Bilingualism and cognitive reserve: It’s a matter of top-down or bottom-up process
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Keywords

bilingualism
cognitive performance

How to Cite

Boutris, P. ., Rees, J., Bevan, B., & Izura, C. (2020). Bilingualism and cognitive reserve: It’s a matter of top-down or bottom-up process. Yearbook of the Poznan Linguistic Meeting, 6(1), 113–158. https://doi.org/10.14746/yplm.2020.6.5

Abstract

Cognitive performance declines with age following different trajectories. The cognitive trade-off, however, between age and cognitive reserve is still not clear. In addition, bilingualism has been thought to play a role in delaying cognitive decline by affecting cognitive control outside the scope of language. However, the effect has been unreliably reproduced and without exploring sufficiently the differences between cognitive functions that govern language control. In the current study 112 adults varying in age, level of bilingualism and cognitive reserve, completed a modified version of the Simon task, which engaged the mechanisms of interference suppression and shifting. Using ex-Gaussian analysis, the Simon effect was replicated in the normal component and the shifting effect was found in the exponential. Additional linear mixed-effects model analysis showed a significant “negative” effect of bilingualism on inhibition and a “positive” effect of cognitive reserve on shifting, both independent of age. Age affected similarly the speed of engagement of both executive functions irrespectively of language or cognitive background. Implications of a bilingual disadvantage and a beneficial effect of cognitive reserve during ageing are discussed.

https://doi.org/10.14746/yplm.2020.6.5
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References

Abutalebi, J., Brambati, S.M., Annoni, J.-M., Moro, A., Cappa, S.F. & Perani, D. 2007. The neural cost of the auditory perception of language switches: an event-related functional magnetic resonance imaging study in bilinguals. Journal of Neuroscience 27(50). 13762–13769.

Abutalebi, J., Cappa, S.F. & Perani, D. 2001. The bilingual brain as revealed by func-tional neuroimaging. Bilingualism: Language and Cognition 4(2). 179–190.

Abutalebi, J., Della Rosa, P.A., Ding, G., Weekes, B., Costa, A. & Green, D.W. 2013. Language proficiency modulates the engagement of cognitive control areas in mul-tilinguals. Cortex 49(3). 905–911.

Akaike, H. 1998. Information theory and an extension of the maximum likelihood prin-ciple. In Selected papers of Hirotugu Akaike, pp. 199–213. Springer.

Alladi, S., Bak, T.H., Duggirala, V., Surampudi, B., Shailaja, M., Shukla, A.K., Chaudhuri, J.R. & Kaul, S. 2013. Bilingualism delays age at onset of dementia, in-dependent of education and immigration status. Neurology 81(22). 1938–1944.

Amieva, H., Le Goff, M., Millet, X., Orgogozo, J.M., Pérès, K., Barberger-Gateau, P., Jacqmin-Gadda, H. & Dartigues, J.F. 2008. Prodromal Alzheimer’s disease: succes-sive emergence of the clinical symptoms. Annals of Neurology 64(5). 492–498.

Antón, E., Duñabeitia, J.A., Estévez, A., Hernández, J.A., Castillo, A., Fuentes, L.J., Davidson, D.J. & Carreiras, M. 2014. Is there a bilingual advantage in the ant task? evidence from children. Frontiers in Psychology 5. 398.

Arbuckle, T.Y., Maag, U., Pushkar, D. & Chaikelson, J.S. 1998. Individual differences in trajectory of intellectual development over 45 years of adulthood. Psychology and aging 13(4). 663.

Bak, T.H., Nissan, J.J., Allerhand, M.M. & Deary, I.J. 2014. Does bilingualism influ-ence cognitive aging? Annals of neurology 75(6). 959–963.

Bari, A. & Robbins, T.W. 2013. Inhibition and impulsivity: behavioral and neural basis of response control. Progress in neurobiology 108. 44–79.

Barulli, D. & Stern, Y. 2013. Efficiency, capacity, compensation, maintenance, plastici-ty: emerging concepts in cognitive reserve. Trends in cognitive sciences 17(10). 502–509.

Bates, D., Maechler, M., Bolker, B., et al. 2012. lme4: Linear mixed-effects models us-ing s4 classes. r package version 0.999999-0.

Bialystok, E. 2006. Effect of bilingualism and computer video game experience on the simon task. Canadian Journal of Experimental Psychology/Revue canadienne de psychologie expérimentale 60(1). 68.

Bialystok, E. 2009. Bilingualism: The good, the bad, and the indifferent. Bilingualism: Language and cognition 12(1). 3–11.

Bialystok, E. 2018. Bilingualism and executive function. Bilingual cognition and lan-guage: The state of the science across its subfields 54. 283.

Bialystok, E., Craik, F.I. & Freedman, M. 2007. Bilingualism as a protection against the onset of symptoms of dementia. Neuropsychologia 45(2). 459–464.

Bialystok, E., Craik, F.I. & Luk, G. 2012. Bilingualism: consequences for mind and brain. Trends in cognitive sciences 16(4). 240–250.

Billig, J.D. & Scholl, A.P. 2011. The impact of bilingualism and aging on inhibitory control and working memory. Organon 26(51).

Bolker, B.M., Brooks, M.E., Clark, C.J., Geange, S.W., Poulsen, J.R., Stevens, M.H. H. & White, J.-S.S. 2009. Generalized linear mixed models: a practical guide for ecol-ogy and evolution. Trends in Ecology & Evolution 24(3). 127–135.

