Selectively Enhanced Development of Working Memory in Musically Trained Children and Adolescents
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In the current longitudinal study, we investigated the development of working memory in musically trained and nontrained children and adolescents, aged 9-20. We measured working memory with the Digit Span (DS) forwards and backwards tests (N=106) and the Trail-Making A and B (TMT-A and B) (N=104) tests three times, in 2011, 2013, and 2016. We expected that musically trained participants would outperform peers with no musical training. Indeed, we found that the younger musically trained participants in particular outperformed their nontrained peers in the TMT-A, TMT-B and DS forwards tests. These tests all primarily require active maintenance of a rule in memory or immediate recall. In contrast, we found no group differences in the backwards test that requires manipulation and updating of information in working memory. These results suggest that musical training is more strongly associated with heightened working memory capacity and maintenance than enhanced working memory updating, especially in late childhood and early adolescence.
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These findings convincingly refute all the theories claiming that music training causes improvements in any domain-general cognitive skill or academic achievement.
“We can thus conclude that these findings convincingly refute all the theories claiming that music training causes improvements in any domain-general cognitive skill or academic achievement (e.g., Moreno et al., 2011; Patel, 2011; Saarikivi et al., 2019; Tierney & Kraus, 2013).”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Saarikivi et al., 2019
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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
The Structure of Working Memory From 4 to 15 Years of Age
Gathercole, S. E., Pickering, S. J., Ambridge, B., & Wearing, H. (2004) · Developmental Psychology · doi:10.1037/0012-1649.40.2.177 · Cited by 1,795 · 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
Top-down modulation: bridging selective attention and working memory
Gazzaley, A., & Nobre, A. C. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.11.014 · Cited by 1,404 · see citing works
Dimensions of executive functioning: evidence from children
Lehto, J. E., Juujärvi, P., Kooistra, L., & Pulkkinen, L. (2003) · British Journal of Developmental Psychology · doi:10.1348/026151003321164627 · Cited by 1,226 · see citing works
Arbuthnott, K., & Frank, J. (2000) · Journal of Clinical and Experimental Neuropsychology · doi:10.1076/1380-3395(200008)22:4;1-0;ft518 · Cited by 1,087 · see citing works
Executive function across the life span
Zelazo, P. D., Craik, F. I. M., & Booth, L. (2004) · Acta Psychologica · doi:10.1016/j.actpsy.2003.12.005 · Cited by 586 · see citing works
Kane, M. J., Hambrick, D. Z., & Conway, A. R. A. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.1.66 · Cited by 545 · see citing works
What is working memory capacity, and how can we measure it?
Wilhelm, O., Hildebrandt, A., & Oberauer, K. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00433 · Cited by 468 · see citing works
Neural Suppression of Irrelevant Information Underlies Optimal Working Memory Performance
Zanto, T. P., & Gazzaley, A. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.4621-08.2009 · Cited by 302 · see citing works
About the Distinction between Working Memory and Short-Term Memory
Aben, B., Stapert, S., & Blokland, A. (2012) · Frontiers in Psychology · doi:10.3389/fpsyg.2012.00301 · Cited by 275 · 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
Effects of skill training on working memory capacity.
Lee, Y.-S., Lu, M.-J., & Ko, H.-P. (2007) · Learning and Instruction · doi:10.1016/j.learninstruc.2007.02.010 · Cited by 191 · see citing works
The structure of working memory in young children and its relation to intelligence
Gray, S., Green, S., Alt, M., Hogan, T., Kuo, T., Brinkley, S., & Cowan, N. (2017) · Journal of Memory and Language · doi:10.1016/j.jml.2016.06.004 · Cited by 150 · 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
Flagged first, then by citations
Research works printed but not linked: 92
- Baddeley A. D. Hitch G. (1974). “ Working memory,” in Psychology of Learning and Motivation (Vol. 8), ed. Bower G. H. (New York, NY: Academic Press), 47– 89.
