (1996) · The Journal of Neuroscience · doi:10.1523/jneurosci.16-05-01936.1996 · Cited by 2,066 · see citing works
By Carrot or by Stick: Cognitive Reinforcement Learning in Parkinsonism
Frank, M. J., Seeberger, L. C., & O'Reilly, R. C. (2004) · Science · doi:10.1126/science.1102941 · Cited by 1,964 · see citing works
The neural basis of error detection: Conflict monitoring and the error-related negativity
Yeung, N., Botvinick, M. M., & Cohen, J. D. (2004) · Psychological Review · doi:10.1037/0033-295x.111.4.931 · Cited by 1,924 · see citing works
Temporal dynamics of brain activation during a working memory task
Cohen, J. D., Perlstein, W. M., Braver, T. S., Nystrom, L. E., Noll, D. C., Jonides, J., & Smith, E. E. (1997) · Nature · doi:10.1038/386604a0 · Cited by 1,876 · see citing works
Is working memory training effective? A meta-analytic review
Melby-Lervåg, M., & Hulme, C. (2013) · Developmental Psychology · doi:10.1037/a0028228 · Cited by 1,782 · see citing works
A Parametric Study of Prefrontal Cortex Involvement in Human Working Memory
Braver, T. S., Cohen, J. D., Nystrom, L. E., Jonides, J., Smith, E. E., & Noll, D. C. (1997) · NeuroImage · doi:10.1006/nimg.1996.0247 · Cited by 1,694 · see citing works
The principal features and mechanisms of dopamine modulation in the prefrontal cortex
Seamans, J. K., & Yang, C. R. (2004) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2004.05.006 · Cited by 1,592 · see citing works
Long-term Effects of Cognitive Training on Everyday Functional Outcomes in Older Adults
Willis, S. L., Tennstedt, S. L., Marsiske, M., Ball, K., Elias, J., Koepke, K. M., Morris, J. N., Rebok, G. W., Unverzagt, F. W., Stoddard, A. M., et al. (2006) · JAMA · doi:10.1001/jama.296.23.2805 · Cited by 1,496 · see citing works
Hertzog, C., Kramer, A. F., Wilson, R. S., & Lindenberger, U. (2008) · Psychological Science in the Public Interest · doi:10.1111/j.1539-6053.2009.01034.x · Cited by 1,495 · see citing works
Context, cortex, and dopamine: A connectionist approach to behavior and biology in schizophrenia.
Cohen, J. D., & Servan‐Schreiber, D. (1992) · Psychological Review · doi:10.1037/0033-295x.99.1.45 · Cited by 1,494 · see citing works
Neural Mechanisms of Visual Working Memory in Prefrontal Cortex of the Macaque
Miller, E. K., Erickson, C. A., & Desimone, R. (1996) · Journal of Neuroscience · doi:10.1523/jneurosci.16-16-05154.1996 · Cited by 1,441 · see citing works
Norman, K. A., & O'Reilly, R. C. (2003) · Psychological Review · doi:10.1037/0033-295x.110.4.611 · Cited by 1,312 · see citing works
Hippocampal synaptic enhancement and information storage within a distributed memory system
McNaughton, B. L., & Morris, R. G. M. (1987) · Trends in Neurosciences · doi:10.1016/0166-2236(87)90011-7 · Cited by 1,304 · see citing works
Schultz, W., Apicella, P., & Ljungberg, T. (1993) · The Journal of Neuroscience · doi:10.1523/jneurosci.13-03-00900.1993 · Cited by 1,291 · see citing works
Is working memory training effective?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2012) · Psychological Bulletin · doi:10.1037/a0027473 · Cited by 1,101 · see citing works
Single neurons in prefrontal cortex encode abstract rules
Wallis, J. D., Anderson, K. C., & Miller, E. K. (2001) · Nature · doi:10.1038/35082081 · Cited by 1,075 · see citing works
The neostriatal mosaic: multiple levels of compartmental organization in the basal ganglia
Gerfen, C. R. (1992) · Annual Review of Neuroscience · doi:10.1146/annurev.ne.15.030192.001441 · Cited by 1,004 · see citing works
Estimation of a Single Effect Size: Parametric and Nonparametric Methods
Hedges, L. V., & Olkin, I. (1985) · Statistical Methods for Meta-Analysis · doi:10.1016/b978-0-08-057065-5.50010-5 · Cited by 983 · see citing works
The neural basis of temporal processing
Mauk, M. D., & Buonomano, D. V. (2004) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.27.070203.144247 · Cited by 976 · see citing works
Rebok, G. W., Ball, K., Guey, L. T., Jones, R. N., Kim, H., King, J. W., Marsiske, M., Morris, J. N., Tennstedt, S. L., Unverzagt, F. W., et al. (2014) · Journal of the American Geriatrics Society · doi:10.1111/jgs.12607 · Cited by 965 · see citing works
Frank, M. J. (2005) · Journal of Cognitive Neuroscience · doi:10.1162/0898929052880093 · Cited by 925 · see citing works
Neuronal correlate of pictorial short-term memory in the primate temporal cortexYasushi Miyashita
Miyashita, Y., & Chang, H. S. (1988) · Nature · doi:10.1038/331068a0 · Cited by 880 · see citing works
Interactions between frontal cortex and basal ganglia in working memory: A computational model
FRANK, M. J., LOUGHRY, B., & O'REILLY, R. C. (2001) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.1.2.137 · Cited by 879 · see citing works
Conjunctive representations in learning and memory: Principles of cortical and hippocampal function.