Botvinick, M., Nystrom, L.E., Fissell, K., Carter, C.S. & Cohen, J.D. 1999. Conflict monitoring versus selection-for-action in anterior cingulate cortex. Nature 402(6758). 179.

Botvinick, M.M., Braver, T.S., Barch, D.M., Carter, C.S. & Cohen, J.D. 2001. Conflict monitoring and cognitive control. Psychological Review 108(3). 624.

Bowling, A., Pikhartova, J. & Dodgeon, B. 2016. Is mid-life social participation associ-ated with cognitive function at age 50? results from the british national child de-velopment study (ncds). BMC Psychology 4(1). 58.

Bozdogan, H. 1987. Model selection and akaike’s information criterion (aic): The gen-eral theory and its analytical extensions. Psychometrika 52(3). 345–370.

Braak, H. & Braak, E. 1991. Neuropathological stageing of alzheimer-related changes. Acta Neuropathologica 82(4). 239–259.

Braver, T.S., Gray, J.R. & Burgess, G.C. 2007. Explaining the many varieties of work-ing memory variation: Dual mechanisms of cognitive control. Variation in Working Memory 75. 106.

Brysbaert, M. & Stevens, M. 2018. Power analysis and effect size in mixed effects models: A tutorial. Journal of Cognition 1(1).

Brysbaert, M., Van Wijnendaele, I. & De Deyne, S. 2000. Age-of-acquisition effects in semantic processing tasks. Acta Psychologica 104(2). 215–226.

Bush, G. & Shin, L.M. 2006. The multi-source interference task: an fmri task that relia-bly activates the cingulo-frontal-parietal cognitive/attention network. Nature Proto-cols 1(1). 308.

Button, K.S., Ioannidis, J.P., Mokrysz, C., Nosek, B.A., Flint, J., Robinson, E.S. & Munafò, M.R. 2013. Power failure: why small sample size undermines the reliabil-ity of neuroscience. Nature Reviews Neuroscience 14(5). 365.

Buzy, W.M., Medoff, D.R. & Schweitzer, J.B. 2009. Intra-individual variability among children with adhd on a working memory task: an ex-gaussian approach. Child Neuropsychology 15(5). 441–459.

Cabeza, R., Anderson, N.D., Houle, S., Mangels, J.A. & Nyberg, L. 2000. Age-related differences in neural activity during item and temporal-order memory retrieval: a positron emission tomography study. Journal of Cognitive Neuroscience 12(1). 197–206.

Cabeza, R. & Dennis, N.A. 2013. Frontal lobes and aging: deterioration and compensa-tion. In Principles of frontal lobe function, pp. 628–652. Oxford University Press.

Calabria, M., Hernández, M., Martin, C.D. & Costa, A. 2011. When the tail counts: the advantage of bilingualism through the ex-gaussian distribution analysis. Frontiers in psychology 2. 250.

Chee, M.W., Hon, N., Lee, H.L. & Soon, C.S. 2001. Relative language proficiency modulates bold signal change when bilinguals perform semantic judgments. Neu-roimage 13(6). 1155–1163.

Chen, S.H., Zhou, Q., Uchikoshi, Y. & Bunge, S.A. 2014. Variations on the bilingual advantage? links of chinese and english proficiency to chinese american children’s self-regulation. Frontiers in psychology 5. 1069.

Chertkow, H., Whitehead, V., Phillips, N., Wolfson, C., Atherton, J. & Bergman, H. 2010. Multilingualism (but not always bilingualism) delays the onset of alzheimer disease: evidence from a bilingual community. Alzheimer Disease & Associated Disorders 24(2). 118–125.

Clayson, P.E. & Larson, M.J. 2011. Conflict adaptation and sequential trial effects: Support for the conflict monitoring theory. Neuropsychologia 49(7). 1953–1961.

Cohen, J. 1962. The statistical power of abnormal-social psychological research: a re-view. The Journal of Abnormal and Social Psychology 65(3). 145.

Colomé, À. 2001. Lexical activation in bilinguals’ speech production: Language-specific or language-independent? Journal of memory and language 45(4). 721–736.

Costa, A. & Sebastián-Gallés, N. 2014. How does the bilingual experience sculpt the brain? Nature Reviews Neuroscience 15(5). 336.

Cousineau, D., Goodman, V.W. & Shiffrin, R.M. 2002. Extending statistics of ex-tremes to distributions varying in position and scale and the implications for race models. Journal of Mathematical Psychology 46(4). 431–454.

Craik, F.I., Bialystok, E. & Freedman, M. 2010. Delaying the onset of alzheimer dis-ease bilingualism as a form of cognitive reserve. Neurology 75(19). 1726–1729.

Davidson, M.C., Amso, D., Anderson, L.C. & Diamond, A. 2006. Development of cognitive control and executive functions from 4 to 13 years: Evidence from ma-nipulations of memory, inhibition, and task switching. Neuropsychologia 44(11). 2037–2078.

De Jong, R., Liang, C.-C. & Lauber, E. 1994. Conditional and unconditional automatic-ity: a dual-process model of effects of spatial stimulus-response correspondence. Journal of Experimental Psychology: Human Perception and Performance 20(4). 731.

Delignette-Muller, M.L., Dutang, C., et al. 2015. fitdistrplus: An r package for fitting distributions. Journal of Statistical Software 64(4). 1–34.

Diamond, A. 2013. Executive functions. Annual review of psychology 64. 135.

Dijkstra, T., Grainger, J. & Van Heuven, W.J. 1999. Recognition of cognates and inter-lingual homographs: The neglected role of phonology. Journal of Memory and lan-guage 41(4). 496–518.