- Barbaroux M. Dittinger E. Besson M. (2019). Music training with Démos program positively influences cognitive functions in children from low socio-economic backgrounds. PLoS One 14: e0216874. 10.1371/journal.pone.0216874 31095606 PMC6522123 · DOI · Paper page
- Bergman Nutley S. Darki F. Klingberg T. (2014). Music practice is associated with development of working memory during childhood and adolescence. Front. Hum. Neurosci. 7: 926. 10.3389/fnhum.2013.00926 24431997 PMC3882720 · DOI
- Bermudez P. Lerch J. P. Evans A. C. Zatorre R. J. (2008). Neuroanatomical correlates of musicianship as revealed by cortical thickness and voxel-based morphometry. Cereb. Cortex 19, 1583– 1596. 10.1093/cercor/bhn196 19073623 · DOI
- Berry A. S. Zanto T. P. Rutman A. M. Clapp W. C. Gazzaley A. (2009). Practice-related improvement in working memory is modulated by changes in processing external interference. J. Neurophysiol. 102, 1779– 1789. 10.1152/jn.00179.2009 19587320 PMC2746773 · DOI
- Best J. R. Miller P. H. (2010). A developmental perspective on executive function. Child Dev. 81, 1641– 1660. 10.1111/j.1467-8624.2010.01499.x 21077853 PMC3058827 · DOI · Paper page
- Bialystok E. Depape A. M. (2009). Musical expertise, bilingualism, and executive functioning. J. Exp. Psychol. Hum. Percept. Perform. 35, 565– 574. 10.1037/a0012735 19331508 · DOI
- Blackwell K. A. Cepeda N. J. Munakata Y. (2009). When simple things are meaningful: working memory strength predicts children’s cognitive flexibility. J. Exp. Child Psychol. 103, 241– 249. 10.1016/j.jecp.2009.01.002 19278688 PMC2737814 · DOI
- Bunge S. A. Wright S. B. (2007). Neurodevelopmental changes in working memory and cognitive control. Curr. Opin. Neurobiol. 17, 243– 250. 10.1016/j.conb.2007.02.005 17321127 · DOI · Paper page
- Carretti B. Borella E. De Beni R. (2007). Does strategic memory training improve the working memory performance of younger and older adults? Exp. Psychol. 54, 311– 320. 10.1027/1618-3169.54.4.311 17953152 · DOI · Paper page
- Casey B. J. Giedd J. N. Thomas K. M. (2000). Structural and functional brain development and its relation to cognitive development. Biol. Psychol. 54, 241– 257. 10.1016/s0301-0511(00)00058-2 11035225 · DOI · Paper page
- Cepeda N. J. Kramer A. F. Gonzalez de Sather J. C. M. (2001). Changes in executive control across the life span: examination of task-switching performance. Dev. Psychol. 37, 715– 730. 10.1037/0012-1649.37.5.715 11552766 · DOI · Paper page
- Chan A. S. Ho Y. C. Cheung M. C. (1998). Music training improves verbal memory. Nature 396: 128. 10.1038/24075 9823892 · DOI
- Cheung M. C. Chan A. S. Liu Y. Law D. Wong C. W. (2017). Music training is associated with cortical synchronization reflected in EEG coherence during verbal memory encoding. PLoS One 12: e0174906. 10.1371/journal.pone.0174906 28358852 PMC5373634 · DOI
- Cowan N. (1988). Evolving conceptions of memory storage, selective attention, and their mutual constraints within the human information-processing system. Psychol. Bull. 104, 163– 191. 10.1037/0033-2909.104.2.163 3054993 · DOI
- Cowan N. (1999). “ An embedded-processes model of working memory,” in Models of Working Memory: Mechanisms of Active Maintenance and Executive Control (Vol. 20), eds Miyake A. Shah P. (Cambridge, MA: Cambridge University Press), 506.