O'Reilly, R. C., & Rudy, J. W. (2001) · Psychological Review · doi:10.1037//0033-295x.108.2.311 · Cited by 865 · see citing works
Synaptic basis of cortical persistent activity: the importance of NMDA receptors to working memory
Wang, X.-J. (1999) · The Journal of Neuroscience · doi:10.1523/jneurosci.19-21-09587.1999 · Cited by 859 · see citing works
Can training in a real-time strategy video game attenuate cognitive decline in older adults?
Basak, C., Boot, W. R., Voss, M. W., & Kramer, A. F. (2008) · Psychology and Aging · doi:10.1037/a0013494 · Cited by 855 · see citing works
Memory for serial order: A network model of the phonological loop and its timing.
Burgess, N., & Hitch, G. J. (1999) · Psychological Review · doi:10.1037/0033-295x.106.3.551 · Cited by 820 · see citing works
Prefrontal cortical unit activity and delayed alternation performance in monkeys.
Kubota, K., & Niki, H. (1971) · Journal of Neurophysiology · doi:10.1152/jn.1971.34.3.337 · Cited by 717 · see citing works
Representation of the Quantity of Visual Items in the Primate Prefrontal Cortex
Nieder, A., Freedman, D. J., & Miller, E. K. (2002) · Science · doi:10.1126/science.1072493 · Cited by 703 · see citing works
Karbach, J., & Kray, J. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2009.00846.x · Cited by 694 · see citing works
Self-citationAging, Training, and the Brain: A Review and Future Directions
Lustig, C., Shah, P., Seidler, R. D., & Reuter‐Lorenz, P. A. (2009) · Neuropsychology Review · doi:10.1007/s11065-009-9119-9 · Cited by 684 · see citing works
Li, S., Lindenberger, U., Hommel, B., Aschersleben, G., Prinz, W., & Baltes, P. B. (2004) · Psychological Science · doi:10.1111/j.0956-7976.2004.01503003.x · Cited by 677 · see citing works
Basal Ganglia Output and Cognition: Evidence from Anatomical, Behavioral, and Clinical Studies
Middleton, F. A., & Strick, P. L. (2000) · Brain and Cognition · doi:10.1006/brcg.1999.1099 · Cited by 662 · see citing works
Changes in executive control across the life span: Examination of task-switching performance.
Cepeda, N. J., Kramer, A. F., & Gonzalez de Sather, J. C. M. (2001) · Developmental Psychology · doi:10.1037/0012-1649.37.5.715 · Cited by 657 · see citing works
The representation of temporal information in perception and motor control
Ivry, R. B. (1996) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(96)80037-7 · Cited by 639 · see citing works
Dopamine-Mediated Stabilization of Delay-Period Activity in a Network Model of Prefrontal Cortex
Durstewitz, D., Seamans, J. K., & B, T. J. S. A. (2000) · Journal of Neurophysiology · doi:10.1152/jn.2000.83.3.1733 · Cited by 617 · see citing works
Redick, T. S., Shipstead, Z., Harrison, T. L., Hicks, K. L., Fried, D. E., Hambrick, D. Z., Kane, M. J., & Engle, R. W. (2013) · Journal of Experimental Psychology: General · doi:10.1037/a0029082 · Cited by 617 · see citing works
Schmiedek (2010) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2010.00027 · Cited by 607 · see citing works
Improving memory performance in the aged through mnemonic training: a meta-analytic study.
Verhaeghen, P., Marcoen, A., & Goossens, L. (1992) · Psychology and Aging · doi:10.1037/0882-7974.7.2.242 · Cited by 601 · see citing works
Self-citationHouk, J. C., & Wise, S. P. (1995) · Cerebral Cortex · doi:10.1093/cercor/5.2.95 · Cited by 594 · see citing works
Improving memory performance in the aged through mnemonic training: A meta-analytic study.