Dijkstra, T., Van Heuven, W.J. & Grainger, J. 1998. Simulating cross-language competi-tion with the bilingual interactive activation model. Psychologica Belgica.

Dove, A., Pollmann, S., Schubert, T., Wiggins, C.J., and von Cramon, D.Y. 2000. Pre-frontal cortex activation in task switching: an event-related fmri study. Cognitive brain research 9(1). 103–109.

Duñabeitia, J.A. & Carreiras, M. 2015. The bilingual advantage: Acta est fabula. Cortex 73. 371–372.

Duñabeitia, J.A., Hernández, J.A., Antón, E., Macizo, P., Estévez, A., Fuentes, L.J. & Carreiras, M. 2014. The inhibitory advantage in bilingual children revisited. Exper-imental psychology.

Duthoo, W., Abrahamse, E.L., Braem, S., Boehler, C.N. & Notebaert, W. 2014. The congruency sequence effect 3.0: a critical test of conflict adaptation. PloS one 9(10).

Elston-Güttler, K.E., Paulmann, S. & Kotz, S.A. 2005. Who’s in control? proficiency and l1 influence on l2 processing. Journal of cognitive neuroscience 17(10). 1593–1610.

Engel de Abreu, P.M., Cruz-Santos, A., Tourinho, C.J., Martin, R. & Bialystok, E. 2012. Bilingualism enriches the poor: Enhanced cognitive control in low-income minority children. Psychological science 23(11). 1364–1371.

Fabiani, M. 2012. It was the best of times, it was the worst of times: A psychophysiol-ogist’s view of cognitive aging. Psychophysiology 49(3). 283–304.

Fishman, J.A. 1980. Bilingualism and biculturism as individual and as societal phenom-ena. Journal of Multilingual & Multicultural Development 1(1). 3–15.

Fisk, J.E. & Warr, P. 1996. Age and working memory: the role of perceptual speed, the central executive, and the phonological loop. Psychology and Aging 11(2). 316.

for National Statistics, O. 2010. Standard cccupational classification. UK Statistics Au-thority.

Garavan, H., Ross, T. & Stein, E. 1999. Right hemispheric dominance of inhibitory con-trol: an event-related functional mri study. Proceedings of the National Academy of Sciences 96(14). 8301–8306.

García-Pentón, L., Fernández, A.P., Iturria-Medina, Y., Gillon-Dowens, M. & Car-reiras, M. 2014. Anatomical connectivity changes in the bilingual brain. Neu-roimage 84. 495–504.

Gazzaley, A., Cooney, J.W., Rissman, J. & D’esposito, M. 2005. Top-down suppression deficit underlies working memory impairment in normal aging. Nature neuroscience 8(10). 1298.

Gold, B.T., Johnson, N.F. & Powell, D.K. 2013. Lifelong bilingualism contributes to cognitive reserve against white matter integrity declines in aging. Neuropsychologia 51(13). 2841–2846.

Gollan, T.H. & Acenas, L.-A.R. 2004. What is a tot? cognate and translation effects on tip-of-the-tongue states in spanish-english and tagalog-english bilinguals. Journal of Experimental Psychology: Learning, Memory, and Cognition 30(1). 246.

Gollan, T.H., Fennema-Notestine, C., Montoya, R.I. & Jernigan, T.L. 2007. The bilin-gual effect on boston naming test performance. Journal of the International Neuro-psychological Society 13(2). 197–208.

Gollan, T.H., Montoya, R.I., Fennema-Notestine, C. & Morris, S.K. 2005. Bilingualism affects picture naming but not picture classification. Memory & cognition 33(7). 1220–1234.

Gollan, T.H., Montoya, R.I. & Werner, G.A. 2002. Semantic and letter fluency in span-ish-english bilinguals. Neuropsychology 16(4). 562.

Gould, R., Brown, R., Owen, A., Howard, R., et al. 2003. fmri bold response to in-creasing task difficulty during successful paired associates learning. Neuroimage 20(2). 1006–1019.

Grant, A., Dennis, N.A. & Li, P. 2014. Cognitive control, cognitive reserve, and memory in the aging bilingual brain. Frontiers in psychology 5. 1401.

Green, D.W. 1998. Mental control of the bilingual lexico-semantic system. Bilingual-ism: Language and cognition 1(2). 67–81.

Green, D.W. & Abutalebi, J. 2013. Language control in bilinguals: The adaptive control hypothesis. Journal of Cognitive Psychology 25(5). 515–530.

Gu, S.-L.H., Gau, S.S.-F., Tzang, S.-W. & Hsu, W.-Y. 2013. The ex-gaussian distribu-tion of reaction times in adolescents with attention-deficit/hyperactivity disorder. Research in developmental disabilities 34(11). 3709–3719.

Guo, T., Liu, H., Misra, M. & Kroll, J.F. 2011. Local and global inhibition in bilingual word production: fmri evidence from chinese–english bilinguals. NeuroImage 56(4). 2300–2309.

Habeck, C., Hilton, H.J., Zarahn, E., Flynn, J., Moeller, J. & Stern, Y. 2003. Relation of cognitive reserve and task performance to expression of regional covariance net-works in an event-related fmri study of nonverbal memory. Neuroimage 20(3). 1723–1733.

Hackman, D.A. & Farah, M.J. 2009. Socioeconomic status and the developing brain. Trends in cognitive sciences 13(2). 65–73.

Hale, S., Myerson, J., Rhee, S.H., Weiss, C.S. & Abrams, R.A. 1996. Selective interfer-ence with the maintenance of location information in working memory. Neuropsy-chology 10(2). 228.