- Cowan N. (2008). What are the differences between long-term, short-term, and working memory? Prog. Brain Res. 169, 323– 338. 10.1016/s0079-6123(07)00020-9 18394484 PMC2657600 · DOI · Paper page
- De Luca C. R. Wood S. J. Anderson V. Buchanan J.-A. Proffitt T. M. Mahony K.. (2003). Normative data from the CANTAB. I: development of executive function over the lifespan. J. Clin. Exp. Neuropsychol. 25, 242– 254. 10.1076/jcen.25.2.242.13639 12754681 · DOI · Paper page
- Degé F. Kubicek C. Schwarzer G. (2011). Music lessons and intelligence: a relation mediated by executive functions. Music Percept. 29, 195– 201. 10.1525/mp.2011.29.2.195 · DOI
- Demetriou A. Spanoudis G. Shayer M. Van der Ven S. Brydges C. R. Kroesbergen E. (2014). Relations between speed, working memory, and intelligence from preschool to adulthood: structural equation modeling of 14 studies. Intelligence 46, 107– 121. 10.1016/j.intell.2014.05.013 · DOI
- D’Esposito M. Detre J. A. Alsop D. C. Shin R. K. Atlas S. Grossman M. (1995). The neural basis of the central executive system of working memory. Nature 378, 279– 281. 10.1038/378279a0 7477346 · DOI
- Diamond A. (2013). Executive functions. Annu. Rev. Psychol. 64, 135– 168. 10.1146/annurev-psych-113011-143750 23020641 PMC4084861 · DOI · Paper page
- Ding Y. Gray K. Forrence A. Wang X. Huang J. (2018). A behavioral study on tonal working memory in musicians and non-musicians. PLoS One 13: e0201765. 10.1371/journal.pone.0201765 30071003 PMC6084024 · DOI
- Ellis R. J. Molander P. Rönnberg J. Lyxell B. Andersson G. Lunner T. (2016). Predicting speech-in-noise recognition from performance on the trail making test: results from a large-scale internet study. Ear Hear. 37, 73– 79. 10.1097/aud.0000000000000218 26317162 · DOI
- Eriksson J. Vogel E. K. Lansner A. Bergström F. Nyberg L. (2015). Neurocognitive architecture of working memory. Neuron 88, 33– 46. 10.1016/j.neuron.2015.09.020 26447571 PMC4605545 · DOI
- Fellows R. P. Dahmen J. Cook D. Schmitter-Edgecombe M. (2017). Multicomponent analysis of a digital Trail Making Test. Clin. Neuropsychol. 31, 154– 167. 10.1080/13854046.2016.1238510 27690752 PMC5286906 · DOI
- Fujioka T. Ross B. Kakigi R. Pantev C. Trainor L. J. (2006). One year of musical training affects development of auditory cortical-evoked fields in young children. Brain 129, 2593– 2608. 10.1093/brain/awl247 16959812 · DOI
- Fuster J. M. (2002). Frontal lobe and cognitive development. J. Neurocytol. 31, 373– 385. 10.1023/a:1024190429920 12815254 · DOI · Paper page
- Gaser C. Schlaug G. (2003). Brain structures differ between musicians and non-musicians. J. Neurosci. 23, 9240– 9245. 10.1523/JNEUROSCI.23-27-09240.2003 14534258 PMC6740845 · DOI
- George E. M. Coch D. (2011). Music training and working memory: an ERP study. Neuropsychologia 49, 1083– 1094. 10.1016/j.neuropsychologia.2011.02.001 21315092 · DOI
- Gerton B. K. Brown T. T. Meyer-Lindenberg A. Kohn P. Holt J. L. Olsen R. K.. (2004). Shared and distinct neurophysiological components of the digits forward and backward tasks as revealed by functional neuroimaging. Neuropsychologia 42, 1781– 1787. 10.1016/j.neuropsychologia.2004.04.023 15351627 · DOI
- Getzmann S. Wascher E. Schneider D. (2018). The role of inhibition for working memory processes: ERP evidence from a short-term storage task. Psychophysiology 55: e13026. 10.1111/psyp.13026 29083480 · DOI
- Guo X. Ohsawa C. Suzuki A. Sekiyama K. (2018). Improved digit span in children after a 6-week intervention of playing a musical instrument: an exploratory randomized controlled trial. Front. Psychol. 8: 2303. 10.3389/fpsyg.2017.02303 29358927 PMC5766672 · DOI
