TY - JOUR A1 - Pañeda, Claudia A1 - Lago, Sol A1 - Vares, Elena A1 - Veríssimo, João Marques A1 - Felser, Claudia T1 - Island effects in Spanish comprehension JF - Glossa : a journal of general linguistics N2 - A growing body of experimental syntactic research has revealed substantial variation in the magnitude of island effects, not only across languages but also across different grammatical constructions. Adopting a well-established experimental design, the present study examines island effects in Spanish using a speeded acceptability judgment task. To quantify variation across grammatical constructions, we tested extraction from four different types of structure (subjects, complex noun phrases, adjuncts and interrogative clauses). The results of Bayesian mixed effects modelling showed that the size of island effects varied between constructions, such that there was clear evidence of subject, adjunct and interrogative island effects, but not of complex noun phrase island effects. We also failed to find evidence that island effects were modulated by participants' working memory capacity as measured by an operation span task. To account for our results, we suggest that variability in island effects across constructions may be due to the interaction of syntactic, semantic-pragmatic and processing factors, which may affect island types differentially due to their idiosyncratic properties. KW - extraction islands KW - Spanish KW - reading comprehension KW - working memory KW - sentence processing Y1 - 2020 U6 - https://doi.org/10.5334/gjgl.1058 SN - 2397-1835 VL - 5 IS - 1 PB - Open Library of Humanities CY - London ER - TY - JOUR A1 - Soemer, Alexander A1 - Schiefele, Ulrich T1 - Working memory capacity and (in)voluntary mind wandering JF - Psychonomic bulletin & review : a journal of the Psychonomic Society N2 - According to influential accounts of mind wandering (MW), working memory capacity (WMC) plays a key role in controlling the amount of off-task thought during the execution of a demanding task. Whereas WMC has primarily been associated with reduced levels of involuntarily occurring MW episodes in prior research, here we demonstrate for the first time that high-WMC individuals exhibit lower levels of voluntary MW. One hundred and eighty participants carried out a demanding reading task and reported their attentional state in response to random thought probes. In addition, participants' WMC was measured with two common complex span tasks (operation span and symmetry span). As a result, WMC was negatively related to both voluntary and involuntary MW, and the two forms of MW partially mediated the positive effect of WMC on reading performance. Furthermore, the negative relation between voluntary WM and reading remained significant after controlling for interest. Thus, in contrast to prior research suggesting that voluntary MW might be more closely related to motivation rather than WMC, the present results demonstrate that high-WMC individuals tend to limit both involuntary and voluntary MW more strictly than low-WMC individuals. KW - mind wandering KW - intention KW - working memory KW - executive control Y1 - 2020 U6 - https://doi.org/10.3758/s13423-020-01737-4 SN - 1069-9384 SN - 1531-5320 VL - 27 IS - 4 SP - 758 EP - 767 PB - Springer CY - New York ER - TY - JOUR A1 - Ehlert, Antje A1 - Poltz, Nadine A1 - Quandte, Sabine A1 - Kohn-Henkel, Juliane A1 - Kucian, Karin A1 - Aster, Michael von A1 - Esser, Günter T1 - Taking a closer look: The relationship between pre-school domain general cognition and school mathematics achievement when controlling for intelligence JF - Journal of Intelligence N2 - Intelligence, as well as working memory and attention, affect the acquisition of mathematical competencies. This paper aimed to examine the influence of working memory and attention when taking different mathematical skills into account as a function of children’s intellectual ability. Overall, intelligence, working memory, attention and numerical skills were assessed twice in 1868 German pre-school children (t1, t2) and again at 2nd grade (t3). We defined three intellectual ability groups based on the results of intellectual assessment at t1 and t2. Group comparisons revealed significant differences between the three intellectual ability groups. Over time, children with low intellectual ability showed the lowest achievement in domain-general and numerical and mathematical skills compared to children of average intellectual ability. The highest achievement on the aforementioned variables was found for children of high intellectual ability. Additionally, path modelling revealed that, depending on the intellectual ability, different models of varying complexity could be generated. These models differed with regard to the relevance of the predictors (t2) and the future mathematical skills (t3). Causes and conclusions of these findings