Heathcote, A., Popiel, S.J. & Mewhort, D. 1991. Analysis of response time distribu-tions: An example using the stroop task. Psychological Bulletin 109(2). 340.

Hedge, A. & Marsh, N. 1975. The effect of irrelevant spatial correspondences on two-choice response-time. Acta psychologica 39(6). 427–439.

Hervais-Adelman, A.G., Moser-Mercer, B. & Golestani, N. 2011. Executive control of language in the bilingual brain: integrating the evidence from neuroimaging to neu-ropsychology. Frontiers in psychology 2. 234.

Hilchey, M., Saint-Aubin, J. & Klein, R. 2015. Does bilingual exercise enhance cogni-tive fitness in traditional non-linguistic executive processing tasks. The Cambridge handbook of bilingual processing, pp. 586–613.

Hockley, W.E. 1984. Analysis of response time distributions in the study of cognitive processes. Journal of Experimental Psychology: Learning, Memory, and Cognition 10(4). 598.

Hoenig, J.M. & Heisey, D.M. 2001. The abuse of power: the pervasive fallacy of power calculations for data analysis. The American Statistician 55(1). 19–24.

Hommel, B. 1993. The relationship between stimulus processing and response selection in the simon task: Evidence for a temporal overlap. Psychological research 55(4). 280–290.

Inouye, S.K., Albert, M.S., Mohs, R., Sun, K. & Berkman, L.F. 1993. Cognitive per-formance in a high-functioning community-dwelling elderly population. Journal of Gerontology 48(4):M146–M151.

Izura, C. & Ellis, A.W. 2004. Age of acquisition effects in translation judgement tasks. Journal of Memory and Language 50(2). 165–181.

Jack, C.R., Petersen, R., Xu, Y., Obrien, P., Smith, G., Ivnik, R., Boeve, B., Tangalos, E. & Kokmen, E. 2000. Rates of hippocampal atrophy correlate with change in clinical status in aging and ad. Neurology 55(4). 484–490.

Jessner, U. 2014. On multilingual awareness or why the multilingual learner is a specific language learner. In Essential topics in applied linguistics and multilingualism, pp. 175–184. Springer.

Johnson, P.C., Barry, S.J., Ferguson, H.M. & Müller, P. 2015. Power analysis for gener-alized linear mixed models in ecology and evolution. Methods in ecology and evolu-tion 6(2). 133–142.

Kaplan, G.A., Turrell, G., Lynch, J.W., Everson, S.A., Helkala, E.-L. & Salonen, J.T. 2001. Childhood socioeconomic position and cognitive function in adulthood. In-ternational journal of epidemiology 30(2). 256–263.

Kaushanskaya, M. & Marian, V. 2007. Bilingual language processing and interference in bilinguals: Evidence from eye tracking and picture naming. Language Learning 57(1). 119–163.

Kavé, G., Eyal, N., Shorek, A. & Cohen-Mansfield, J. 2008. Multilingualism and cogni-tive state in the oldest old. Psychology and aging 23(1). 70.

Kenward, M.G. & Roger, J.H. 1997. Small sample inference for fixed effects from re-stricted maximum likelihood. Biometrics, pp. 983–997.

Kerns, J.G., Cohen, J.D., MacDonald, A.W., Cho, R.Y., Stenger, V.A. & Carter, C.S. 2004. Anterior cingulate conflict monitoring and adjustments in control. Science 303(5660). 1023–1026.

Kirk, N.W., Fiala, L., Scott-Brown, K.C. & Kempe, V. 2014. No evidence for reduced simon cost in elderly bilinguals and bidialectals. Journal of Cognitive Psychology 26(6). 640–648.

Knight, J. & Nigam, Y. 2017. Anatomy and physiology of ageing 5: the nervous sys-tem. Nursing Times 113(6). 55–58.

Kornblum, S. & Lee, J.-W. 1995. Stimulus-response compatibility with relevant and ir-relevant stimulus dimensions that do and do not overlap with the response. Journal of Experimental Psychology: Human Perception and Performance 21(4). 855.

Kroll, J.F. & Bialystok, E. 2013. Understanding the consequences of bilingualism for language processing and cognition. Journal of Cognitive Psychology 25(5). 497–514.

Kroll, J.F., Bobb, S.C. & Hoshino, N. 2014. Two languages in mind: Bilingualism as a tool to investigate language, cognition, and the brain. Current Directions in Psycho-logical Science 23(3). 159–163.

Kroll, J.F., Van Hell, J.G., Tokowicz, N. & Green, D.W. 2010. The revised hierarchical model: A critical review and assessment. Bilingualism: Language and Cognition 13(3). 373–381.

Kuhl, P.K. 2004. Early language acquisition: cracking the speech code. Nature reviews neuroscience 5(11). 831.

Kuznetsova, A., Brockhoff, P.B. & Christensen, R.H. B. 2017. lmertest package: tests in linear mixed effects models. Journal of Statistical Software 82(13).

Kuznetsova, A., Brockhoff, P.B., Christensen, R.H. B., et al. 2015. Package lmertest. R package version 2(0).

Lacouture, Y. & Cousineau, D. 2008. How to use matlab to fit the ex-gaussian and oth-er probability functions to a distribution of response times. Tutorials in Quantitative Methods for Psychology 4(1). 35–45.