- Hagenaars S. P. Cox S. R. Hill W. D. Davies G. Liewald D. C. Harris S. E.. (2018). Genetic contributions to trail making test performance in UK Biobank. Mol. Psychiatry 23, 1575– 1583. 10.1038/mp.2017.189 28924184 · DOI
- Hansen M. Wallentin M. Vuust P. (2013). Working memory and musical competence of musicians and non-musicians. Psychol. Music 41, 779– 793. 10.1177/0305735612452186 · DOI
- Heinzel S. Lorenz R. C. Pelz P. Heinz A. Walter H. Kathmann N.. (2016). Neural correlates of training and transfer effects in working memory in older adults. Neuroimage 134, 236– 249. 10.1016/j.neuroimage.2016.03.068 27046110 · DOI
- Ho Y. C. Cheung M. C. Chan A. S. (2003). Music training improves verbal but not visual memory: cross-sectional and longitudinal explorations in children. Neuropsychology 17, 439– 450. 10.1037/0894-4105.17.3.439 12959510 · DOI
- Huizinga M. Dolan C. V. van der Molen M. W. (2006). Age-related change in executive function: developmental trends and a latent variable analysis. Neuropsychologia 44, 2017– 2036. 10.1016/j.neuropsychologia.2006.01.010 16527316 · DOI · Paper page
- Huizinga M. van der Molen M. W. (2011). Task switching and shifting between stopping and going: developmental change in between-trial control adjustments. J. Exp. Child Psychol. 108, 484– 503. 10.1016/j.jecp.2010.10.004 21092983 · DOI
- James C. E. Oechslin M. S. Van De Ville D. Hauert C. A. Descloux C. Lazeyras F. (2014). Musical training intensity yields opposite effects on grey matter density in cognitive versus sensorimotor networks. Brain Struct. Funct. 219, 353– 366. 10.1007/s00429-013-0504-z 23408267 · DOI · Paper page
- Jonides J. Smith E. E. Marshuetz C. Koeppe R. A. Reuter-Lorenz P. A. (1998). Inhibition in verbal working memory revealed by brain activation. Proc. Natl. Acad. Sci. U S A 95, 8410– 8413. 10.1073/pnas.95.14.8410 9653200 PMC20989 · DOI
- Jurado M. B. Rosselli M. (2007). The elusive nature of executive functions: a review of our current understanding. Neuropsychol. Rev. 17, 213– 233. 10.1007/s11065-007-9040-z 17786559 · DOI · Paper page
- Kail R. V. (2007). Longitudinal evidence that increases in processing speed and working memory enhance children’s reasoning. Psychol. Sci. 18, 312– 313. 10.1111/j.1467-9280.2007.01895.x 17470254 · DOI · Paper page
- Kharitonova M. Martin R. E. Gabrieli J. D. E. Sheridan M. A. (2013). Cortical gray-matter thinning is associated with age-related improvements on executive function tasks. Dev. Cogn. Neurosci. 6, 61– 71. 10.1016/j.dcn.2013.07.002 23896579 PMC3876892 · DOI
- Kwon H. Reiss A. L. Menon V. (2002). Neural basis of protracted developmental changes in visuo-spatial working memory. Proc. Natl. Acad. Sci. U S A 99, 13336– 13341. 10.1073/pnas.162486399 12244209 PMC130634 · DOI · Paper page
- Linares R. Borella E. Lechuga M. T. Carretti B. Pelegrina S. (2018). Training working memory updating in young adults. Psychol. Res. 82, 535– 548. 10.1007/s00426-017-0843-0 28280931 · DOI
- Linden D. E. (2007). The working memory networks of the human brain. Neuroscientist 13, 257– 267. 10.1177/1073858406298480 17519368 · DOI · Paper page
- Llinàs-Reglà J. Vilalta-Franch J. López-Pousa S. Calvó-Perxas L. Torrents Rodas D. Garre-Olmo J. (2017). The trail making test: association with other neuropsychological measures and normative values for adults aged 55 years and older from a Spanish-Speaking Population-based sample. Assessment 24, 183– 196. 10.1177/1073191115602552 26318386 · DOI
- Luna B. Garver K. E. Urban T. A. Lazar N. A. Sweeney J. A. (2004). Maturation of cognitive processes from late childhood to adulthood. Child Dev. 75, 1357– 1372. 10.1111/j.1467-8624.2004.00745.x 15369519 · DOI · Paper page