are discussed. KW - intellectual ability KW - intelligence KW - pre-school KW - mathematical development KW - school mathematics KW - longitudinal KW - numerical skills KW - working memory KW - attention Y1 - 2022 U6 - https://doi.org/10.3390/jintelligence10030070 SN - 2079-3200 VL - 10 SP - 1 EP - 23 PB - MDPI CY - Basel, Schweiz ET - 3 ER - TY - JOUR A1 - Pliatsikas, Christos A1 - Verissimo, Joao Marques A1 - Babcock, Laura A1 - Pullman, Mariel Y. A1 - Glei, Dana A. A1 - Weinstein, Maxine A1 - Goldman, Noreen A1 - Ullman, Michael T. T1 - Working memory in older adults declines with age, but is modulated by sex and education JF - The quarterly journal of experimental psychology N2 - Working memory (WM), which underlies the temporary storage and manipulation of information, is critical for multiple aspects of cognition and everyday life. Nevertheless, research examining WM specifically in older adults remains limited, despite the global rapid increase in human life expectancy. We examined WM in a large sample (N=754) of healthy older adults (aged 58-89) in a non-Western population (Chinese speakers) in Taiwan, on a digit n-back task. We tested not only the influence of age itself and of load (1-back vs. 2-back) but also the effects of both sex and education, which have been shown to modulate WM abilities. Mixed-effects regression revealed that, within older adulthood, age negatively impacted WM abilities (with linear, not nonlinear, effects), as did load (worse performance at 2-back). In contrast, education level was positively associated with WM. Moreover, both age and education interacted with sex. With increasing age, males showed a steeper WM decline than females; with increasing education, females showed greater WM gains than males. Together with other findings, the evidence suggests that age, sex, and education all impact WM in older adults, but interact in particular ways. The results have both basic research and translational implications and are consistent with particular benefits from increased education for women. KW - Ageing KW - sex differences KW - education KW - working memory KW - n back Y1 - 2018 U6 - https://doi.org/10.1177/1747021818791994 SN - 1747-0218 SN - 1747-0226 VL - 72 IS - 6 SP - 1308 EP - 1327 PB - Routledge, Taylor & Francis Group CY - Abingdon ER - TY - JOUR A1 - Stelzel, Christine A1 - Schauenburg, Gesche A1 - Rapp, Michael Armin A1 - Heinzel, Stephan A1 - Granacher, Urs T1 - Age-Related Interference between the Selection of Input-Output Modality Mappings and Postural Control-a Pilot Study JF - Frontiers in psychology N2 - Age-related decline in executive functions and postural control due to degenerative processes in the central nervous system have been related to increased fall-risk in old age. Many studies have shown cognitive-postural dual-task interference in old adults, but research on the role of specific executive functions in this context has just begun. In this study, we addressed the question whether postural control is impaired depending on the coordination of concurrent response-selection processes related to the compatibility of input and output modality mappings as compared to impairments related to working-memory load in the comparison of cognitive dual and single tasks. Specifically, we measured total center of pressure (CoP) displacements in healthy female participants aged 19-30 and 66-84 years while they performed different versions of a spatial one-back working memory task during semi-tandem stance on an unstable surface (i.e., balance pad) while standing on a force plate. The specific working-memory tasks comprised: (i) modality compatible single tasks (i.e., visual-manual or auditory-vocal tasks), (ii) modality compatible dual tasks (i.e., visual-manual and auditory-vocal tasks), (iii) modality incompatible single tasks (i.e., visual-vocal or auditory-manual tasks), and (iv) modality incompatible dual tasks (i.e., visual-vocal and auditory-manual tasks). In addition, participants performed the same tasks while sitting. As expected from previous research, old adults showed generally impaired performance under high working-memory load (i.e., dual vs. single one-back task). In addition, modality compatibility affected one-back performance in dual-task but not in single-task conditions with strikingly pronounced impairments in old adults. Notably, the modality incompatible dual task also resulted in a selective increase in total CoP displacements compared to the modality compatible dual task in the old but not in the young participants. These results suggest that in addition to effects of working-memory load, processes related to simultaneously overcoming special linkages between input-and output modalities interfere with postural control in old but not in young female adults. Our preliminary data provide further evidence for the involvement of cognitive control processes