Larson, M.J., Clayson, P.E., Keith, C.M., Hunt, I.J., Hedges, D.W., Nielsen, B.L. & Call, V.R. 2016. Cognitive control adjustments in healthy older and younger adults: Conflict adaptation, the error-related negativity (ern), and evidence of gen-eralized decline with age. Biological Psychology 115. 50–63.

Larson, M.J., Kaufman, D.A. & Perlstein, W.M. 2009. Neural time course of conflict adaptation effects on the stroop task. Neuropsychologia 47(3). 663–670.

Lawrence, B., Myerson, J. & Hale, S. 1998. Differential decline of verbal and visuospa-tial processing speed across the adult life span. Aging, Neuropsychology, and Cog-nition 5(2). 129–146.

Le Carret, N., Lafont, S., Letenneur, L., Dartigues, J.-F., Mayo, W. & Fabrigoule, C. 2003. The effect of education on cognitive performances and its implication for the constitution of the cognitive reserve. Developmental neuropsychology 23(3). 317–337.

Li, P., Legault, J. & Litcofsky, K.A. 2014. Neuroplasticity as a function of second lan-guage learning: anatomical changes in the human brain. Cortex 58. 301–324.

López-López, J.A., Marín-Martínez, F., Sánchez-Meca, J., Van den Noortgate, W. & Viechtbauer, W. 2014. Estimation of the predictive power of the model in mixed-effects meta-regression: A simulation study. British Journal of Mathematical and Statistical Psychology 67(1). 30–48.

Lucci, G., Berchicci, M., Spinelli, D., Taddei, F. & Di Russo, F. 2013. The effects of aging on conflict detection. PloS one 8(2).

Luce, R.D. et al. 1986. Response times: Their role in inferring elementary mental organ-ization. Number 8 in Oxford Psychology Series. Oxford University Press.

Luk, G. & Bialystok, E. 2013. Bilingualism is not a categorical variable: Interaction be-tween language proficiency and usage. Journal of Cognitive Psychology 25(5). 605–621.

Luk, G., Bialystok, E., Craik, F.I. & Grady, C.L. (2011a). Lifelong bilingualism main-tains white matter integrity in older adults. Journal of Neuroscience 31(46). 16808–16813.

Luk, G., De Sa, E. & Bialystok, E. (2011b). Is there a relation between onset age of bi-lingualism and enhancement of cognitive control? Bilingualism: Language and Cognition 14(4). 588–595.

Madden, D.J., Whiting, W.L., Huettel, S.A., White, L.E., MacFall, J.R. & Provenzale, J.M. 2004. Diffusion tensor imaging of adult age differences in cerebral white mat-ter: relation to response time. Neuroimage 21(3). 1174–1181.

Mapelli, D., Rusconi, E. & Umiltà, C. 2003. The snarc effect: an instance of the simon effect? Cognition 88(3):B1–B10.

Marioni, R.E., van den Hout, A., Valenzuela, M.J., Brayne, C., Matthews, F.E., et al. 2012. Active cognitive lifestyle associates with cognitive recovery and a reduced risk of cognitive decline. Journal of Alzheimer’s Disease 28(1). 223–230.

Marmolejo-Ramos, F., Cousineau, D., Benites, L. & Maehara, R. 2015. On the efficacy of procedures to normalize ex-gaussian distributions. Frontiers in psychology 5. 1548.

Matuschek, H., Kliegl, R., Vasishth, S., Baayen, H. & Bates, D. 2017. Balancing type i error and power in linear mixed models. Journal of Memory and Language 94. 305–315.

Matzke, D. & Wagenmakers, E.-J. 2009. Psychological interpretation of the ex-gaussian and shifted wald parameters: A diffusion model analysis. Psychonomic bulletin & review 16(5). 798–817.

McGill, W.J. & Gibbon, J. 1965. The general-gamma distribution and reaction times. Journal of Mathematical Psychology 2(1). 1–18.

Meuter, R.F. & Allport, A. 1999. Bilingual language switching in naming: Asymmet-rical costs of language selection. Journal of memory and language 40(1). 25–40.

Mink, J.W. & Thach, W.T. 1993. Basal ganglia intrinsic circuits and their role in behav-ior. Current opinion in neurobiology 3(6). 950–957.

Mistridis, P., Mata, J., Neuner-Jehle, S., Annoni, J.-M., Biedermann, A., Bopp-Kistler, I., Brand, D., Brioschi Guevara, A., Decrey-Wick, H., Démonet, J.-F., et al. 2017. Use it or lose it! cognitive activity as a protec-tive factor for cognitive decline asso-ciated with alzheimer’s disease. Swiss medical weekly 147:w14407.

Miyake, A. & Friedman, N.P. 2012. The nature and organization of individual differ-ences in executive functions: Four general conclusions. Current directions in psy-chological science 21(1). 8–14.

Miyake, A., Friedman, N.P., Emerson, M.J., Witzki, A.H., Howerter, A. & Wager, T.D. 2000. The unity and diversity of executive functions and their contributions to complex frontal lobe tasks: A latent variable analysis. Cognitive psychology 41(1). 49–100.

Monchi, O., Petrides, M., Petre, V., Worsley, K. & Dagher, A. 2001. Wisconsin card sorting revisited: distinct neural circuits participating in different stages of the task identified by event-related functional magnetic resonance imaging. Journal of Neu-roscience 21(19). 7733–7741.

Myerson, J., Hale, S., Rhee, S.H. & Jenkins, L. 1999. Selective interference with verbal and spatial working memory in young and older adults. The Journals of Gerontolo-gy Series B: Psychological Sciences and Social Sciences 54(3):P161–P164.

