Evidence of Developmental Differences in Implicit Sequence Learning: An fMRI Study of Children and Adults
Abstract
Prevailing theories of implicit or unaware learning propose a developmental invariance model, with implicit function maturing early in infancy or childhood despite prolonged improvements in explicit or intentional learning and memory systems across childhood. Neuroimaging studies of adult visuomotor sequence learning have associated fronto-striatal brain regions with implicit learning of spatial sequences. Given evidence of continued development in these brain regions during childhood, we compare implicit sequence learning in adults and 7- to 11-year-old children to examine potential developmental differences in the recruitment of fronto-striatal circuitry during implicit learning. Participants performed a standard serial reaction time task. Stimuli alternately followed a fixed 10-step sequence of locations or were presented in a pseudorandom order of locations. Adults outperformed children, achieving a significantly larger sequence learning effect and showing learning more quickly than children. Age-related differences in activity were observed in the premotor cortex, putamen, hippocampus, inferotemporal cortex, and parietal cortex. We observed differential recruitment of cortical and subcortical motor systems between groups, presumably reflecting age differences in motor response execution. Adults showed greater hippocampal activity for sequence trials, whereas children demonstrated greater signal during random trials. Activity in the right caudate correlated significantly…
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Differential recruitment of prefrontal and subcortical regions has been reported across a number of developmental fMRI studies.
“Differential recruitment of prefrontal and subcortical regions has been reported across a number of developmental fMRI studies (Casey et al. 2002; Monk et al. 2003; Thomas et al. 2004).”
From <i>The Adolescent Brain</i> (2008) · cites this paper as Thomas et al. 2004
In children, skill performance is generally much slower, less accurate, and less automated than in adults, particularly in the initial stage of training.
“In children, skill performance is generally much slower, less accurate, and less automated than in adults, particularly in the initial stage of training (318, 385, 1185), which gives rise to the question of whether sleep enhances skill memories also in children if presleep performance is improved to a level comparable with that in adults.”
From About Sleep's Role in Memory (2013) · cites this paper as [1185]
Cites
Co-Planar Stereotaxic Atlas of the Human Brain
Talairach, J., & Tournoux, P. (1988) · Medical Entomology and Zoology · Cited by 11,798 · see citing works
AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages
Cox, R. W. (1996) · Computers and Biomedical Research · doi:10.1006/cbmr.1996.0014 · Cited by 10,913 · see citing works
Statistical learning by 8-month-old infants
Saffran, J. R., Aslin, R. N., & Newport, E. L. (1996) · Science · doi:10.1126/science.274.5294.1926 · Cited by 5,659 · see citing works
Brain development during childhood and adolescence: a longitudinal MRI study
Giedd, J. N., Blumenthal, J., Jeffries, N. O., Castellanos, F. X., Liu, H., Zijdenbos, A., Paus, T., Evans, A. C., & Rapoport, J. L. (1999) · Nature Neuroscience · doi:10.1038/13158 · Cited by 5,552 · see citing works
Attentional requirements of learning: Evidence from performance measures
Nissen, M. J., & Bullemer, P. (1987) · Cognitive Psychology · doi:10.1016/0010-0285(87)90002-8 · Cited by 2,966 · see citing works
Cohen, N. J., & Squire, L. R. (1980) · Science · doi:10.1126/science.7414331 · Cited by 2,296 · see citing works
Rapid Automated Algorithm for Aligning and Reslicing PET Images
Woods, R. P., Cherry, S. R., & Mazziotta, J. C. (1992) · Journal of Computer Assisted Tomography · doi:10.1097/00004728-199207000-00024 · Cited by 1,932 · see citing works
Functional MRI evidence for adult motor cortex plasticity during motor skill learning
Kami, A., Meyer, G., Jezzard, P., Adams, M. M., Turner, R., & Ungerleider, L. G. (1995) · Nature · doi:10.1038/377155a0 · Cited by 1,883 · see citing works
Practice-related Changes in Human Brain Functional Anatomy during Nonmotor Learning
Raichle, M. E., Fiez, J. A., Videen, T. O., MacLeod, A.-M. K., Pardo, J. V., Fox, P. T., & Petersen, S. E. (1994) · Cerebral Cortex · doi:10.1093/cercor/4.1.8 · Cited by 1,593 · see citing works
In vivo evidence for post-adolescent brain maturation in frontal and striatal regions
Sowell, E. R., Thompson, P. M., Holmes, C. J., Jernigan, T. L., & Toga, A. W. (1999) · Nature Neuroscience · doi:10.1038/13154 · Cited by 1,439 · see citing works
Implicit learning and tacit knowledge: an essay on the cognitive unconscious
(1994) · Choice Reviews Online · doi:10.5860/choice.31-3490 · Cited by 1,432 · see citing works
Quantitative magnetic resonance imaging of human brain development: ages 4–18
Giedd, J. N., Snell, J. W., Lange, N., Rajapakse, J. C., Casey, B. J., Kozuch, P. L., Vaituzis, A. C., Vauss, Y. C., Hamburger, S. D., Kaysen, D., et al. (1996) · Cerebral Cortex · doi:10.1093/cercor/6.4.551 · Cited by 1,024 · see citing works
Distinct contribution of the cortico-striatal and cortico-cerebellar systems to motor skill learning
Doyon, J., Penhune, V. B., & Ungerleider, L. G. (2002) · Neuropsychologia · doi:10.1016/s0028-3932(02)00158-6 · Cited by 900 · see citing works
COGNITIVE NEUROSCIENCE OF HUMAN MEMORY
Gabrieli, J. D. E. (1998) · Annual Review of Psychology · doi:10.1146/annurev.psych.49.1.87 · Cited by 808 · see citing works
Maturation of widely distributed brain function subserves cognitive development.