Verhaeghen, P., Marcoen, A., & Goossens, L. (1992) · Psychology and Aging · doi:10.1037//0882-7974.7.2.242 · Cited by 507 · see citing works
Self-citationCognition and control in schizophrenia: a computational model of dopamine and prefrontal function
Braver, T. S., Barch, D. M., & Cohen, J. D. (1999) · Biological Psychiatry · doi:10.1016/s0006-3223(99)00116-x · Cited by 507 · see citing works
Actor–critic models of the basal ganglia: new anatomical and computational perspectives
Joel, D., Niv, Y., & Ruppin, E. (2002) · Neural Networks · doi:10.1016/s0893-6080(02)00047-3 · Cited by 500 · see citing works
Hernández‐López, S., Bargas, J., Surmeier, D. J., Reyes, A., & Galarraga, E. (1997) · Journal of Neuroscience · doi:10.1523/jneurosci.17-09-03334.1997 · Cited by 495 · see citing works
Cohen, J. D., Braver, T. S., & O´Reilly, R. (1996) · Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences · doi:10.1098/rstb.1996.0138 · Cited by 487 · see citing works
Working-memory training in younger and older adults: training gains, transfer, and maintenance
Brehmer, Y., Westerberg, H., & Bäckman, L. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00063 · Cited by 460 · see citing works
The Frontal Cortex-Basal Ganglia System in Primates
Wise, S. P., Murray, E. A., & Gerfen, C. R. (1996) · Critical Reviews in Neurobiology · doi:10.1615/critrevneurobiol.v10.i3-4.30 · Cited by 443 · see citing works
Hernández-López, S., Tkatch, T., Perez-Garci, E., Galarraga, E., Bargas, J., Hamm, H., & Surmeier, D. J. (2000) · The Journal of Neuroscience · doi:10.1523/jneurosci.20-24-08987.2000 · Cited by 443 · see citing works
On the Control of Control: The Role of Dopamine in Regulating Prefrontal Function and Working Memory
(2000) · The MIT Press eBooks · doi:10.7551/mitpress/1481.003.0044 · Cited by 442 · see citing works
A role for NMDA-receptor channels in working memory
Lisman, J. E., Fellous, J., & Wang, X. (1998) · Nature Neuroscience · doi:10.1038/1086 · Cited by 438 · see citing works
The role of individual differences in cognitive training and transfer
Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2014) · Memory & Cognition · doi:10.3758/s13421-013-0364-z · Cited by 432 · see citing works
Bidirectional Regulation of DARPP-32 Phosphorylation by Dopamine
Nishi, A., Snyder, G. L., & Greengard, P. (1997) · Journal of Neuroscience · doi:10.1523/jneurosci.17-21-08147.1997 · Cited by 424 · see citing works
Training for attentional control in dual task settings: a comparison of young and old adults.
Kramer, A. F., Larish, J. F., & Strayer, D. L. (1995) · Journal of Experimental Psychology Applied · doi:10.1037/1076-898x.1.1.50 · Cited by 413 · see citing works
Effects of bromocriptine on human subjects depend on working memory capacity
Kimberg, D. Y., DʼEsposito, M., & Farah, M. J. (1997) · Neuroreport · doi:10.1097/00001756-199711100-00032 · Cited by 413 · see citing works
The Role of Frontopolar Cortex in Subgoal Processing during Working Memory
Braver, T., & Bongiolatti, S. R. (2002) · NeuroImage · doi:10.1006/nimg.2001.1019 · Cited by 411 · see citing works
The Impact of Sustained Engagement on Cognitive Function in Older Adults: The Synapse Project
Park, D. C., Lodi-Smith, J., Drew, L., Haber, S., Hebrank, A., Bischof, G. N., & Aamodt, W. (2014) · Psychological Science · doi:10.1177/0956797613499592 · Cited by 404 · see citing works
Working memory and executive functions: effects of training on academic achievement
Titz, C., & Karbach, J. (2014) · Psychological Research · doi:10.1007/s00426-013-0537-1 · Cited by 388 · see citing works
Self-citationWorking memory plasticity in old age: practice gain, transfer, and maintenance
Li, S.-C., Schmiedek, F., Huxhold, O., Röcke, C., Smith, J., & Lindenberger, U. (2008) · Psychology and Aging · doi:10.1037/a0014343 · Cited by 369 · see citing works
Dopaminergic control of synaptic plasticity in the dorsal striatum
Centonze, D., Picconi, B., Gubellini, P., Bernardi, G., & Calabresi, P. (2001) · European Journal of Neuroscience · doi:10.1046/j.0953-816x.2001.01485.x · Cited by 361 · see citing works
O'Reilly, R. C. (1996) · Neural Computation · doi:10.1162/neco.1996.8.5.895 · Cited by 352 · see citing works
O'Reilly, R. C., & Norman, K. A. (2002) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(02)02005-3 · Cited by 351 · see citing works