- Manan H. A. Franz E. A. Yusoff A. N. Mukari S. Z. M. S. (2014). Age-related brain activation during forward and backward verbal memory tasks. Neurol. Psychiatry Brain Res. 20, 76– 86. 10.1016/j.npbr.2014.08.001 · DOI
- Miller E. K. Cohen J. D. (2001). An integrative theory of prefrontal cortex function. Annu. Rev. Neurosci. 24, 167– 202. 10.1146/annurev.neuro.24.1.167 11283309 · DOI · Paper page
- Miyake A. Friedman N. P. (2012). The nature and organization of individual differences in executive functions four general conclusions. Curr. Dir. Psychol. Sci. 21, 8– 14. 10.1177/0963721411429458 22773897 PMC3388901 · DOI · Paper page
- Moreno S. Bialystok E. Barac R. Schellenberg E. G. Cepeda N. J. Chau T. (2011). Short-term music training enhances verbal intelligence and executive function. Psychol. Sci. 22, 1425– 1433. 10.1177/0956797611416999 21969312 PMC3449320 · DOI · Paper page
- Morrison A. B. Chein J. M. (2011). Does working memory training work? The promise and challenges of enhancing cognition by training working memory. Psychon. Bull. Rev. 18, 46– 60. 10.3758/s13423-010-0034-0 21327348 · DOI · Paper page
- Nee D. E. Brown J. W. Askren M. K. Berman M. G. Demiralp E. Krawitz A.. (2012). A meta-analysis of executive components of working memory. Cereb. Cortex 23, 264– 282. 10.1093/cercor/bhs007 22314046 PMC3584956 · DOI · Paper page
- Owen A. M. McMillan K. M. Laird A. R. Bullmore E. (2005). N-back working memory paradigm: a meta-analysis of normative functional neuroimaging studies. Hum. Brain Mapp. 25, 46– 59. 10.1002/hbm.20131 15846822 PMC6871745 · DOI · Paper page
- Pallesen K. J. Brattico E. Bailey C. J. Korvenoja A. Koivisto J. Gjedde A.. (2010). Cognitive control in auditory working memory is enhanced in musicians. PLoS One 5: e11120. 10.1371/journal.pone.0011120 20559545 PMC2886055 · DOI
- Postle B. R. Berger J. S. D’Esposito M. (1999). Functional neuroanatomical double dissociation of mnemonic and executive control processes contributing to working memory performance. Proc. Natl. Acad. Sci. U S A 96, 12959– 12964. 10.1073/pnas.96.22.12959 10536030 PMC23182 · DOI
- Putkinen V. Tervaniemi M. Saarikivi K. Ojala P. Huotilainen M. (2014). Enhanced development of auditory change detection in musically trained school-aged children: a longitudinal event-related potential study. Dev. Sci. 17, 282– 297. 10.1111/desc.12109 24283257 · DOI
- Redick T. S. Lindsey D. R. (2013). Complex span and n-back measures of working memory: a meta-analysis. Psychon. Bull. Rev. 20, 1102– 1113. 10.3758/s13423-013-0453-9 23733330 · DOI · Paper page
- Roden I. Grube D. Bongard S. Kreutz G. (2014). Does music training enhance working memory performance? Findings from a quasi-experimental longitudinal study. Psychol. Music 42, 284– 298. 10.1177/0305735612471239 · DOI
- Rottschy C. Langner R. Dogan I. Reetz K. Laird A. R. Schulz J. B.. (2012). Modelling neural correlates of working memory: a coordinate-based meta-analysis. Neuroimage 60, 830– 846. 10.1016/j.neuroimage.2011.11.050 22178808 PMC3288533 · DOI · Paper page
- Saarikivi K. Putkinen V. Tervaniemi M. Huotilainen M. (2016). Cognitive flexibility modulates maturation and music-training-related changes in neural sound discrimination. Eur. J. Neurosci. 44, 1815– 1825. 10.1111/ejn.13176 26797826 · DOI
- Sala G. Gobet F. (2017a). When the music’s over. Does music skill transfer to children’s and young adolescents’ cognitive and academic skills? A meta-analysis. Educ. Res. Rev. 20, 55– 67. 10.1016/j.edurev.2016.11.005 · DOI · Paper page
- Salthouse T. A. (2014). Relations between running memory and fluid intelligence. Intelligence 43, 1– 7. 10.1016/j.intell.2013.12.002 24634555 PMC3951980 · DOI