Luna, B., Thulborn, K. R., Munoz, D. P., Merriam, E. P., Garver, K. E., Minshew, N. J., Keshavan, M. S., Genovese, C. R., Eddy, W. F., & Sweeney, J. A. (2001) · NeuroImage · doi:10.1006/nimg.2000.0743 · Cited by 757 · see citing works
Functional mapping of sequence learning in normal humans
Grafton, S. T., Hazeltine, E., & Ivry, R. (1995) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1995.7.4.497 · Cited by 720 · see citing works
Imaging brain plasticity during motor skill learning
Ungerleider, L. (2002) · Neurobiology of Learning and Memory · doi:10.1006/nlme.2002.4091 · Cited by 641 · see citing works
Buckner, R. L., Goodman, J. M., Burock, M. A., Rotte, M., Koutstaal, W., Schacter, D. L., Rosen, B. R., & Dale, A. M. (1998) · Neuron · doi:10.1016/s0896-6273(00)80456-0 · Cited by 622 · see citing works
An fMRI Study of the Role of the Medial Temporal Lobe in Implicit and Explicit Sequence Learning
Schendan, H. E., Searl, M. M., Melrose, R. J., & Stern, C. E. (2003) · Neuron · doi:10.1016/s0896-6273(03)00123-5 · Cited by 610 · see citing works
Attentional and nonattentional forms of sequence learning.
Curran, T., & Keele, S. W. (1993) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.19.1.189 · Cited by 594 · cited 2× · see citing works
“Adult behavioral paradigms have indicated that completely ambiguous sequences are more difficult to learn (Reed, 1994; Curran & Keele, 1993).”
BackgroundHeindel, W. C., Salmon, D., Shults, C., Walicke, P. A., & Butters, N. (1989) · Journal of Neuroscience · doi:10.1523/jneurosci.09-02-00582.1989 · Cited by 582 · see citing works
The effects of practice on the functional anatomy of task performance
Petersen, S. E., Mier, H. I. V., Fiez, J. A., & Raichle, M. E. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.3.853 · Cited by 530 · see citing works
Stadler, M. A., & Frensch, P. A. (1998) · Medical Entomology and Zoology · Cited by 483 · see citing works
Procedural learning in Parkinson's disease and cerebellar degeneration
Pascual‐Leone, Á., Grafman, J. H., Clark, K., Stewart, M., Massaquoi, S. G., Lou, J., & Hallett, M. (1993) · Annals of Neurology · doi:10.1002/ana.410340414 · Cited by 475 · see citing works
Changes in cerebral functional organization during cognitive development
Casey, B. J., Galván, A., & Hare, T. A. (2005) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2005.03.012 · Cited by 465 · see citing works
Reed, J., & Johnson, P. J. (1994) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.20.3.585 · Cited by 431 · see citing works
Memory development between 2 and 20
(1989) · Choice Reviews Online · doi:10.5860/choice.27-1218 · Cited by 388 · see citing works
Brain Regions Responsive to Novelty in the Absence of Awareness
Berns, G. S., Cohen, J. D., & Mintun, M. A. (1997) · Science · doi:10.1126/science.276.5316.1272 · Cited by 361 · see citing works
Buckner, R. L. (2000) · Brain · doi:10.1093/brain/123.3.620 · Cited by 343 · see citing works
Patterns of regional brain activation associated with different forms of motor learning
Ghilardi, M. F., Ghez, C. P., DHAWAN, V. M., Moeller, J. R., Mentis, M. J., Nakamura, T., Antonini, A., & Eidelberg, D. (2000) · Brain Research · doi:10.1016/s0006-8993(00)02365-9 · Cited by 336 · see citing works
Direct Comparison of Neural Systems Mediating Conscious and Unconscious Skill Learning
Willingham, D. B., Salidis, J., & Gabrieli, J. D. E. (2002) · Journal of Neurophysiology · doi:10.1152/jn.2002.88.3.1451 · Cited by 327 · see citing works
Abstract and Effector-Specific Representations of Motor Sequences Identified with PET
Grafton, S. T., Hazeltine, E., & Ivry, R. B. (1998) · Journal of Neuroscience · doi:10.1523/jneurosci.18-22-09420.1998 · Cited by 327 · see citing works
Conscious knowledge and changes in performance in sequence learning: Evidence against dissociation.