Dissociating the role of the medial and lateral anterior prefrontal cortex in human planning
Koechlin, É., Corrado, G., Pietrini, P., & Grafman, J. H. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.130177397 · Cited by 330 · see citing works
A Biologically Based Computational Model of Working Memory
O’Reilly, R. C., Braver, T. S., & Cohen, J. D. (1999) · Cambridge University Press eBooks · doi:10.1017/cbo9781139174909.014 · Cited by 323 · see citing works
Six principles for biologically based computational models of cortical cognition
O’Reilly, R. C. (1998) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(98)01241-8 · Cited by 317 · see citing works
Brown, J. W., Bullock, D. H., & Grossberg, S. (1999) · Journal of Neuroscience · doi:10.1523/jneurosci.19-23-10502.1999 · Cited by 302 · see citing works
Functions of Neuronal Networks in the Hippocampus and Neocortex in Memory
Rolls, E. T. (1989) · Elsevier eBooks · doi:10.1016/b978-0-12-148955-7.50017-5 · Cited by 292 · see citing works
Levitt, J. B., Lewis, D. A., Yoshioka, T., & Lund, J. S. (1993) · The Journal of Comparative Neurology · doi:10.1002/cne.903380304 · Cited by 260 · see citing works
A Parallel Distributed Processing Approach to Automaticity
Cohen, J. D., Servan‐Schreiber, D., & McClelland, J. L. (1992) · The American Journal of Psychology · doi:10.2307/1423029 · Cited by 260 · see citing works
Bherer, L., Kramer, A. F., Peterson, M. S., Colcombe, S. J., Erickson, K. I., & Becic, E. (2008) · Experimental Aging Research · doi:10.1080/03610730802070068 · Cited by 250 · see citing works
Zinke, K., Zeintl, M., Rose, N. S., Putzmann, J., Pydde, A., & Kliegel, M. (2014) · Developmental Psychology · doi:10.1037/a0032982 · Cited by 246 · see citing works
Training and Maintaining Memory Abilities in Healthy Older Adults: Traditional and Novel Approaches
Rebok, G. W., Carlson, M. C., & Langbaum, J. B. S. (2007) · The Journals of Gerontology Series B · doi:10.1093/geronb/62.special_issue_1.53 · Cited by 243 · see citing works
O'Reilly, R. C. (2002) · Cerebral Cortex · doi:10.1093/cercor/12.3.246 · Cited by 241 · see citing works
Model of Cortical-Basal Ganglionic Processing: Encoding the Serial Order of Sensory Events
Beiser, D. G., & Houk, J. C. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.79.6.3168 · Cited by 239 · see citing works
Visual categorization and the primate prefrontal cortex: neurophysiology and behavior.
Freedman, D. J., Riesenhuber, M., Poggio, T., & Miller, E. (2002) · Journal of Neurophysiology · doi:10.1152/jn.2002.88.2.929 · Cited by 238 · see citing works
Training attentional control and working memory – Is younger, better?
Wass, S. V., Scerif, G., & Johnson, M. H. (2012) · Developmental Review · doi:10.1016/j.dr.2012.07.001 · Cited by 235 · see citing works
A Computational Model of How the Basal Ganglia Produce Sequences
Berns, G. S., & B, T. J. S. A. (1998) · Journal of Cognitive Neuroscience · doi:10.1162/089892998563815 · Cited by 231 · see citing works
A Neurocomputational Theory of the Dopaminergic Modulation of Working Memory Functions
Durstewitz, D., Kelc, M., & Güntürkün, O. (1999) · Journal of Neuroscience · doi:10.1523/jneurosci.19-07-02807.1999 · Cited by 226 · see citing works
Benefits of Cognitive Dual-Task Training on Balance Performance in Healthy Older Adults
Li, K., Roudaia, E., Lussier, M., Bherer, L., Leroux, A., & McKinley, P. A. (2010) · The Journals of Gerontology Series A · doi:10.1093/gerona/glq151 · Cited by 220 · see citing works
Memory training interventions for older adults: A meta-analysis
Gross, A. L., Parisi, J. M., Spira, A. P., Kueider‐Paisley, A., Ko, J. Y., Saczynski, J. S., Samus, Q. M., & Rebok, G. W. (2012) · Aging & Mental Health · doi:10.1080/13607863.2012.667783 · Cited by 199 · see citing works
Nakahara, H., Doya, K., & Hikosaka, O. (2001) · Journal of Cognitive Neuroscience · doi:10.1162/089892901750363208 · Cited by 192 · see citing works
A Model of Corticostriatal Plasticity for Learning Oculomotor Associations and Sequences
Dominey, P. F., Arbib, M. A., & Joseph, J. (1995) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1995.7.3.311 · Cited by 191 · see citing works
Memory plasticity across the life span: Uncovering children's latent potential.