Myung, I.J. 2003. Tutorial on maximum likelihood estimation. Journal of mathematical Psychology 47(1). 90–100.

Noble, K.G., Norman, M.F. & Farah, M.J. 2005. Neurocognitive correlates of socioeco-nomic status in kindergarten children. Developmental science 8(1). 74–87.

Nucci, M., Mapelli, D. & Mondini, S. 2012. Cognitive reserve index questionnaire (criq): a new instrument for measuring cognitive reserve. Aging clinical and experi-mental research 24(3). 218–226.

Nyberg, L., Lövdén, M., Riklund, K., Lindenberger, U. & Bäckman, L. 2012. Memory aging and brain maintenance. Trends in cognitive sciences 16(5). 292–305.

Opdebeeck, C., Martyr, A. & Clare, L. 2016. Cognitive reserve and cognitive function in healthy older people: a meta-analysis. Aging, Neuropsychology, and Cognition 23(1). 40–60.

Paap, K.R. & Greenberg, Z.I. 2013. There is no coherent evidence for a bilingual ad-vantage in executive processing. Cognitive psychology 66(2). 232–258.

Paap, K.R., Johnson, H.A. & Sawi, O. 2015. Bilingual advantages in executive func-tioning either do not exist or are restricted to very specific and undetermined cir-cumstances. Cortex 69. 265–278.

Peirce, J.W. 2007. Psychopypsychophysics software in python. Journal of neuroscience methods 162(1-2). 8–13.

Perani, D., Abutalebi, J., Paulesu, E., Brambati, S., Scifo, P., Cappa, S.F. & Fazio, F. 2003. The role of age of acquisition and language usage in early, high-proficient bi-linguals: An fmri study during verbal fluency. Human brain mapping 19(3). 170–182.

Perani, D., Dehaene, S., Grassi, F., Cohen, L., Cappa, S.F., Dupoux, E., Fazio, F. & Mehler, J. 1996. Brain processing of native and foreign languages. NeuroReport-International Journal for Rapid Communications of Research in Neuroscience 7(15). 2439–2444.

Perani, D., Paulesu, E., Galles, N.S., Dupoux, E., Dehaene, S., Bettinardi, V., Cappa, S.F., Fazio, F. & Mehler, J. 1998. The bilingual brain. proficiency and age of acqui-sition of the second language. Brain: a journal of neurology 121(10). 1841–1852.

Perea, M., Dunabeitia, J.A. & Carreiras, M. 2008. Masked associative/semantic priming effects across languages with highly proficient bilinguals. Journal of Memory and Language 58(4). 916–930.

Pérès, K., Helmer, C., Amieva, H., Orgogozo, J.-M., Rouch, I., Dartigues, J.-F. & Bar-berger-Gateau, P. 2008. Natural history of decline in instrumental activities of daily living performance over the 10 years preceding the clinical diagnosis of dementia: a prospective population-based study. Journal of the American Geriatrics Society 56(1). 37–44.

Perianez, J., Rios-Lago, M., Rodriguez-Sanchez, J., Adrover-Roig, D., Sanchez-Cubillo, I., Crespo-Facorro, B., Quemada, J. & Barcelo, F. 2007. Trail making test in trau-matic brain injury, schizophrenia, and normal ageing: Sample comparisons and normative data. Archives of Clinical Neuropsychology 22(4). 433–447.

Perquin, M., Vaillant, M., Schuller, A.-M., Pastore, J., Dartigues, J.-F., Lair, M.-L., Diederich, N., Group, M., et al. 2013. Lifelong exposure to multilingualism: new evidence to support cognitive reserve hypothesis. PloS one 8(4):e62030.

Peyer, E., Kaiser, I. & Berthele, R. 2010. The multilingual reader: Advantages in under-standing and decoding german sentence structure when reading german as an l3. International Journal of Multilingualism 7(3). 225–239.

Pfenninger, S.E. 2014. Quadrilingual advantages: Do-support in bilingual vs. multilin-gual learners. International Journal of Multilingualism 11(2). 143–163.

Pinheiro, J. & Bates, D. 2006. Mixed-effects models in S and S-PLUS.Springer Science & Business Media.

Pliatsikas, C., Moschopoulou, E. & Saddy, J.D. 2015. The effects of bilingualism on the white matter structure of the brain. Proceedings of the National Academy of Scienc-es 112(5). 1334–1337.

Poarch, G.J. and van Hell, J.G. 2012. Executive functions and inhibitory control in mul-tilingual children: Evidence from second-language learners, bilinguals, and trilin-guals. Journal of experimental child psychology 113(4). 535–551.

Portocarrero, J.S., Burright, R.G. & Donovick, P.J. 2007. Vocabulary and verbal fluen-cy of bilingual and monolingual college students. Archives of Clinical Neuropsy-chology 22(3). 415–422.

Prakash, R.S., Erickson, K.I., Colcombe, S.J., Kim, J.S., Voss, M.W. & Kramer, A.F. 2009. Age-related differences in the involvement of the prefrontal cortex in atten-tional control. Brain and cognition 71(3). 328–335.

Price, R.B., Brown, V. & Siegle, G.J. 2019. Computational modeling applied to the dot-probe task yields improved reliability and mechanistic insights. Biological psy-chiatry 85(7). 606–612.

Puccioni, O. & Vallesi, A. 2012. Conflict resolution and adaptation in normal aging: the role of verbal intelligence and cognitive reserve. Psychology and Aging 27(4). 1018.

R Core Team (2013). R: A language and environment for statistical computing. The R project.