Perruchet, P., & Amorim, M. (1992) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.18.4.785 · Cited by 320 · see citing works
Clinical, imaging, lesion, and genetic approaches toward a model of cognitive control
Casey, B. J., Tottenham, N., & Fossella, J. (2002) · Developmental Psychobiology · doi:10.1002/dev.10030 · Cited by 269 · see citing works
Mostofsky, S. H., Goldberg, M. C., Landa, R. J., & DENCKLA, M. B. (2000) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617700677020 · Cited by 252 · see citing works
Serial reaction time learning and Parkinson's disease: Evidence for a procedural learning deficit
Jackson, G. M., Jackson, S. R., Harrison, J., Henderson, L., & Christopher Kennard, C. (1995) · Neuropsychologia · doi:10.1016/0028-3932(95)00010-z · Cited by 249 · see citing works
A PET investigation of implicit and explicit sequence learning
Rauch, S. L., Savage, C. R., Brown, H. D., Curran, T., Alpert, N. M., Kendrick, A., Fischman, A. J., & Kosslyn, S. M. (1995) · Human Brain Mapping · doi:10.1002/hbm.460030403 · Cited by 237 · see citing works
Implicit Sequence Learning in Children
Meulemans, T., der Linden, M. V., & Perruchet, P. (1998) · Journal of Experimental Child Psychology · doi:10.1006/jecp.1998.2442 · Cited by 231 · see citing works
Procedural memory in Parkinson's disease: Impaired motor but not visuoperceptual learning
Harrington, D. L., Haaland, K. Y., Yeo, R. A., & Marder, E. (1990) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/01688639008400978 · Cited by 221 · see citing works
Implicit learning deficit in children with developmental dyslexia
Vicari, S., Marotta, L., Menghini, D., Molinari, M., & Petrosini, L. (2002) · Neuropsychologia · doi:10.1016/s0028-3932(02)00082-9 · Cited by 200 · see citing works
Gabrieli, J. D. E., Stebbins, G. T., Singh, J., Willingham, D. B., & al, E. (1997) · Neuropsychology · doi:10.1037/0894-4105.11.2.272 · Cited by 188 · see citing works
Canfield, R. L., Smith, E. G., Brezsnyak, M. P., Snow, K. L., Aslin, R. Ν., Haith, M. M., Wass, T. S., & Adler, S. A. (1997) · Monographs of the Society for Research in Child Development · doi:10.2307/1166196 · Cited by 180 · see citing works
Similar network activated by young and old adults during the acquisition of a motor sequence
Daselaar, S. M., Rombouts, S. A. R. B., Veltman, D. J., Raaijmakers, J. G. W., & Jonker, C. (2003) · Neurobiology of Aging · doi:10.1016/s0197-4580(03)00030-7 · Cited by 179 · see citing works
Serial Reaction Time Learning in Preschool- and School-Age Children
Thomas, K. M., & Nelson, C. A. (2001) · Journal of Experimental Child Psychology · doi:10.1006/jecp.2000.2613 · Cited by 163 · see citing works
Self-citationDissociating Explicit and Implicit Category Knowledge with fMRI
Reber, P. J., Gitelman, D. R., Parrish, T. B., & Mesulam, M. M. (2003) · Journal of Cognitive Neuroscience · doi:10.1162/089892903321662958 · Cited by 161 · see citing works
Casey, B. J., Thomas, K. M., Davidson, M. C., Kunz, K., & Franzen, P. L. (2002) · Journal of Neuroscience · doi:10.1523/jneurosci.22-19-08647.2002 · Cited by 135 · see citing works
Self-citationVakil, E., Kahan, S., Huberman, M., & Osimani, A. (2000) · Neuropsychologia · doi:10.1016/s0028-3932(99)00058-5 · Cited by 131 · see citing works
Evidence for implicit sequence learning in dyslexia
Kelly, S. W., Griffiths, S., & Uta Frith, A. (2002) · Dyslexia · doi:10.1002/dys.208 · Cited by 129 · see citing works
Implicit and explicit memory in young children and adults
Parkin, A. J., & Streete, S. (1988) · British Journal of Psychology · doi:10.1111/j.2044-8295.1988.tb02295.x · Cited by 124 · see citing works
Functional MRI of motor sequence acquisition: effects of learning stage and performance
Müller, R.-A., Kleinhans, N. M., Pierce, K., Kemmotsu, N., & Courchesne, E. (2002) · Cognitive Brain Research · doi:10.1016/s0926-6410(02)00131-3 · Cited by 123 · see citing works
Stability of visual expectations at 3.0 months of age.
Haith, M. M., & McCarty, M. E. (1990) · Developmental Psychology · doi:10.1037/0012-1649.26.1.68 · Cited by 106 · see citing works
Implicit Learning in Children Is Not Related to Age: Evidence from Drawing Behavior
Annie Vinter, A., & Perruchet, P. (2000) · Child Development · doi:10.1111/1467-8624.00225 · Cited by 102 · see citing works
Towards an explicit account of implicit learning
Forkstam, C., & Petersson, K. M. (2005) · Current Opinion in Neurology · doi:10.1097/01.wco.0000171951.82995.c4 · Cited by 97 · see citing works
Naito, M. (1990) · Journal of Experimental Child Psychology · doi:10.1016/0022-0965(90)90081-i · Cited by 89 · see citing works
Implicit learning: Sensitive to age but not IQ
Maybery, M. T., Taylor, M. J., & O’Brien-Malone, A. (1995) · Australian Journal of Psychology · doi:10.1080/00049539508258763 · Cited by 87 · see citing works
Remembering versus Knowing the Past: Children′s Explicit and Implicit Memories for Pictures
Drummey, A. B., & Newcombe, N. S. (1995) · Journal of Experimental Child Psychology · doi:10.1006/jecp.1995.1025 · Cited by 86 · see citing works
Development of the functional visual field
Clohessy, A. B., Posner, M. I., & Rothbart, M. K. (2001) · Acta Psychologica · doi:10.1016/s0001-6918(00)00026-3 · Cited by 81 · see citing works
The formation of expectations in early infancy
Haith, M. M., Wentworth, N., & Canfield, R. L. (1993) · Cited by 76 · see citing works
Implicit learning differences: A question of developmental level?