Brehmer, Y., Li, S.-C., Müller, V., von Oertzen, T., & Lindenberger, U. (2007) · Developmental Psychology · doi:10.1037/0012-1649.43.2.465 · Cited by 180 · see citing works
Verhaeghen, P., & Marcoen, A. (1996) · Psychology and Aging · doi:10.1037//0882-7974.11.1.164 · Cited by 180 · see citing works
Self-citationNoack, H., Lövdén, M., Schmiedek, F., & Lindenberger, U. (2009) · Restorative Neurology and Neuroscience · doi:10.3233/rnn-2009-0496 · Cited by 180 · see citing works
Verhaeghen, P., & Marcoen, A. (1996) · Psychology and Aging · doi:10.1037/0882-7974.11.1.164 · Cited by 180 · cited 2× · see citing works
“…against the magnification effects (i.e., smaller effects for older than for younger participants) often found for strategy training (for an early meta-analysis, see Verhaeghen & Marcoen, 1996), possibly because the correct implementation of complex strategies depends on intact cognitive resources.”
BackgroundSelf-citationTraining-induced compensation versus magnification of individual differences in memory performance
Lövdén, M., Brehmer, Y., Li, S., & Lindenberger, U. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00141 · Cited by 173 · see citing works
Elzakker, M. V., O’Reilly, R. C., & Rudy, J. W. (2003) · Hippocampus · doi:10.1002/hipo.10083 · Cited by 168 · see citing works
Hindin, S. B., & Zelinski, E. M. (2011) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2011.03761.x · Cited by 165 · see citing works
Atallah, H. E., Frank, M. J., & O’Reilly, R. C. (2004) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2004.06.004 · Cited by 163 · see citing works
(1993) · Elsevier eBooks · doi:10.1016/c2009-0-35344-1 · Cited by 161 · see citing works
Kray, J., Eber, J., & Karbach, J. (2008) · Developmental Science · doi:10.1111/j.1467-7687.2008.00673.x · Cited by 161 · see citing works
Self-citationReward-related Signals Carried by Dopamine Neurons
Schultz, W., Romo, R., Ljungberg, T., Mirenowicz, J., Hollerman, J. R., & Dickinson, A. (1994) · The MIT Press eBooks · doi:10.7551/mitpress/4708.003.0019 · Cited by 154 · see citing works
Wu, Q., Reith, M. E. A., Walker, Q. D., Kuhn, C. M., Carroll, F. I., & Garris, P. A. (2002) · Journal of Neuroscience · doi:10.1523/jneurosci.22-14-06272.2002 · Cited by 151 · see citing works
A Computational Model of Information Processing in the Frontal Cortex and Basal Ganglia
Amos, A. J. (2000) · Journal of Cognitive Neuroscience · doi:10.1162/089892900562174 · Cited by 148 · see citing works
Generalization in Interactive Networks: The Benefits of Inhibitory Competition and Hebbian Learning
O’Reilly, R. C. (2001) · Neural Computation · doi:10.1162/08997660152002834 · Cited by 133 · see citing works
Brain training in progress: a review of trainability in healthy seniors
Buitenweg, J. I. V., Murre, J. M. J., & Ridderinkhof, K. R. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00183 · Cited by 132 · see citing works
Training-induced cognitive and neural plasticity
Karbach, J., & Schubert, T. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00048 · Cited by 127 · see citing works
Self-citationOn the validity and generality of transfer effects in cognitive training research
Noack, H., Lövdén, M., & Schmiedek, F. (2014) · Psychological Research · doi:10.1007/s00426-014-0564-6 · Cited by 125 · see citing works
Modeling functions of striatal dopamine modulation in learning and planning
Suri, R. E., Bargas, J., & Arbib, M. A. (2001) · Neuroscience · doi:10.1016/s0306-4522(00)00554-6 · Cited by 121 · see citing works
A Predictive Reinforcement Model of Dopamine Neurons for Learning Approach Behavior
Contreras-Vidal, J. L., & Schultz, W. (1999) · Journal of Computational Neuroscience · doi:10.1023/a:1008862904946 · Cited by 102 · see citing works
Karr, J. E., Areshenkoff, C. N., Rast, P., & García-Barrera, M. A. (2014) · Neuropsychology · doi:10.1037/neu0000101 · Cited by 100 · see citing works
How the Basal Ganglia Make Decisions
Berns, G. S., & B, T. J. S. A. (1996) · Research and perspectives in neurosciences · doi:10.1007/978-3-642-79928-0_6 · Cited by 95 · see citing works
Lindenberger, U., Kliegl, R., & Baltes, P. B. (1992) · Psychology and Aging · doi:10.1037/0882-7974.7.4.585 · Cited by 95 · see citing works
Steiner, H., & Gerfen, C. R. (1996) · The Journal of Comparative Neurology · doi:10.1002/(sici)1096-9861(19961223)376:4 · Cited by 81 · see citing works
Verhaeghen, P. (2013) · Medical Entomology and Zoology · Cited by 78 · see citing works
Self-citationLearning representations in a gated prefrontal cortex model of dynamic task switching
Rougier, N. P., & O’Reilly, R. C. (2002) · Cognitive Science · doi:10.1207/s15516709cog2604_4 · Cited by 78 · see citing works
Lindenberger, U., Kliegl, R. M., & Baltes, P. B. (1992) · Psychology and Aging · doi:10.1037//0882-7974.7.4.585 · Cited by 76 · see citing works
Effects of local connectivity on striatal function: Simulation and analysis of a model
Wickens, J. R., Kötter, R., & Alexander, M. E. (1995) · Synapse · doi:10.1002/syn.890200402 · Cited by 64 · see citing works
Parameterization of connectionist models
Bogacz, R., & Cohen, J. D. (2004) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03206554 · Cited by 53 · see citing works
Dopamine controls fundamental cognitive operations of multi-target spatial working memory
Tanaka, S. (2002) · Neural Networks · doi:10.1016/s0893-6080(02)00050-3 · Cited by 46 · see citing works
Sensorimotor Selection and the Basal Ganglia: A Neural Network Model
Houk, J. C., Davis, J. L., & Beiser, D. G. (1994) · Cited by 42 · see citing works
Transfer of task-switching training in older age: The role of verbal processes.