- Sánchez-Cubillo I. Periáñez J. A. Adrover-Roig D. Rodríguez-Sánchez J. M. Ríos-Lago M. Tirapu J. E. E. A.. (2009). Construct validity of the trail making test: role of task-switching, working memory, inhibition/interference control and visuomotor abilities. J. Int. Neuropsychol. Soc. 15, 438– 450. 10.1017/S1355617709090626 19402930 · DOI
- Satterthwaite T. D. Wolf D. H. Erus G. Ruparel K. Elliott M. A. Gennatas E. D.. (2013). Functional maturation of the executive system during adolescence. J. Neurosci. 33, 16249– 16261. 10.1523/JNEUROSCI.2345-13.2013 24107956 PMC3792462 · DOI · Paper page
- Schellenberg E. G. (2004). Music lessons enhance IQ. Psychol. Sci. 15, 511– 514. 10.1111/j.0956-7976.2004.00711.x 15270994 · DOI · Paper page
- Schellenberg E. G. (2006). Long-term positive associations between music lessons and IQ. J. Educ. Psychol. 98, 457– 468. 10.1037/0022-0663.98.2.457 · DOI
- Schellenberg E. G. (2011). Examining the association between music lessons and intelligence. Br. J. Psychol. 102, 283– 302. 10.1111/j.2044-8295.2010.02000.x 21751987 · DOI
- Schellenberg E. G. (2015). Music training and speech perception: a gene-environment interaction. Ann. N Y Acad. Sci. 1337, 170– 177. 10.1111/nyas.12627 25773632 · DOI
- Schleepen T. M. Jonkman L. M. (2009). The development of non-spatial working memory capacity during childhood and adolescence and the role of interference control: an N-Back task study. Dev. Neuropsychol. 35, 37– 56. 10.1080/87565640903325733 20390591 · DOI
- Schulze K. Müller K. Koelsch S. (2011). Neural correlates of strategy use during auditory working memory in musicians and non-musicians. Eur. J. Neurosci. 33, 189– 196. 10.1111/j.1460-9568.2010.07470.x 21073548 · DOI
- Siffredi V. Barrouillet P. Spencer-Smith M. Vaessen M. Anderson V. Vuilleumier P. (2017). Examining distinct working memory processes in children and adolescents using fMRI: results and validation of a modified Brown-Peterson paradigm. PLoS One 12: e0179959. 10.1371/journal.pone.0179959 28704424 PMC5509143 · DOI
- Sreenivasan K. K. Jha A. P. (2007). Selective attention supports working memory maintenance by modulating perceptual processing of distractors. J. Cogn. Neurosci. 19, 32– 41. 10.1162/jocn.2007.19.1.32 17214561 · DOI
- Stoodley C. J. Valera E. M. Schmahmann J. D. (2012). Functional topography of the cerebellum for motor and cognitive tasks: an fMRI study. Neuroimage 59, 1560– 1570. 10.1016/j.neuroimage.2011.08.065 21907811 PMC3230671 · DOI · Paper page
- Strait D. L. Kraus N. (2011). Can you hear me now? Musical training shapes functional brain networks for selective auditory attention and hearing speech in noise. Front. Psychol. 2: 113. 10.3389/fpsyg.2011.00113 21716636 PMC3115514 · DOI
- Strait D. L. Slater J. O’Connell S. Kraus N. (2015). Music training relates to the development of neural mechanisms of selective auditory attention. Dev. Cogn. Neurosci. 12, 94– 104. 10.1016/j.dcn.2015.01.001 25660985 PMC6989776 · DOI
- Strong J. V. Mast B. T. (2019). The cognitive functioning of older adult instrumental musicians and non-musicians. Neuropsychol. Dev. Cogn. B Aging Neuropsychol. Cogn. 26, 367– 386. 10.1080/13825585.2018.1448356 29516767 · DOI
- Stuss D. T. Alexander M. P. (2000). Executive functions and the frontal lobes: a conceptual view. Psychol. Res. 63, 289– 298. 10.1007/s004269900007 11004882 · DOI · Paper page
- Talamini F. Altoè G. Carretti B. Grassi M. (2017). Musicians have better memory than nonmusicians: a meta-analysis. PLoS One 12: e0186773. 10.1371/journal.pone.0186773 29049416 PMC5648224 · DOI
- Talamini F. Carretti B. Grassi M. (2016). The working memory of musicians and nonmusicians. Music Percept. 34, 183– 191. 10.1525/mp.2016.34.2.183 · DOI