Fletcher, J. M., Maybery, M. T., & Bennett, S. A. (2000) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.26.1.246 · Cited by 75 · see citing works
Procedural and Declarative Memory: A Developmental Study
Digiulio, D. V., Seidenberg, M., O'Leary, D. S., & Raz, N. (1994) · Brain and Cognition · doi:10.1006/brcg.1994.1024 · Cited by 73 · see citing works
If memory serves, will language? Later verbal accessibility of early memories
Bauer, P. J., Kroupina, M. G., Schwade, J. A., Dropik, P. L., & Wewerka, S. (1998) · Development and Psychopathology · doi:10.1017/s0954579498001801 · Cited by 71 · see citing works
Preschool period development of implicit and explicit remembering
Greenbaum, J., & Graf, P. (1989) · Bulletin of the Psychonomic Society · doi:10.3758/bf03334643 · Cited by 64 · see citing works
Cognitive-motor learning in Parkinson's disease.
Haaland, K. Y., Harrington, D. L., O'Brien, S., & Hermanowicz, N. S. (1997) · Neuropsychology · doi:10.1037//0894-4105.11.2.180 · Cited by 51 · see citing works
The Context of Uncertainty Modulates the Subcortical Response to Predictability
Bischoff‐Grethe, A., Martin, M. M., Mao, H., & Berns, G. S. (2001) · Journal of Cognitive Neuroscience · doi:10.1162/089892901753165881 · Cited by 38 · see citing works
Nelson, C. A. (1998) · Preventive Medicine · doi:10.1006/pmed.1998.0272 · Cited by 32 · see citing works
Developments In Early Recall Memory: Normative Trends and Individual Differences
Bauer, P. J., Burch, M. M., & Kleinknecht, E. (2003) · Advances in child development and behavior · doi:10.1016/s0065-2407(02)80040-4 · Cited by 19 · see citing works
The interplay of learning and development in shaping neural organization
Dick, F., Leech, R., Moses, P., & Saccuman, M. C. (2005) · Developmental Science · doi:10.1111/j.1467-7687.2005.00457.x · Cited by 12 · see citing works
Smith, P. H., Loboschefski, T. W., Davidson, B. K., & Dixon, W. E. (1997) · Infant Behavior and Development · doi:10.1016/s0163-6383(97)90044-8 · Cited by 8 · see citing works
Herbster (1997) · doi:10.1002/(sici)1097-0193(1997)5:2
Flagged first, then by citations
1 of the 70 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Casey, B. J., Jones, R. M., & Hare, T. A. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1440.010 · Cited by 3,345 · see citing works
Rasch, B., & Born, J. (2013) · Physiological Reviews · doi:10.1152/physrev.00032.2012 · Cited by 2,783 · see citing works
Casey, B. J., Getz, S., & Galvan, A. (2008) · Developmental Review · doi:10.1016/j.dr.2007.08.003 · Cited by 1,810 · see citing works
Imaging the developing brain: what have we learned about cognitive development?
CASEY, B., TOTTENHAM, N., LISTON, C., & DURSTON, S. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2005.01.011 · Cited by 1,556 · see citing works
Self-citationGalvan, A., Hare, T. A., Parra, C. E., Penn, J., Voss, H., Glover, G., & Casey, B. J. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.1062-06.2006 · Cited by 1,282 · see citing works
A shift from diffuse to focal cortical activity with development
Durston, S., Davidson, M. C., Tottenham, N., Galvan, A., Spicer, J., Fossella, J. A., & Casey, B. J. (2006) · Developmental Science · doi:10.1111/j.1467-7687.2005.00454.x · Cited by 692 · see citing works
Self-citationBraking and accelerating of the adolescent brain
Casey, B. J., Jones, R. M., & Somerville, L. H. (2011) · Journal of Research on Adolescence · doi:10.1111/j.1532-7795.2010.00712.x · Cited by 621 · see citing works
NIGG, J. T., & CASEY, B. J. (2005) · Development and Psychopathology · doi:10.1017/s0954579405050376 · Cited by 593 · see citing works
The storm and stress of adolescence: insights from human imaging and mouse genetics
Casey, B. J., Jones, R. M., Levita, L., Libby, V., Pattwell, S. S., Ruberry, E. J., Soliman, F., & Somerville, L. H. (2010) · Developmental Psychobiology · doi:10.1002/dev.20447 · Cited by 480 · see citing works
Changes in cerebral functional organization during cognitive development
Casey, B. J., Galván, A., & Hare, T. A. (2005) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2005.03.012 · Cited by 465 · see citing works
Brain Development During the Preschool Years
Brown, T. T., & Jernigan, T. L. (2012) · Neuropsychology Review · doi:10.1007/s11065-012-9214-1 · Cited by 463 · see citing works
Rubia, K., Smith, A. B., Taylor, E., & Brammer, M. (2007) · Human Brain Mapping · doi:10.1002/hbm.20347 · Cited by 417 · see citing works
Child and adolescent development : an advanced course
Damon, W., & Lerner, R. M. (2008) · Wiley eBooks · Cited by 385 · see citing works
Working, declarative and procedural memory in specific language impairment
Lum, J. A. G., Conti‐Ramsden, G., Page, D., & Ullman, M. T. (2011) · Cortex · doi:10.1016/j.cortex.2011.06.001 · Cited by 364 · see citing works
Janacsek, K., Fiser, J., & Németh, D. (2012) · Developmental Science · doi:10.1111/j.1467-7687.2012.01150.x · Cited by 358 · see citing works
Uddin, L. Q. (2010) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2010.00021 · Cited by 343 · see citing works
Implicit statistical learning is directly associated with the acquisition of syntax
Kidd, E. (2012) · Developmental Psychology · doi:10.1037/a0025405 · Cited by 310 · see citing works
What have we learned about cognitive development from neuroimaging?