Karbach, J., Mang, S., & Kray, J. (2010) · Psychology and Aging · doi:10.1037/a0019845 · Cited by 41 · see citing works
Self-citationSchizophrenics learn surface but not abstract structure in a serial reaction time task
Dominey, P. F., & Georgieff, N. (1997) · Neuroreport · doi:10.1097/00001756-199709080-00015 · Cited by 36 · see citing works
Near-Saddle-Node Bifurcation Behavior as Dynamics in Working Memory for Goal-Directed Behavior
Nakahara, H., & Doya, K. (1998) · Neural Computation · doi:10.1162/089976698300017917 · Cited by 29 · see citing works
Developmental and Computational Neuroscience Approaches to Cognition: The Case of Generalization
Munakata, Y., & O’Reilly, R. C. (2003) · doi:10.11225/jcss.10.76 · Cited by 17 · see citing works
The Interplay of Growth and Decline
Verhaeghen, P. (2000) · doi:10.1093/oso/9780195119855.003.0001 · Cited by 14 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- Hedges LV Olkin I Statistical methods for meta- analysis 1985 Orlando, FL Academic Press
Cited by
Sorted by citations
Do “brain-training” programs work?
Simons, D. J., Boot, W. R., Charness, N., Gathercole, S. E., Chabris, C. F., Hambrick, D. Z., & Stine-Morrow, E. A. L. (2016) · Psychological Science in the Public Interest · doi:10.1177/1529100616661983 · Cited by 1,183 · see citing works
Melby-Lervåg, M., Redick, T. S., & Hulme, C. (2016) · Perspectives on Psychological Science · doi:10.1177/1745691616635612 · Cited by 910 · see citing works
“…outcomes, analyzing follow-up effects and controlling for baseline differences, while examining multiple working memory training programs (in contrast to Au et al., 2014) and including participants across the entire life span (in contrast to Au et al., 2014, and Karbach & Verhaeghen, 2014).”
Cognitive Reserve and the Prevention of Dementia: the Role of Physical and Cognitive Activities
Cheng, S.-T. (2016) · Current Psychiatry Reports · doi:10.1007/s11920-016-0721-2 · Cited by 385 · see citing works
Working memory training revisited: A multi-level meta-analysis of n-back training studies
Soveri, A., Antfolk, J., Karlsson, L., Salo, B., & Laine, M. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-016-1217-0 · Cited by 350 · see citing works
Faria, A. L., Andrade, A., Soares, L., & i Badia, S. B. (2016) · Journal of NeuroEngineering and Rehabilitation · doi:10.1186/s12984-016-0204-z · Cited by 307 · see citing works
Does Far Transfer Exist? Negative Evidence From Chess, Music, and Working Memory Training
Sala, G., & Gobet, F. (2017) · Current Directions in Psychological Science · doi:10.1177/0963721417712760 · Cited by 309 · see citing works
“For more details, see Karbach and Verhaeghen (2014) and Melby-Lervåg and Hulme (2016).”
BackgroundCognitive Training Does Not Enhance General Cognition
Sala, G., & Gobet, F. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.10.004 · Cited by 303 · see citing works
Placebo effects in cognitive training
Foroughi, C. K., Monfort, S. S., Paczynski, M., McKnight, P. E., & Greenwood, P. M. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1601243113 · Cited by 270 · see citing works
Working memory training involves learning new skills
Gathercole, S. E., Dunning, D. L., Holmes, J., & Norris, D. (2019) · Journal of Memory and Language · doi:10.1016/j.jml.2018.10.003 · Cited by 225 · see citing works
Working memory training in typically developing children: A meta-analysis of the available evidence.