- Taylor S. J. Barker L. A. Heavey L. McHale S. (2013). The typical developmental trajectory of social and executive functions in late adolescence and early adulthood. Dev. Psychol. 49, 1253– 1265. 10.1037/a0029871 22946438 · DOI
- Taylor S. J. Barker L. A. Heavey L. McHale S. (2015). The longitudinal development of social and executive functions in late adolescence and early adulthood. Front. Behav. Neurosci. 9: 252. 10.3389/fnbeh.2015.00252 26441579 PMC4569858 · DOI
- Tervaniemi M. Tao S. Huotilainen M. (2018). Promises of music in education? Front. Educ. 3: 74 10.3389/feduc.2018.00074 · DOI
- Unsworth N. Engle R. W. (2007). The nature of individual differences in working memory capacity: active maintenance in primary memory and controlled search from secondary memory. Psychol. Rev. 114, 104– 132. 10.1037/0033-295x.114.1.104 17227183 · DOI · Paper page
- Varjacic A. Mantini D. Demeyere N. Gillebert C. R. (2018). Neural signatures of Trail Making Test performance: evidence from lesion-mapping and neuroimaging studies. Neuropsychologia 115, 78– 87. 10.1016/j.neuropsychologia.2018.03.031 29596856 PMC6018614 · DOI
- Virtala P. Huotilainen M. Partanen E. Tervaniemi M. (2014). Musicianship facilitates the processing of Western music chords—an ERP and behavioral study. Neuropsychologia 61, 247– 258. 10.1016/j.neuropsychologia.2014.06.028 24992584 · DOI
- Vuontela V. Steenari M. R. Carlson S. Koivisto J. Fjällberg M. Aronen E. T. (2003). Audiospatial and visuospatial working memory in 6–13 year old school children. Learn. Mem. 10, 74– 81. 10.1101/lm.53503 12551966 PMC196650 · DOI
- Wang J. Tian J. Hao R. Tian L. Liu Q. (2018). Transcranial direct current stimulation over the right DLPFC selectively modulates subprocesses in working memory. PeerJ 6: e4906. 10.7717/peerj.4906 29868292 PMC5978386 · DOI
- Yang Z. Jutagir D. R. Koyama M. S. Craddock R. C. Yan C. G. Shehzad Z.. (2015). Intrinsic brain indices of verbal working memory capacity in children and adolescents. Dev. Cogn. Neurosci. 15, 67– 82. 10.1016/j.dcn.2015.07.007 26299314 PMC4696540 · DOI
- Zuk J. Benjamin C. Kenyon A. Gaab N. (2014). Behavioral and neural correlates of executive functioning in musicians and non-musicians. PLoS One 9: e99868. 10.1371/journal.pone.0099868 24937544 PMC4061064 · DOI
Cited by
Sorted by citations
Cognitive and academic benefits of music training with children: A multilevel meta-analysis
Sala, G., & Gobet, F. (2020) · Memory & Cognition · doi:10.3758/s13421-020-01060-2 · Cited by 235 · see citing works
- Authors
- Saarikivi, K. A., Huotilainen, M., Tervaniemi, M., & Putkinen, V.
- Affiliations
- University of Helsinki (FI)
- Corresponding author
- Saarikivi, Katri Annukka
- Venue
- Frontiers in Integrative Neuroscience
- Publisher
- Frontiers Media SA
- Published
- 2019-11-06
- Volume
- 13
- Pages
- 62-62
- ISSN
- 1662-5145 (ISSN-L)
- PMC
- PMC6851266
- OpenAlex
- W2985051805
- Cited by
- 28
- References
- 15
- Citations by year
- 2026: 3 · 2025: 5 · 2024: 3 · 2023: 2 · 2022: 9 · 2021: 2 · 2020: 3
- FWCI
- 3.90
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Integrative Neuroscience (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Työväentutkimus Vuosikirja (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Academy of Finland
- Suomen Kulttuurirahasto
- Jenny ja Antti Wihurin Rahasto
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neuroscience and Music Perception
- Social Sciences › Arts and Humanities › Music › Diverse Music Education Insights
- Keywords
- working memory, musical training, children, adolescents, cognitive development, rule maintenance, working memory updating, digit span, Trail Making Test, longitudinal development
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