Durston, S., & Casey, B. J. (2005) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2005.10.010 · Cited by 299 · see citing works
Self-citationSleep and memory in healthy children and adolescents - a critical review
Kopasz, M., Loessl, B., Hornyak, M., Riemann, D., Nissen, C., Piosczyk, H., & Voderholzer, U. (2010) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2009.10.006 · Cited by 277 · see citing works
Quatman‐Yates, C. C., Quatman, C. E., Meszaros, A. J., Paterno, M. V., & Hewett, T. E. (2011) · British Journal of Sports Medicine · doi:10.1136/bjsm.2010.079616 · Cited by 272 · see citing works
Brain areas associated with numbers and calculations in children: Meta-analyses of fMRI studies
Arsalidou, M., Pawliw-Levac, M., Sadeghi, M., & Pascual‐Leone, J. (2017) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2017.08.002 · Cited by 268 · see citing works
The Neurocognition of Developmental Disorders of Language
Ullman, M. T., Earle, F. S., Walenski, M., & Janacsek, K. (2020) · Annual Review of Psychology · doi:10.1146/annurev-psych-122216-011555 · Cited by 223 · see citing works
Lum, J. A. G., Ullman, M. T., & Conti‐Ramsden, G. (2013) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2013.07.017 · Cited by 215 · see citing works
Lum, J. A. G., Conti‐Ramsden, G., Morgan, A. T., & Ullman, M. T. (2013) · Cortex · doi:10.1016/j.cortex.2013.10.011 · Cited by 217 · see citing works
Age Effects in Second Language Learning: Stepping Stones Toward Better Understanding
DEKEYSER, R. M. (2013) · Language Learning · doi:10.1111/j.1467-9922.2012.00737.x · Cited by 206 · see citing works
Cortical control of motor sequences
Ashe, J., Lungu, O. V., Basford, A. T., & Lu, X. (2006) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2006.03.008 · Cited by 185 · see citing works
Yaple, Z. A., Stevens, W. D., & Arsalidou, M. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.03.074 · Cited by 177 · see citing works
The sleeping child outplays the adult's capacity to convert implicit into explicit knowledge
Wilhelm, I., Rose, M., Imhof, K. I., Rasch, B., Büchel, C., & Born, J. (2013) · Nature Neuroscience · doi:10.1038/nn.3343 · Cited by 170 · see citing works
DEVELOPMENT OF EPISODIC AND AUTOBIOGRAPHICAL MEMORY: A COGNITIVE NEUROSCIENCE PERSPECTIVE
Newcombe, N. S., Lloyd, M. E., & Ratliff, K. R. (2007) · Advances in child development and behavior · doi:10.1016/b978-0-12-009735-7.50007-4 · Cited by 167 · see citing works
Arciuli, J., & Simpson, I. C. (2011) · Developmental Science · doi:10.1111/j.1467-7687.2009.00937.x · Cited by 181 · see citing works
Sleep-dependent memory consolidation – What can be learnt from children?
Wilhelm, I., Prehn-Kristensen, A., & Born, J. (2012) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2012.03.002 · Cited by 161 · see citing works
Dissociating Explicit and Implicit Category Knowledge with fMRI
Reber, P. J., Gitelman, D. R., Parrish, T. B., & Mesulam, M. M. (2003) · Journal of Cognitive Neuroscience · doi:10.1162/089892903321662958 · Cited by 161 · see citing works
Bohbot, V. D., McKenzie, S., Konishi, K., Fouquet, C., Kurdi, V., Schachar, R. J., Boivin, M., & Robaey, P. (2012) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2012.00028 · Cited by 154 · see citing works
Age-dependent and coordinated shift in performance between implicit and explicit skill learning
Németh, D., Janacsek, K., & Fiser, J. (2013) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2013.00147 · Cited by 143 · see citing works
Wilhelm, I., Metzkow‐Mészàros, M., Knapp, S., & Born, J. (2012) · Developmental Science · doi:10.1111/j.1467-7687.2012.01146.x · Cited by 143 · see citing works
Fischer, S., Wilhelm, I., & Born, J. (2007) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2007.19.2.214 · Cited by 142 · see citing works
Barnes, K. A., Howard, J. H., Howard, D. V., Gilotty, L., Kenworthy, L. E., Gaillard, W. D., & Vaidya, C. J. (2008) · Neuropsychology · doi:10.1037/0894-4105.22.5.563 · Cited by 142 · see citing works
The multi-component nature of statistical learning
Arciuli, J. (2016) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2016.0058 · Cited by 140 · see citing works
Developmental dissociation in the neural responses to simple multiplication and subtraction problems
Prado, J., Mutreja, R., & Booth, J. R. (2014) · Developmental Science · doi:10.1111/desc.12140 · Cited by 127 · see citing works
Statistical Learning Across Development: Flexible Yet Constrained
Krogh, L., Vlach, H. A., & Johnson, S. P. (2013) · Front. Psychology · doi:10.3389/fpsyg.2012.00598 · Cited by 113 · see citing works
Sleep in children enhances preferentially emotional declarative but not procedural memories