Sala, G., & Gobet, F. (2017) · Developmental Psychology · doi:10.1037/dev0000265 · Cited by 216 · see citing works
Weicker, J., Villringer, A., & Thöne-Otto, A. (2016) · Neuropsychology · doi:10.1037/neu0000227 · Cited by 147 · see citing works
Action Video Game Training for Healthy Adults: A Meta-Analytic Study
Wang, P., Liu, H.-H., Zhu, X.-T., Meng, T., Li, H.-J., & Zuo, X.-N. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00907 · Cited by 145 · see citing works
Otto, M. W., Eastman, A., Lo, S., Hearon, B. A., Bickel, W. K., Zvolensky, M., Smits, J. A. J., & Doan, S. N. (2016) · Clinical Psychology Review · doi:10.1016/j.cpr.2016.07.003 · Cited by 136 · see citing works
Older adults improve on everyday tasks after working memory training and neurostimulation
Stephens, J. A., & Berryhill, M. E. (2016) · Brain Stimulation · doi:10.1016/j.brs.2016.04.001 · Cited by 130 · see citing works
Nilsson, J., Lebedev, A. V., Rydström, A., & Lövdén, M. (2017) · Psychological Science · doi:10.1177/0956797617698139 · Cited by 118 · see citing works
Working memory training and interpreting interactions in intelligence interventions
Redick, T. S. (2015) · Intelligence · doi:10.1016/j.intell.2015.01.014 · Cited by 107 · see citing works
Dougherty, M. R., Hamovitz, T., & Tidwell, J. W. (2016) · Psychonomic Bulletin & Review · doi:10.3758/s13423-015-0865-9 · Cited by 106 · see citing works
Dynamics of the human structural connectome underlying working memory training
Caeyenberghs, K., Metzler-Baddeley, C., Foley, S., & Jones, D. K. (2016) · The Journal of Neuroscience · doi:10.1523/jneurosci.1973-15.2016 · Cited by 91 · see citing works
Training on Working Memory and Inhibitory Control in Young Adults
Maraver, M. J., Bajo, M. T., & Gomez-Ariza, C. J. (2016) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2016.00588 · Cited by 96 · see citing works
“While, with some exceptions, studies focusing on either WM or executive control training show transfer effects (see Karbach and Verhaeghen, 2014 for a meta-analysis with studies that trained WM, switching and IC in older adults), to date very few studies have directly compared the effects of WM and…”
BackgroundIndividual differences and long-term consequences of tdcs-augmented cognitive training
Katz, B., Au, J., Buschkuehl, M., Abagis, T., Zabel, C., Jaeggi, S. M., & Jonides, J. (2017) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01115 · Cited by 93 · see citing works
A simultaneous examination of two forms of working memory training: Evidence for near transfer only
Minear, M., Brasher, F., Guerrero, C. B., Brasher, M., Moore, A., & Sukeena, J. (2016) · Memory & Cognition · doi:10.3758/s13421-016-0616-9 · Cited by 85 · see citing works
Teixeira-Santos, A. C., Moreira, C. S., Magalhães, R., Magalhães, C., Pereira, D. R., Leite, J., Carvalho, S., & Sampaio, A. (2019) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2019.05.009 · Cited by 87 · see citing works
Does working memory training have to be adaptive?
von Bastian, C. C., & Eschen, A. (2016) · Psychological Research · doi:10.1007/s00426-015-0655-z · Cited by 83 · see citing works
Working memory training mostly engages general-purpose large-scale networks for learning
Salmi, J., Nyberg, L., & Laine, M. (2018) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2018.03.019 · Cited by 70 · see citing works
Transfer after Dual <i>n</i> -Back Training Depends on Striatal Activation Change
Salminen, T., Kühn, S., Frensch, P. A., & Schubert, T. (2016) · The Journal of Neuroscience · doi:10.1523/jneurosci.2305-15.2016 · Cited by 70 · see citing works
The role of strategy use in working memory training outcomes
Fellman, D., Jylkkä, J., Waris, O., Soveri, A., Ritakallio, L., Haga, S., Salmi, J., Nyman, T. J., & Laine, M. (2020) · Journal of Memory and Language · doi:10.1016/j.jml.2019.104064 · Cited by 64 · see citing works
The mechanisms of far transfer from cognitive training: Review and hypothesis.