in postural tasks. KW - cognitive-postural dual task KW - postural stability KW - working memory KW - modality compatibility KW - aging Y1 - 2017 U6 - https://doi.org/10.3389/fpsyg.2017.00613 SN - 1664-1078 VL - 8 PB - Frontiers Research Foundation CY - Lausanne ER - TY - JOUR A1 - Stelzel, Christine A1 - Bohle, Hannah A1 - Schauenburg, Gesche A1 - Walter, Henrik A1 - Granacher, Urs A1 - Rapp, Michael Armin A1 - Heinzel, Stephan T1 - Contribution of the Lateral Prefrontal Cortex to Cognitive-Postural Multitasking JF - Frontiers in psychologie N2 - There is evidence for cortical contribution to the regulation of human postural control. Interference from concurrently performed cognitive tasks supports this notion, and the lateral prefrontal cortex (lPFC) has been suggested to play a prominent role in the processing of purely cognitive as well as cognitive-postural dual tasks. The degree of cognitive-motor interference varies greatly between individuals, but it is unresolved whether individual differences in the recruitment of specific lPFC regions during cognitive dual tasking are associated with individual differences in cognitive-motor interference. Here, we investigated inter-individual variability in a cognitive-postural multitasking situation in healthy young adults (n = 29) in order to relate these to inter-individual variability in lPFC recruitment during cognitive multitasking. For this purpose, a oneback working memory task was performed either as single task or as dual task in order to vary cognitive load. Participants performed these cognitive single and dual tasks either during upright stance on a balance pad that was placed on top of a force plate or during fMRI measurement with little to no postural demands. We hypothesized dual one-back task performance to be associated with lPFC recruitment when compared to single one-back task performance. In addition, we expected individual variability in lPFC recruitment to be associated with postural performance costs during concurrent dual one-back performance. As expected, behavioral performance costs in postural sway during dual-one back performance largely varied between individuals and so did lPFC recruitment during dual one-back performance. Most importantly, individuals who recruited the right mid-lPFC to a larger degree during dual one-back performance also showed greater postural sway as measured by larger performance costs in total center of pressure displacements. This effect was selective to the high-load dual one-back task and suggests a crucial role of the right lPFC in allocating resources during cognitivemotor interference. Our study provides further insight into the mechanisms underlying cognitive-motor multitasking and its impairments. KW - balance KW - dual task KW - fMRI KW - postural control KW - working memory Y1 - 2018 U6 - https://doi.org/10.3389/fpsyg.2018.01075 SN - 1664-1078 VL - 9 PB - Frontiers CY - Lausanne ER - TY - THES A1 - Nicenboim, Bruno T1 - Dependency resolution as a retrieval process T1 - Dependenzauflösung als ein Gedächtnisabrufsprozess BT - experimental evidence and computational modeling BT - experimentelle Evidenz und komputationelle Modellierung N2 - My thesis focused on the predictions of the activation-based model of Lewis and Vasishth (2005) to investigate the evidence for the use of the memory system in the formation of non-local dependencies in sentence comprehension. The activation-based model, which follows the Adaptive Control of Thought-Rational framework (ACT-R; Anderson et al., 2004), has been used to explain locality effects and similarity-based interference by assuming that dependencies are resolved by a cue-based retrieval mechanism, and that the retrieval mechanism is affected by decay and interference. Both locality effects and (inhibitory) similarity-based interference cause increased difficulty (e.g., longer reading times) at the site of the dependency completion where a retrieval is assumed: (I) Locality effects are attributed to the increased difficulty in the retrieval of a dependent when the distance from its retrieval site is increased. (II) Similarity-based interference is attributed to the retrieval being affected by the presence of items which have similar features as the dependent that needs to be retrieved. In this dissertation, I investigated some findings problematic to the activation-based model, namely, facilitation where locality effects are expected (e.g., Levy, 2008), and the lack of similarity-based interference from the number feature in grammatical sentences (e.g., Wagers et al., 2009). In addition, I used individual differences in working memory capacity and reading fluency as a way to validate the theories investigated (Underwood, 1975), and computational modeling to achieve a more precise account of the phenomena. Regarding locality effects, by using self-paced reading and eye-tracking-while