Prehn-Kristensen, A., Göder, R., Chirobeja, S., Breßmann, I., Ferstl, R., & Baving, L. (2009) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2009.01.005 · Cited by 117 · see citing works
Schapiro, A. C., & Turk‐Browne, N. B. (2015) · Elsevier eBooks · doi:10.1016/b978-0-12-397025-1.00276-1 · Cited by 115 · see citing works
Hippocampal contribution to early and later stages of implicit motor sequence learning
Gheysen, F., Filip Van Opstal, A., Roggeman, C., Waelvelde, H. V., & Fias, W. (2010) · Experimental Brain Research · doi:10.1007/s00221-010-2186-6 · Cited by 115 · see citing works
Sleep slow-wave activity reveals developmental changes in experience-dependent plasticity
Wilhelm, I., Kurth, S., Ringli, M., Mouthon, A.-L., Buchmann, A., Geiger, A., Jenni, O. G., & Huber, R. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.0962-14.2014 · Cited by 108 · see citing works
Klöppel, S., Mangin, J., Vongerichten, A., Frackowiak, R. S. J., & Siebner, H. R. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.4394-09.2010 · Cited by 98 · see citing works
Experiential reward learning outweighs instruction prior to adulthood
Decker, J. H., Lourenco, F. S., Doll, B. B., & Hartley, C. A. (2015) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-014-0332-5 · Cited by 96 · see citing works
Towards an explicit account of implicit learning
Forkstam, C., & Petersson, K. M. (2005) · Current Opinion in Neurology · doi:10.1097/01.wco.0000171951.82995.c4 · Cited by 97 · see citing works
Falcaro, M., Pickles, A. R., Newbury, D. F., Addis, L., Banfield, E. C., Fisher, S. E., Monaco, A. P., Simkin, Z., & Conti‐Ramsden, G. (2007) · Genes Brain & Behavior · doi:10.1111/j.1601-183x.2007.00364.x · Cited by 95 · see citing works
Striatal Function in Generalized Social Phobia: A Functional Magnetic Resonance Imaging Study
Sareen, J., Campbell, D. W., Leslie, W. D., Malisza, K. L., Stein, M. B., Paulus, M. P., Kravetsky, L. B., Kjernisted, K. D., Walker, J. R., & Reiss, J. P. (2006) · Biological Psychiatry · doi:10.1016/j.biopsych.2006.05.043 · Cited by 92 · see citing works
Daltrozzo, J., & Conway, C. M. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00437 · Cited by 89 · see citing works
Two Forms of Implicit Learning in Childhood ADHD
Barnes, K. A., Howard, J. H., Howard, D. V., Kenealy, L. E., & Vaidya, C. J. (2010) · Developmental Neuropsychology · doi:10.1080/87565641.2010.494750 · Cited by 89 · see citing works
Developmental dissociation between the maturation of procedural memory and declarative memory
Finn, A. S., Kalra, P. B., Goetz, C., Leonard, J., Sheridan, M. A., & Gabrieli, J. D. E. (2015) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2015.09.027 · Cited by 86 · see citing works
The neurocognitive phenotype in velo‐cardio‐facial syndrome: A developmental perspective
Antshel, K. M., Fremont, W. P., & Kates, W. R. (2008) · Developmental Disabilities Research Reviews · doi:10.1002/ddrr.7 · Cited by 83 · see citing works
From perception to memory: Changes in memory systems across the lifespan
Ofen, N., & Shing, Y. L. (2013) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.04.006 · Cited by 76 · see citing works
Conti‐Ramsden, G., Ullman, M. T., & Lum, J. A. G. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01090 · Cited by 75 · see citing works
Developmental contributions to motor sequence learning
Savion‐Lemieux, T., Bailey, J. A., & Penhune, V. B. (2009) · Experimental Brain Research · doi:10.1007/s00221-009-1786-5 · Cited by 70 · see citing works
Pediatric Functional Magnetic Resonance Imaging (fMRI): Issues and Applications
O'Shaughnessy, E. S., Berl, M. M., Moore, E. N., & Gaillard, W. D. (2008) · Journal of Child Neurology · doi:10.1177/0883073807313047 · Cited by 69 · see citing works
Special considerations for functional magnetic resonance imaging of pediatric populations
Kotsoni, E., Byrd, D. L., & Casey, B. J. (2006) · Journal of Magnetic Resonance Imaging · doi:10.1002/jmri.20578 · Cited by 71 · see citing works
Impaired procedural learning in language impairment: Results from probabilistic categorization
Kemény, F., & Lukács, Á. (2009) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803390902971131 · Cited by 68 · see citing works
Development of Different Forms of Skill Learning Throughout the Lifespan
Lukács, Á., & Kemény, F. (2014) · Cognitive Science · doi:10.1111/cogs.12143 · Cited by 68 · see citing works
Roig, M., Ritterband‐Rosenbaum, A., Lundbye‐Jensen, J., & Nielsen, J. B. (2014) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2014.02.022 · Cited by 67 · see citing works
Amso, D., & Davidow, J. Y. (2012) · Developmental Psychobiology · doi:10.1002/dev.20587 · Cited by 67 · see citing works
A meta-analysis and meta-regression of serial reaction time task performance in Parkinson’s disease.
