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The processing-speed theory of adult age differences in cognition
Abstract
Advancing adult age is associated with reduced processing speed, which constrains cognitive performance.
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“even healthy older adults experience age-related declines across multiple facets of cognition (Park & Shaw, 1992; Park et al., 1996; Salthouse, 1996; Salthouse & Babcock, 1991)”
From Training Older Adults to Use Tablet Computers: Does It Enhance Cognitive Function? (2016) · cites this paper as Salthouse, 1996
In the citing paper
“age-related changes in speed of information processing will constrain performance in timelimited decisions”
From Enrichment Effects on Adult Cognitive Development: Can the Functional Capacity of Older Adults Be Preserved and Enhanced? (2008) · cites this paper as Salthouse, 1996
In the citing paper
“Differential susceptibility to coordinative demands may also help to explain why life-span age differences in marker tests of fluid intelligence such as Raven's matrices tend to persist when participants are given unlimited amounts of time to solve the items”
From Enrichment Effects on Adult Cognitive Development: Can the Functional Capacity of Older Adults Be Preserved and Enhanced? (2008) · cites this paper as Salthouse, 1996
In the citing paper
“It follows a U-shaped trajectory over the lifespan, with differences in processing speed between younger and older adults being among the most widely replicated effects in the domain of cognitive aging (Salthouse 1996).”
From Hearing Impairment and Cognitive Energy: The Framework for Understanding Effortful Listening (FUEL) (2016) · cites this paper as Salthouse 1996
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“It offered information about cognitive aging (Craik & Bialystok, 2006; Salthouse, 1996; Van Hooren, Jolles, et al., 2007) and the influence of several contextual factors (e.”
BackgroundInfluentialCognitive dysfunction predicts poorer emotion recognition in bariatric surgery candidates
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“Further, if the temporal reversal were simply a product of the well documented cognitive slowing in aging (Salthouse, 1996), then one would expect to see the age-related enhancement during elaboration for all regions in which there was an age-related decrease in recruitment during search.”
BackgroundLau, W. K., Leung, M.-K., Law, A. C. K., & Lee, T. M. C. (2017) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2017.00163 · Cited by 8
“The cognitive processing speed was used to reflect the general state of cognitive functioning because it is an index sensitive to the general cognitive status (Salthouse, 1996).”
MethodVisual and Imagery Magnitude Comparisons Are Affected Following Left Parietal Lesion
Gliksman, Y., Naparstek, S., Ifergane, G., & Henik, A. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01622 · Cited by 8
“In a study on cognitive decline during aging, Salthouse (1996) suggested that slower processing speed limits the time allowed for rehearsals of information and search during retrieval; limited time also affects the amount of information that can be presented simultaneously, leading to a smaller…”
BackgroundValue Relativism and Perspective Taking are Two Distinct Facets of Wisdom-Related Knowledge
Kunzmann, U., Nowak, J., Thomas, S., & Nestler, S. (2017) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbx136 · Cited by 8
“Fluid and crystallized cognitive abilities Given that processing speed is generally considered one of the best proxies for fluid intelligence (e.g., Salthouse, 1996), participants completed the Trail Making Test Part A (Reitan, 1958).”
BackgroundInfluential Cognitive Processes on Framing Biases in Aging
Perez, A. M., Spence, J. S., Kiel, L. D., Venza, E. E., & Chapman, S. B. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00661 · Cited by 8
“Indeed, a number of cognitive aging studies have documented normal agerelated deleterious effects on cognition, starting to emerge around 40 years of age (Salthouse and Babcock, 1991; Salthouse, 1992, 1996, 2009; Levy, 1994; Craik, 2000; Park et al., 2002; Li et al., 2004; Worthy et al., 2011).”
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“…at the behavioral level that older adults show a consistent general slowing in their processing speed (e.g., Cerella, 1994; McCabe et al., 2010; Salthouse, 1996) even when otherwise cognitively healthy, along with certain differences in temporal processing stemming from changes in the auditory…”
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Adult age differences in the use of temporal and semantic context in dual-list free recall.
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“One potential explanation for these overall age differences in aggregate IRTs is that an age-related deficit in processing speed (e.g., Salthouse, 1996) led older adults to transition between responses more slowly on all trials.”