Ransdell, S.E. & Fischler, I. 1987. Memory in a monolingual mode: When are bilinguals at a disadvantage? Journal of Memory and Language 26(4). 392–405.

Ratcliff, R. & McKoon, G. 2008. The diffusion decision model: theory and data for two-choice decision tasks. Neural computation 20(4). 873–922.

Ratcliff, R., Thapar, A., Gomez, P. & McKoon, G. 2004. A diffusion model analysis of the effects of aging in the lexical-decision task. Psychology and aging 19(2). 278.

Regier, T. & Kay, P. 2009. Language, thought, and color: Whorf was half right. Trends in cognitive sciences 13(10). 439–446.

Roberts, P.M., Garcia, L.J., Desrochers, A. & Hernandez, D. 2002. English perfor-mance of proficient bilingual adults on the boston naming test. Aphasiology 16(4-6). 635–645.

Rodríguez, J.L. S., Torrellas, C., Martín, J. & Fernandez, M.J. 2011. Cognitive reserve and lifestyle in spanish individuals with sporadic alzheimers disease. American Journal of Alzheimer’s Disease & Other Dementias®, 26(7). 542–554.

Rogers, C.L., Lister, J.J., Febo, D.M., Besing, J.M. & Abrams, H.B. 2006. Effects of bilingualism, noise, and reverberation on speech perception by listeners with normal hearing. Applied Psycholinguistics 27(3). 465–485.

Roldán-Tapia, L., García, J., Cánovas, R. & León, I. 2012. Cognitive reserve, age, and their relation to attentional and executive functions. Applied Neuropsychology: Adult 19(1). 2–8.

Rosselli, M., Ardila, A., Araujo, K., Weekes, V.A., Caracciolo, V., Padilla, M. & Os-trosky-Solí, F. 2000. Verbal fluency and repetition skills in healthy older spanish-english bilinguals. Applied neuropsychology 7(1). 17–24.

Salthouse, T.A. 1996. The processing-speed theory of adult age differences in cogni-tion. Psychological review 103(3). 403.

Salthouse, T.A. & Davis, H.P. 2006. Organization of cognitive abilities and neuropsy-chological variables across the lifespan. Developmental Review 26(1). 31–54.

Salthouse, T.A., Pink, J.E. & Tucker-Drob, E.M. 2008. Contextual analysis of fluid in-telligence. Intelligence 36(5). 464–486.

Scarmeas, N., Levy, G., Tang, M.-X., Manly, J. & Stern, Y. 2001. Influence of leisure activity on the incidence of alzheimers disease. Neurology 57(12). 2236–2242.

Schaalje, G.B., McBride, J.B. & Fellingham, G.W. 2002. Adequacy of approximations to distributions of test statistics in complex mixed linear models. Journal of Agri-cultural, Biological, and Environmental Statistics 7(4). 512.

Schaie, K.W. & Zanjani, F.A. 2006. Intellectual development across adulthood. Hand-book of adult development and learning, pp. 99–122.

Schmidt, R., Fazekas, F., Kapeller, P., Schmidt, H. & Hartung, H.-P. 1999. Mri white matter hyperintensities: three-year follow-up of the austrian stroke prevention study. Neurology 53(1). 132–132.

Schneeweis, N., Skirbekk, V. & Winter-Ebmer, R. 2014. Does education improve cog-nitive performance four decades after school completion? Demography 51(2). 619–643.

Schroeder, S.R. & Marian, V. 2012. A bilingual advantage for episodic memory in old-er adults. Journal of Cognitive Psychology 24(5). 591–601.

Schweizer, T.A., Ware, J., Fischer, C.E., Craik, F.I. & Bialystok, E. 2012. Bilingualism as a contributor to cognitive reserve: Evidence from brain atrophy in alzheimer’s disease. Cortex 48(8). 991–996.

Seidenberg, M.S. & Zevin, J.D. 2006. Connectionist models in developmental cognitive neuroscience: Critical periods and the paradox of success. Attention & Performance XXI: Processes of change in brain and cognitive development, pp. 585–612.

Silva-Corvalán, C. 1997. Spanish in four continents: Studies in language contact and bi-lingualism. Georgetown University Press.

Simon, J.R. 1990. The effects of an irrelevant directional cue on human information processing. In Advances in psychology, volume 65, pp. 31–86. Elsevier.

Simon, J.R. & Rudell, A.P. 1967. Auditory sr compatibility: the effect of an irrelevant cue on information processing. Journal of applied psychology 51(3). 300.

Siok, W.T., Kay, P., Wang, W.S., Chan, A.H., Chen, L., Luke, K.-K. & Tan, L.H. 2009. Language regions of brain are operative in color perception. Proceedings of the National Academy of Sciences 106(20). 8140–8145.

Soveri, A., Rodriguez-Fornells, A. & Laine, M. 2011. Is there a relationship between language switching and executive functions in bilingualism? introducing a within group analysis approach. Frontiers in Psychology 2. 183.

Stasinopoulos, D.M., Rigby, R.A., et al. 2007. Generalized additive models for location scale and shape (gamlss) in r. Journal of Statistical Software 23(7). 1–46.

Steinhauser, M. & Hübner, R. 2009. Distinguishing response conflict and task conflict in the stroop task: evidence from ex-gaussian distribution analysis. Journal of Ex-perimental Psychology: Human Perception and Performance 35(5). 1398.

Stern, Y. 2002. What is cognitive reserve? theory and research application of the re-serve concept. Journal of the International Neuropsychological Society 8(03). 448–460.