Clark, G. M., Lum, J. A. G., & Ullman, M. T. (2014) · Neuropsychology · doi:10.1037/neu0000121 · Cited by 68 · see citing works
Auditory access, language access, and implicit sequence learning in deaf children
Hall, M. L., Eigsti, I., Bortfeld, H., & Lillo‐Martin, D. (2017) · Developmental Science · doi:10.1111/desc.12575 · Cited by 64 · see citing works
Zwart, F. S., Vissers, C., Kessels, R. P. C., & Maes, J. H. R. (2017) · Journal of Neuropsychology · doi:10.1111/jnp.12139 · Cited by 65 · see citing works
Evidence of stable individual differences in implicit learning
Kalra, P. B., Gabrieli, J. D. E., & Finn, A. S. (2019) · Cognition · doi:10.1016/j.cognition.2019.05.007 · Cited by 65 · see citing works
No Childhood Advantage in the Acquisition of Skill in Using an Artificial Language Rule
Ferman, S., & Karni, A. (2010) · PLoS ONE · doi:10.1371/journal.pone.0013648 · Cited by 64 · see citing works
Developmental differences in implicit learning of spatial context.
Vaidya, C. J., Huger, M., Howard, D. V., & Howard, J. H. (2007) · Neuropsychology · doi:10.1037/0894-4105.21.4.497 · Cited by 63 · see citing works
Neurocognitive Performance in Children with ADHD and OCD
Vloet, T. D., Marx, I., Kahraman-Lanzerath, B., Zepf, F. D., Herpertz-Dahlmann, B., & Konrad, K. (2010) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-010-9422-1 · Cited by 58 · see citing works
Karatekin, C., Marcus, D. J., & White, T. J. H. (2006) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2006.05.005 · Cited by 64 · see citing works
Declarative and procedural memory in Danish speaking children with specific language impairment
Lum, J. A. G., & Bleses, D. (2011) · Journal of Communication Disorders · doi:10.1016/j.jcomdis.2011.09.001 · Cited by 62 · see citing works
Juhász, D., Németh, D., & Janacsek, K. (2019) · PLoS ONE · doi:10.1371/journal.pone.0215116 · Cited by 63 · see citing works
Scherder, E., Eggermont, L. H. P., Visscher, C., Scheltens, P., & Swaab, D. F. (2010) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2010.08.009 · Cited by 59 · see citing works
Using perfusion fMRI to measure continuous changes in neural activity with learning
Olson, I. R., Rao, H., Moore, K. S., Wang, J., Detre, J. A., & Aguirre, G. K. (2006) · Brain and Cognition · doi:10.1016/j.bandc.2005.11.010 · Cited by 58 · see citing works
Exploring the neurodevelopment of visual statistical learning using event-related brain potentials
Jost, E., Conway, C. M., Purdy, J. D., Walk, A. M., & Hendricks, M. A. (2014) · Brain Research · doi:10.1016/j.brainres.2014.10.017 · Cited by 55 · see citing works
Effects of age and practice in sequence learning: A graded account of ageing, learning, and control
Gaillard, V., Destrebecqz, A., Michiels, S., & Cleeremans, A. (2008) · The European Journal of Cognitive Psychology · doi:10.1080/09541440802257423 · Cited by 55 · see citing works
Explorations in Learning and the Brain
de Jong, T., van Gog, T., Jenks, K., Manlove, S., van Hell, J. G., Jolles, J., van Merriënboer, J. J. G., van Leeuwen, T. H., & Boschloo, A. (2009) · Springer eBooks · doi:10.1007/978-0-387-89512-3 · Cited by 54 · see citing works
Procedural learning in schizophrenia investigated with functional magnetic resonance imaging
Zedkova, L., Woodward, N. D., Harding, I. H., Tibbo, P. G., & Purdon, S. E. (2006) · Schizophrenia Research · doi:10.1016/j.schres.2006.06.039 · Cited by 52 · see citing works
Caeyenberghs, K., Wenderoth, N., Smits-Engelsman, B. C. M., Sunaert, S. G., & Swinnen, S. P. (2009) · Brain · doi:10.1093/brain/awn344 · Cited by 51 · see citing works
Combining fMRI and behavioral measures to examine the process of human learning
Karuza, E. A., Emberson, L. L., & Aslin, R. N. (2014) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2013.09.012 · Cited by 50 · see citing works
The Promise—and Challenge—of Statistical Learning for Elucidating Atypical Language Development
Arciuli, J., & Conway, C. M. (2018) · Current Directions in Psychological Science · doi:10.1177/0963721418779977 · Cited by 47 · see citing works
Changes in statistical learning across development
Forest, T. A., Schlichting, M. L., Duncan, K. D., & Finn, A. S. (2023) · Nature Reviews Psychology · doi:10.1038/s44159-023-00157-0 · Cited by 52 · see citing works
Solum, M., Lorås, H. W., & Pedersen, A. V. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00538 · Cited by 45 · see citing works
Reiss, J. P., Campbell, D. W., Leslie, W. D., Paulus, M. P., Ryner, L. N., Polimeni, J. O., Foot, B. J., & Sareen, J. (2006) · Schizophrenia Research · doi:10.1016/j.schres.2006.04.027 · Cited by 45 · see citing works
Children retain implicitly learned phonological sequences better than adults: a longitudinal study