Greenwood, P. M., & Parasuraman, R. (2016) · Neuropsychology · doi:10.1037/neu0000235 · Cited by 62 · see citing works
Sala, G., Aksayli, N. D., Tatlidil, K. S., Gondo, Y., & Gobet, F. (2019) · Intelligence · doi:10.1016/j.intell.2019.101386 · Cited by 63 · see citing works
Zhang, Q., Wang, C., Zhao, Q., Yang, L., Buschkuehl, M., & Jaeggi, S. M. (2019) · Developmental Science · doi:10.1111/desc.12748 · Cited by 61 · see citing works
Working Memory Training and Speech in Noise Comprehension in Older Adults
Wayne, R. V., Hamilton, C., Jones Huyck, J., & Johnsrude, I. S. (2016) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2016.00049 · Cited by 49 · see citing works
Heinzel, S., Rimpel, J., Stelzel, C., & Rapp, M. A. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2017.00085 · Cited by 45 · see citing works
Individual Differences and Motivational Effects
Katz, B., Jones, M. R., Shah, P., Buschkuehl, M., & Jaeggi, S. M. (2016) · Cognitive Training · doi:10.1007/978-3-319-42662-4_15 · Cited by 41 · see citing works
Simon, S. S., Tusch, E. S., Feng, N. C., Håkansson, K., Mohammed, A. H., & Daffner, K. R. (2018) · Journal of Alzheimer’s Disease · doi:10.3233/jad-180455 · Cited by 42 · see citing works
Linares, R., Borella, E., Lechuga, M. T., Carretti, B., & Pelegrina, S. (2019) · PLOS ONE · doi:10.1371/journal.pone.0211321 · Cited by 38 · see citing works
Pahor, A., Seitz, A. R., & Jaeggi, S. M. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01384-w · Cited by 34 · see citing works
Pattern of Near Transfer Effects Following Working Memory Training With a Dual <i>N</i>-Back Task
Soveri, A., Karlsson, E. P. A., Waris, O., Grönholm-Nyman, P., & Laine, M. (2017) · Experimental Psychology · doi:10.1027/1618-3169/a000370 · Cited by 34 · see citing works
Küper, K., & Karbach, J. (2016) · Journal of Cognitive Psychology · doi:10.1080/20445911.2015.1118106 · Cited by 33 · see citing works
Self-citationTraining-induced improvement in working memory tasks results from switching to efficient strategies
Malinovitch, T., Jakoby, H., & Ahissar, M. (2021) · Psychonomic Bulletin & Review · doi:10.3758/s13423-020-01824-6 · Cited by 29 · see citing works
The Effects of Working Memory Training on Brain Activity
Nęcka, E., Gruszka, A., Hampshire, A., Sarzyńska-Wawer, J., Anicai, A.-E., Orzechowski, J., Nowak, M., Wójcik, N., Sandrone, S., & Soreq, E. (2021) · Brain Sciences · doi:10.3390/brainsci11020155 · Cited by 23 · see citing works
Visuospatial working memory training facilitates visually-aided explicit sequence learning
Chan, J. S. Y., Wu, Q., Liang, D., & Yan, J. H. (2015) · Acta Psychologica · doi:10.1016/j.actpsy.2015.09.008 · Cited by 21 · see citing works
Dual n-back working memory training evinces superior transfer effects compared to the method of loci
Li, W., Zhang, Q., Qiao, H., Jin, D., Ngetich, R. K., Zhang, J., Jin, Z., & Li, L. (2021) · Scientific Reports · doi:10.1038/s41598-021-82663-w · Cited by 21 · see citing works
Neural correlates of working memory training: An fMRI meta-analysis
Zhang, Y., Fu, J., & Zhao, X. (2024) · NeuroImage · doi:10.1016/j.neuroimage.2024.120885 · Cited by 20 · see citing works
- Authors
- Karbach, J., & Verhaeghen, P.
- Affiliations
- Saarland University (DE)
- Georgia Institute of Technology (US)
- Corresponding author
- Karbach, Julia
- Venue
- Psychological Science
- Publisher
- SAGE Publications
- Published
- 2014-10-08
- Volume
- 25
- Issue
- 11
- Pages
- 2027-2037
- ISSN
- 0956-7976 (ISSN-L)
- 1467-9280
- PMC
- PMC4381540
- OpenAlex
- W1987007995
- Cited by
- 589
- References
- 139
- Citations by year
- 2026: 36 · 2025: 43 · 2024: 38 · 2023: 30 · 2022: 43 · 2021: 52 · 2020: 69 · 2019: 60 · 2018: 50 · 2017: 70 · 2016: 63 · 2015: 33 · 2014: 1 · 2013: 1
- FWCI
- 7.26
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Psychological Science (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Aging (AG16201, R01AG016201, R56AG016201)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Aging and Gerontology Research
- Keywords
- working memory training, executive function training, older adults, cognitive training, near transfer, far transfer, adaptive training, training duration
- MeSH terms
- Aged, Aged, 80 and over, Aging, Humans, Memory, Short-Term, Middle Aged, Geriatric Assessment, Executive Function
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