Stern, Y. 2009. Cognitive reserve. Neuropsychologia 47(10). 2015–2028.

Stern, Y. 2012. Cognitive reserve in ageing and alzheimer’s disease. The Lancet Neu-rology 11(11). 1006–1012.

Stern, Y., Barnes, C.A., Grady, C., Jones, R.N. & Raz, N. 2019. Brain reserve, cogni-tive reserve, compensation, and maintenance: operationalization, validity, and mechanisms of cognitive resilience. Neurobiology of aging 83. 124–129.

Stevens, M. & Brysbaert, M. 2016. When do we have enough power in language re-search? evidence from priming studies. Unpublished ms, Ghent University.

Stürmer, B., Leuthold, H., Soetens, E., Schröter, H. & Sommer, W. 2002. Control over location-based response activation in the simon task: behavioral and electrophysio-logical evidence. Journal of Experimental Psychology: Human Perception and Per-formance 28(6). 1345.

Summerfield, C. & Egner, T. 2009. Expectation (and attention) in visual cognition. Trends in cognitive sciences 13(9). 403–409.

Sunaert, S., Van Hecke, P., Marchal, G. & Orban, G.A. 2000. Attention to speed of motion, speed discrimination, and task difficulty: an fmri study. Neuroimage 11(6). 612–623.

Suo, C., León, I., Brodaty, H., Trollor, J., Wen, W., Sachdev, P. & Valenzuela, M.J. 2012. Supervisory experience at work is linked to low rate of hippocampal atrophy in late life. Neuroimage 63(3). 1542–1551.

Swainson, R., Cunnington, R., Jackson, et al. 2003. Cognitive control mechanisms re-vealed by erp and fmri: evidence from repeated task-switching. Journal of Cogni-tive Neuroscience 15(6). 785–799.

Swick, D. & Jovanovic, J. 2002. Anterior cingulate cortex and the stroop task: neuro-psychological evidence for topographic specificity. Neuropsychologia 40(8). 1240–1253.

Thierry, G., Athanasopoulos, P., Wiggett, A., Dering, B. & Kuipers, J.-R. 2009. Uncon-scious effects of language-specific terminology on preattentive color perception. Proceedings of the National Academy of Sciences 106(11). 4567–4570.

Ulrich, R. & Miller, J. 1993. Information processing models generating lognormally dis-tributed reaction times. Journal of Mathematical Psychology 37. 513–513.

Umiltà, C. & Nicoletti, R. 1985. Attention and coding effects in sr compatibility due to irrelevant spatial cues. Attention and performance XI, pp. 457–471.

Valenzuela, M., Brodaty, H., Wen, W., Chen, X. & Sachdev, P. 2009. Lifespan mental activity predicts diminished rate of hippocampal atrophy. Alzheimer’s & Dementia: The Journal of the Alzheimer’s Association 5(5):e9.

van Heuven, W.J. & Dijkstra, T. 2010. Language comprehension in the bilingual brain: fmri and erp support for psycholinguistic models. Brain research reviews 64(1). 104–122.

Van Zandt, T. 2000. How to fit a response time distribution. Psychonomic bulletin & review 7(3). 424–465.

Von Bastian, C.C., Souza, A.S. & Gade, M. 2016. No evidence for bilingual cognitive advantages: A test of four hypotheses. Journal of Experimental Psychology: Gen-eral 145(2). 246.

Voss, A., Nagler, M. & Lerche, V. 2013. Diffusion models in experimental psychology. Experimental psychology.

Voss, A., Voss, J. & Lerche, V. 2015. Assessing cognitive processes with diffusion model analyses: a tutorial based on fast-dm-30. Frontiers in psychology 6. 336.

Wagenmakers, E.-J. 2009. Methodological and empirical developments for the ratcliff diffusion model of response times and accuracy. European Journal of Cognitive Psychology 21(5). 641–671.

Wang, M., Gamo, N.J., Yang, Y., Jin, L.E., Wang, X.-J., Laubach, M., Mazer, J.A., Lee, D. & Arnsten, A.F. 2011. Neuronal basis of age-related working memory de-cline. Nature 476(7359). 210.

Wartenburger, I., Heekeren, H.R., Abutalebi, J., Cappa, S.F., Villringer, A. & Perani, D. 2003. Early setting of grammatical processing in the bilingual brain. Neuron 37(1). 159–170.

Weber-Fox, C.M. & Neville, H.J. 1996. Maturational constraints on functional speciali-zations for language processing: Erp and behavioral evidence in bilingual speakers. Journal of cognitive neuroscience 8(3). 231–256.

West, R. & Moore, K. 2005. Adjustments of cognitive control in younger and older adults. Cortex 41(4). 570–581.

West, R.L. 1996. An application of prefrontal cortex function theory to cognitive aging. Psychological bulletin 120(2). 272.

Will, B., Dalrymple-Alford, J., Wolff, M. & Cassel, J.-C. 2008. The concept of brain plasticitypaillard’s systemic analysis and emphasis on structure and function (fol-lowed by the translation of a seminal paper by paillard on plasticity). Behavioural brain research 192(1). 2–7.

Winter, B. 2013. Linear models and linear mixed effects models in r with linguistic ap-plications. arXiv preprint arXiv. 1308.5499.

Zahodne, L.B., Stern, Y. & Manly, J.J. 2015. Differing effects of education on cogni-tive decline in diverse elders with low versus high educational attainment. Neuro-psychology 29(4). 649.

Zorzi, M. & Umiltá, C. 1995. A computational model of the simon effect. Psychologi-cal Research 58(3). 193–205.