reading methods with Spanish and German data, this dissertation yielded two main findings: (I) Locality effects seem to be modulated by working memory capacity, with high-capacity participants showing expectation-driven facilitation. (II) Once expectations and other potential confounds are controlled using baselines, with increased distance, high-capacity readers can show a slow-down (i.e., locality effects) and low-capacity readers can show a speedup. While the locality effects are compatible with the activation-based model, simulations show that the speedup of low-capacity readers can only be accounted for by changing some of the assumptions of the activation-based model. Regarding similarity-based interference, two relatively high-powered self-paced reading experiments in German using grammatical sentences yielded a slowdown at the verb as predicted by the activation-based model. This provides evidence in favor of dependency creation via cue-based retrieval, and in contrast with the view that cue-based retrieval is a reanalysis mechanism (Wagers et al., 2009). Finally, the same experimental results that showed inhibitory interference from the number feature are used for a finer grain evaluation of the retrieval process. Besides Lewis and Vasishth’s (2005) activation-based model, also McElree’s (2000) direct-access model can account for inhibitory interference. These two models assume a cue-based retrieval mechanism to build dependencies, but they are based on different assumptions. I present a computational evaluation of the predictions of these two theories of retrieval. The models were compared by implementing them in a Bayesian hierarchical framework. The evaluation of the models reveals that some aspects of the data fit better under the direct access model than under the activation-based model. However, a simple extension of the activation-based model provides a comparable fit to the direct access model. This serves as a proof of concept showing potential ways to improve the original activation-based model. In conclusion, this thesis adds to the body of evidence that argues for the use of the general memory system in dependency resolution, and in particular for a cue-based retrieval mechanism. However, it also shows that some of the default assumptions inherited from ACT-R in the activation-based model need to be revised. N2 - Die vorliegende Dissertation befasst sich mit dem Aktivierungsmodell von Lewis und Vasishth (2005) um die Evidenz für die Verwendung des Arbeitsgedächtnisses bei der Bildung nicht-lokaler Dependenzen in der menschlichen Satzverarbeitung zu untersuchen. Das Aktivierungsmodell, welches auf der ‘Adaptive Control of Thought-Rational’ (ACT-R; Anderson et al., 2004) aufbaut, wird in der Literatur herangezogen, um Lokalitätseffekte und Interferenz durch Ähnlichkeit mit einem von Interferenz und Gedächtnisverfall betroffenen merkmalsbasierten Gedächtnisabrufmechanismus zu erklären. Sowohl Lokalitätseffekte als auch (inhibitorische) Interferenz durch Ähnlichkeit führen zu einer erhöhten Verarbeitungsschwierigkeit (z.B. längere Lesezeiten) an der Stelle, wo die Dependenz gebildet wird und daher ein Gedächtnisabruf anzunehmen ist: (I) Lokalitätseffekte werden durch die erhöhte Schwierigkeit erklärt, die mit dem Abruf des ersten Teils einer Dependenz einhergeht, wenn dessen Distanz zu der Stelle, die den Gedächtnisabruf auslöst (d.h. der zweite Teil der Dependenz), vergrößert wird. (II) Interferenz durch Ähnlichkeit wird dadurch erklärt, dass der Gedächtnisabruf von der Anwesenheit von Elementen mit denselben Merkmalen wie die des abzurufenden Teils der Dependenz beeinträchtigt wird. In dieser Dissertation untersuche ich einige Erkenntnisse, die das Aktivierungsmodell herausfordern, namentlich fazilitatorische Effekte an Stellen, wo Lokalitätseffekte zu erwarten wären (z.B. Levy, 2008), sowie die Abwesenheit von Interferenz durch Ähnlichkeit in Experimenten, die den Numerus manipulieren (z.B. Wagers et al., 2009). Des Weiteren verwende ich Messwerte der individuellen Unterschiede in der Arbeitsgedächtnisleistung und in der Leseflüssigkeit um die untersuchten Theorien zu validieren, und komputationale Modellierung um ein genaueres Bild der untersuchten Phänomene zu zeichnen zu können. Was die Lokalitätseffekte angeht, so werden in dieser Dissertation hauptsächlich zwei Erkenntnisse vorgestellt, die auf mit Selbst-gesteuertem-Lesen und Eyetracking erhobenen Daten zum Spanischen und Deutschen basieren. (I) Lokalitätseffekte scheinen von der Arbeitsgedächtniskapazität moduliert zu werden: Probanden mit hoher Arbeitsgedächtniskapazität zeigen erwartungsgesteuerte fazilitatorische Effekte. (II) Wenn Erwartungen und andere potentielle Störvariablen durch geeignete Baselines kontrolliert werden, können bei Probanden mit starkem Arbeitsgedächtnis verlangsamte Lesezeiten (d. h., Lokalitätseffekte) und bei Probanden