Wolinsky, F. D., Jones, M. P., & Dotson, M. M. (2020) · Innovation in Aging · doi:10.1093/geroni/igaa029 · Cited by 8
“Salthouse (4–8) elaborated and formalized processing speed theory, hypothesizing two ways that it affects other cognitive abilities.”
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Balzarotti, S., Biassoni, F., Confalonieri, F., Meinero, C. A., & Ciceri, M. R. (2021) · Journal of Applied Gerontology · doi:10.1177/0733464821994703 · Cited by 8
“Since processing speed is conceived as a cognitive “primitive” underlying higher cognitive abilities (Salthouse, 1996), it has been suggested that this basic aspect of cognitive functioning may be less susceptible to compensatory processes and that CR may act at some higher cognitive level (Lavrencic et al.”
BackgroundInfluentialThe left frontal lobe is critical for the AH4 fluid intelligence test
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Integration of partial information for spoken and written sentence recognition by older listeners
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“Older participants in particular, appear to be more impaired during simultaneous processing likely because they are limited to online feature processing, which could be reduced, for example, due to slower processing speed (e.g., Salthouse, 1996).”
BackgroundGarcia‐Ramos, C., Dabbs, K., Meyerand, M. E., Prabhakaran, V., Hsu, D., Jones, J. E., Seidenberg, M., & Hermann, B. P. (2018) · NeuroImage Clinical · doi:10.1016/j.nicl.2018.04.020 · Cited by 8
“Normal aging in the general population is known to be associated with slowing of psychomotor speed (Era et al., 2011; Salthouse, 1996; Salthouse and Madden, 2008), an effect that has been attributed to age-related disruption of both cerebral white (Lu et al., 2011) and gray matter (see Seidler et…”
Recordação livre de palavras e memória operacional em idosos
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“This finding corroborates the most wide-spread theories of cognitive aging which suggested a generalized age-related decrease of the speed of executing cognitive processes, independently of the type or structure of the information being processed [ 28 ].”
BackgroundResultInfluentialAssessing Web interaction with recollection: Age-related and task-related differences
Etcheverry, I., Terrier, P., & Marquié, J.-C. (2011) · Computers in Human Behavior · doi:10.1016/j.chb.2011.08.004 · Cited by 8
“Slowing with age is evident in analyses of the age trends from speed tests such as the DSST (see Salthouse, 1996).”
BackgroundMethodResultInfluentialLearning how older adults undertake computer tasks
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“Translation of the task model into actions may also be problematic for older adults, since there are cognitive limitations on the time in which people can remember and execute a sequence of actions, and this is directly affected by speed of processing which declines with increasing age [8].”
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“Some studies indicate that the cause of such deficits is the decline of attentional resources ( Craik & Byrd, 1982 ), while others attribute them to the lack of efficient processes for inhibition of irrelevant information ( Hasher & Zacks, 1988 ), or a global reduction of cognitive speed ( Salthouse, 1996 ).”
BackgroundTemporal offset judgments for concurrent vowels by young, middle-aged, and older adults
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“This complaint may in part be justified by accounts of “cognitive slowing” (Salthouse, 1996).”
BackgroundLas aptitudes que se asocian al declive de la inteligencia: evidencias a partir del WAIS-III
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“Another theory (Salthouse 1988, 1996, 2000; Salthouse and Lichty 1985) invoked the notion of slowed or degraded signal processing, which is finding greater supportive evidence through the study of white matter microstructure.”
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“, 2001), the impact of PS on working memory capacity (Salthouse, 1996), and the interactions of working memory and attention on PS performance (Nikolas & Nigg, 2013).”
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“This phenomenon is consistent with the processing speed theory 86,87 , which states that ageing is associated with reducing the speed at which numerous processing operations can be executed.”
ResultContributions of distractor dwelling, skipping, and revisiting to age differences in visual search
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“This is in line with theories on slower processing speeds in older adults contributing to declines in cognitive task performance (T. Salthouse, 1996; T. A. Salthouse, 2000).”
Pulse Pressure Impairs Cognition via White Matter Disruption
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“…score, as measured by the reading-span task, and age were included as covariates in the RT analyses (after being decorrelated using R; R Core Team, 2022) as both variables have been shown to influence processing speed in bilingual language comprehension (cf. Salthouse, 1996; Payne et al., 2014).”