Smalle, E. H. M., Page, M. P. A., Duyck, W., Edwards, M., & Szmalec, A. (2017) · Developmental Science · doi:10.1111/desc.12634 · Cited by 44 · see citing works
Longitudinal study of declarative and procedural memory in primary school-aged children
Lum, J. A. G., Kidd, E., Davis, S. K., & Conti‐Ramsden, G. (2009) · Australian Journal of Psychology · doi:10.1080/00049530903150547 · Cited by 42 · see citing works
A matter of time: rapid motor memory stabilization in childhood
Adi‐Japha, E., Badir, R., Dorfberger, S., & Karni, A. (2014) · Developmental Science · doi:10.1111/desc.12132 · Cited by 42 · see citing works
Diehl, J. J., Frost, S. J., Sherman, G. F., Mencl, W. E., Kurian, A., Molfese, P. J., Landi, N., Preston, J. L., Soldan, A., Fulbright, R. K., et al. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.07.029 · Cited by 41 · see citing works
Fasano, M. C., Cabral, J., Stevner, A. B. A., Vuust, P., Cantou, P., Brattico, E., & Kringelbach, M. L. (2022) · Human Brain Mapping · doi:10.1002/hbm.26060 · Cited by 45 · see citing works
Specific language impairment as systemic developmental disorders
Parisse, C., & Maillart, C. (2008) · Journal of Neurolinguistics · doi:10.1016/j.jneuroling.2008.07.004 · Cited by 41 · see citing works
Lifespan Differences in Cortico-Striatal Resting State Connectivity
Bo, J., Lee, C.-M., Kwak, Y., Peltier, S., Bernard, J. A., Buschkuehl, M., Jaeggi, S. M., Wiggins, J. L., Jonides, J. J., Monk, C. S., et al. (2014) · Brain Connectivity · doi:10.1089/brain.2013.0155 · Cited by 40 · see citing works
Motor Sequence Learning and Developmental Dyslexia
Orban, P., Lungu, O., & Doyon, J. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1416.016 · Cited by 39 · see citing works
Julius, M. S., & Adi‐Japha, E. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00225 · Cited by 39 · see citing works
Functional brain imaging in neuropsychology over the past 25 years.
Roalf, D. R., & Gur, R. C. (2017) · Neuropsychology · doi:10.1037/neu0000426 · Cited by 41 · see citing works
Visual search and contextual cueing: differential effects in 10-year-old children and adults
Couperus, J. W., Hunt, R. H., Nelson, C. A., & Thomas, K. M. (2010) · Attention Perception & Psychophysics · doi:10.3758/s13414-010-0021-6 · Cited by 37 · see citing works
Self-citationA Developmental Perspective in Learning the Mirror-Drawing Task
Julius, M. S., & Adi‐Japha, E. (2016) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2016.00083 · Cited by 37 · see citing works
Implicit Statistical Learning and Language Skills in Bilingual Children
Yim, D., & Rudoy, J. D. (2012) · Journal of Speech Language and Hearing Research · doi:10.1044/1092-4388(2012/11-0243 · Cited by 40 · see citing works
Barker, L. A., Andrade, J., Morton, N., Romanowski, C. A. J., & Bowles, D. (2010) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2010.05.001 · Cited by 35 · see citing works
Li, S., & DeKeyser, R. (2021) · Studies in Second Language Acquisition · doi:10.1017/s0272263121000024 · Cited by 35 · see citing works
Effect of Predictive Cuing on Response Inhibition in Children with Heavy Prenatal Alcohol Exposure
O’Brien, J. W., Norman, A. L., Fryer, S. L., Tapert, S. F., Paulus, M. P., Jones, K. L., Riley, E. P., & Mattson, S. N. (2012) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.12017 · Cited by 35 · see citing works
- Authors
- Thomas, K. M., Hunt, R. H., Vizueta, N., Sommer, T., Durston, S., Yang, Y., & Worden, M. S.
- Affiliations
- University of Minnesota (US)
- Cornell University (US)
- Venue
- Journal of Cognitive Neuroscience
- Publisher
- MIT Press - Journals
- Published
- 2004-10-01
- Volume
- 16
- Issue
- 8
- Pages
- 1339-1351
- ISSN
- 0898-929X (ISSN-L)
- 1530-8898
- OpenAlex
- W2107564662
- Cited by
- 260
- References
- 70
- Citations by year
- 2026: 7 · 2025: 5 · 2024: 11 · 2023: 4 · 2022: 9 · 2021: 9 · 2020: 12 · 2019: 9 · 2018: 14 · 2017: 17 · 2016: 14 · 2015: 16 · 2014: 20 · 2013: 17 · 2012: 18
- FWCI
- 4.88
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Cognitive Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health
- National Institute of Mental Health (K01MH002024, K01 MH02024)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Keywords
- implicit sequence learning, developmental differences, children, adults, serial reaction time task, frontostriatal circuits, caudate nucleus, hippocampus, putamen, premotor cortex
- MeSH terms
- Adult, Analysis of Variance, Brain, Brain Mapping, Cerebral Cortex, Child, Child Development, Female, Hippocampus, Humans, Magnetic Resonance Imaging, Male, Pattern Recognition, Visual, Psychomotor Performance, Putamen, Reaction Time, Reference Values, Serial Learning
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