mit schwachem Arbeitsgedächtnis verkürzte Lesezeiten beobachtet werden. Während Lokalitätseffekte mit dem Aktivierungsmodell vereinbar sind, zeigen Simulationen, dass die fazilitatorischen Effekte der Probanden mit schwächerem Arbeitsgedächtnis nur dann von dem Aktivierungsmodell erklärt werden können, wenn einige der Modellannahmen geändert werden. Was Interferenz durch Ähnlichkeit angeht, so werden in dieser Dissertation zwei Experimente mit Selbst-gesteuertem-Lesen zum Deutschen vorgestellt, die eine relativ hohe statistische Teststärke haben. Grammatische Sätze führen hier zu verlangsamten Lesezeiten am Verb, wie es das Aktivierungsmodell vorhersagt. Diese Ergebnisse sind Evidenz für die Bildung von Dependenzen mittels merkmalsbasiertem Gedächtnisabruf und können nicht durch einen wie von Wagers et al. (2009) vorgeschlagenen Reanalysemechanismus erklärt werden. Letztendlich werden dieselben empirischen Daten, die durch den Numerus ausgelöste inhibitorische Interferenz zeigen, für eine detailliertere, simulationsbasierte Betrachtung des Gedächtnisabrufprozesses verwendet. Neben dem Aktivierungsmodell von Lewis und Vasishth (2005) kann auch das Modell eines direkten Gedächtniszugriffs von McElree (2000) die inhibitorische Interferenz erklären. Beide Modelle nehmen für die Bildung von Dependenzen einen merkmalsbasierten Gedächtniszugriffsmechanismus an, aber sie fußen auf unterschiedlichen Annahmen. Ich stelle eine komputationale Evaluation der Vorhersagen dieser beiden Gedächtniszugriffsmodelle vor. Um die beiden Modelle zu vergleichen, werden sie als Bayessche hierarchische Modelle implementiert. Die Evaluation der Modelle zeigt, dass einige Aspekte der empirischen Daten besser von McElrees Modell als von Lewis’ und Vasishths Modell erklärt werden. Eine einfache Erweiterung des Aktivierungsmodells erklärt die Daten jedoch ähnlich gut wie McElrees Modell. Kurz, diese Dissertation liefert weitere Evidenz für die These, dass das allgemeine Gedächtnissystem — und ein merkmalsbasierter Abrufmechanismus im Besonderen — beim Bilden linguistischer Dependenzen Anwendung findet. Es wird jedoch auch gezeigt, dass einige der Standardannahmen, die das Aktivierungsmodell von der ACT-R-Architektur geerbt hat, überdacht und angepasst werden müssen. KW - linguistics KW - working memory KW - computational modeling KW - Sprachwissenschaft KW - Arbeitsgedächtniss KW - komputationale Modellierung Y1 - 2016 ER - TY - JOUR A1 - Heinzel, Stephan A1 - Rimpel, Jérôme A1 - Stelzel, Christine A1 - Rapp, Michael Armin T1 - Transfer Effects to a Multimodal Dual-Task after Working Memory Training and Associated Neural Correlates in Older Adults BT - A Pilot Study JF - Frontiers in human neuroscience N2 - Working memory (WM) performance declines with age. However, several studies have shown that WM training may lead to performance increases not only in the trained task, but also in untrained cognitive transfer tasks. It has been suggested that transfer effects occur if training task and transfer task share specific processing components that are supposedly processed in the same brain areas. In the current study, we investigated whether single-task WM training and training-related alterations in neural activity might support performance in a dual-task setting, thus assessing transfer effects to higher-order control processes in the context of dual-task coordination. A sample of older adults (age 60–72) was assigned to either a training or control group. The training group participated in 12 sessions of an adaptive n-back training. At pre and post-measurement, a multimodal dual-task was performed in all participants to assess transfer effects. This task consisted of two simultaneous delayed match to sample WM tasks using two different stimulus modalities (visual and auditory) that were performed either in isolation (single-task) or in conjunction (dual-task). A subgroup also participated in functional magnetic resonance imaging (fMRI) during the performance of the n-back task before and after training. While no transfer to single-task performance was found, dual-task costs in both the visual modality (p < 0.05) and the auditory modality (p < 0.05) decreased at post-measurement in the training but not in the control group. In the fMRI subgroup of the training participants, neural activity changes in left dorsolateral prefrontal cortex (DLPFC) during one-back predicted post-training auditory dual-task costs, while neural activity changes in right DLPFC during three-back predicted visual dual-task costs. Results might indicate an improvement in central executive processing that could facilitate both WM and dual-task coordination. KW - working memory KW - cognitive training KW - modality KW - dual-task KW - aging KW - transfer KW - fMRI KW - neuroimaging Y1 - 2017 U6 - https://doi.org/10.3389/fnhum.2017.00085 VL - 11 PB - Frontiers Research Foundation CY - Lausanne ER - TY - JOUR A1 - Stelzel, Christine A1 - Schauenburg, Gesche A1 - Rapp, Michael Armin A1 - Heinzel, Stephan A1 - Granacher, Urs T1 - Age-Related Interference between the Selection of Input-Output Modality Mappings and Postural Control BT - a Pilot Study JF - Frontiers in psychology N2 - Age-related decline in executive functions and postural control due to degenerative processes in the central nervous system have been related to increased fall-risk in old age. Many studies have shown cognitive-postural dual-task interference in old adults, but research on the role of specific executive functions in this context has just begun. In this study, we addressed the question whether postural control is impaired depending on the coordination of concurrent response-selection processes related to the compatibility of input and output modality mappings as compared to impairments related to working-memory load in the comparison of cognitive dual and single tasks. Specifically, we measured total center of pressure (CoP) displacements in healthy female participants aged 19–30 and 66–84 years while they performed different versions of a spatial one-back working memory task during semi-tandem stance on an unstable surface (i.e., balance pad) while standing on a force plate. The specific working-memory tasks comprised: (i) modality compatible single tasks (i.e., visual-manual or auditory-vocal tasks), (ii) modality compatible dual tasks (i.e., visual-manual and auditory-vocal tasks), (iii) modality incompatible single tasks (i.e., visual-vocal or auditory-manual tasks), and (iv) modality incompatible dual tasks (i.e., visual-vocal and auditory-manual tasks). In addition, participants performed the same tasks while sitting. As expected from previous research, old adults showed generally impaired performance under high working-memory load (i.e., dual vs. single one-back task). In addition, modality compatibility affected one-back performance in dual-task but not in single-task conditions with strikingly pronounced impairments in old adults. Notably, the modality incompatible dual task also resulted in a selective increase in total CoP displacements compared to the modality compatible dual task in the old but not in the young participants. These results suggest that in addition to effects of working-memory load, processes related to simultaneously overcoming special linkages between input- and output modalities interfere with postural control in old but not in young female adults. Our preliminary data provide further evidence for the involvement of cognitive control processes in postural tasks. KW - cognitive-postural dual task KW - postural stability KW - working memory KW - modality compatibility KW - aging Y1 - 2017 U6 - https://doi.org/10.3389/fpsyg.2017.00613 SN - 1664-1078 VL - 8 PB - Frontiers Research Foundation CY - Lausanne ER - TY - JOUR A1 - Heinzel, Stephan A1 - Lorenz, Robert C. A1 - Brockhaus, Wolf-Ruediger A1 - Wuestenberg, Torsten A1 - Kathmann, Norbert A1 - Heinz, Andreas A1 - Rapp, Michael Armin T1 - Working memory load-dependent brain response predicts behavioral training gains in older adults JF - The journal of neuroscience N2 - In the domain of working memory (WM), a sigmoid-shaped relationship between WM load and brain activation patterns has been demonstrated in younger adults. It has been suggested that age-related alterations of this pattern are associated with changes in neural efficiency and capacity. At the same time, WM training studies have shown that some older adults are able to increase their WM performance through training. In this study, functional magnetic resonance imaging during an n-back WM task at different WM load levels was applied to compare blood oxygen level-dependent (BOLD) responses between younger and older participants and to predict gains in WM performance after a subsequent 12-session WM training procedure in older adults. We show that increased neural efficiency and capacity, as reflected by more "youth-like" brain response patterns in regions of interest of the frontoparietal WM network, were associated with better behavioral training outcome beyond the effects of age, sex, education, gray matter volume, and baseline WM performance. Furthermore, at low difficulty levels, decreases in BOLD response were found after WM training. Results indicate that both neural efficiency (i. e., decreased activation at comparable performance levels) and capacity (i. e., increasing activation with increasing WM load) of a WM-related network predict plasticity of the WM system, whereas WM training may specifically increase neural efficiency in older adults. KW - aging KW - fMRI KW - neuroimaging KW - plasticity KW - training KW - working memory Y1 - 2014 U6 - https://doi.org/10.1523/JNEUROSCI.2463-13.2014 SN - 0270-6474 VL - 34 IS - 4 SP - 1224 EP - 1233 PB - Society for Neuroscience CY - Washington ER -