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“As an interpretation of the relationship between age and WM, it has been suggested that either there is a need for more time to actively handle information in WM, or there is a, increasing by age, deficit in inhibition control of irrelevant information (Salthouse, 1996).”
BackgroundKaat, A. J., McKenzie, F. J., Shields, R. H., LaForte, E. M., Coleman, J., Michalak, C., & Hessl, D. R. (2021) · Child Neuropsychology · doi:10.1080/09297049.2021.1938987 · Cited by 8
“It is foundational for many cognitive processes, such that improvements in other domains – especially working memory, attention, and other executive functions – require a sufficient prerequisite processing speed ability (Bauer et al., 2013; Mayes & Calhoun, 2007; Salthouse, 1996; Zelazo et al., 2013).”
BackgroundRISK AND UNCERTAINTY IN CONSUMER DECISION-MAKING: AN OVERVIEW OF PRINCIPLES AND PERSPECTIVES
Aljazzazen, S., & Balawi, A. (2022) · Modern Management Review · doi:10.7862/rz.2022.mmr.01 · Cited by 10
“Processing speed is also associated with working memory ability, and research also indicates that specific age-related cognitive performance changes are due to reductions in processing speed (Salthouse, 1996).”
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“…2017; Morrow et al., 2015), to date the most accepted position highlights a dissociation between the two constructs, suggesting that objective and subjective fatigue might be actually independent (Bailey et al., 2007; Bakirtzis et al., 2020; DeLuca, 2005b; Paul et al., 1998; Sandry et al., 2015).”
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“Moreover, with aging, some cognitive functions that are involved in dual-tasking declined such as processing speed [50], working memory [51] or executive”
BackgroundLewis, M. M., Waltz, C., Scelina, K., Scelina, L., Owen, K., Hastilow, K., Koop, M. M., Rosenfeldt, A. B., & Alberts, J. L. (2023) · Frontiers in Virtual Reality · doi:10.3389/frvir.2023.1261096 · Cited by 8
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“…memory (Kahana, Howard, Zaromb, & Wingfield, 2002; Kausler, 1994), slowing in a number of perceptual and cognitive operations (Cerella, 1994; Salthouse, 1996), reduced working memory resources (Bopp & Verhaeghen, 2005; Salthouse, 1994) and reduced efficiency in executive function and…”
Vance, D. E., Fazeli, P. L., Azuero, A., et al. (2024) · AIDS and Behavior · doi:10.1007/s10461-024-04409-9 · Cited by 7
“Third, according to Salthouse’s processing-speed theory [24] (orginally proposed by Birren, 1965 [25]), SOP slows with age [26], and such declines can occur at all stages of processing, from the speed at which information is encoded to the execution of a response [27, 28].”
MethodUnique Aspects of Psychotherapy With Older Adults
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“The most pervasive cognitive change with developmental aging is the slowing that occurs in all cognitive tasks where speed of response is a factor ( Salthouse, 1996 ).”
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“An estimation of crystallized intelligence was obtained through the Dutch Adult Reading test, which is the Dutch version of the National Adult Reading Test (NART; Schmand et al., 1992) and requires participants to read aloud a list of words, with irregular pronunciation.”
MethodAge-related decline and diagnostic performance of more and less prevalent clinical cases
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Effects of age, gender, and stimulus presentation period on visual short-term memory
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“A decline in processing speed is considered to be one of the reasons why older individuals have difficulty memorizing the geometric details of visual stimuli (Salthouse, 1996).”
BackgroundEffectiveness of a Heads-Up Adaptive Lane Deviation Warning System for Middle-Aged and Older Adults
Aksan, N. S., Sager, L. N., Lester, B. D., Hacker, S., Dawson, J. D., Anderson, S. W., & Rizzo, M. (2015) · International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design (Driving Assessment Conference) · doi:10.17077/drivingassessment.1604 · Cited by 7
“Processing speed is a key factor in cognitive aging (Salthouse, 1996) and speed related cognitive declines measured with tools such as the Useful Field of View (UFOV) (e.”
MethodToyoda, M., Yokota, Y., & Rodiek, S. D. (2016) · Journal of Behavioral and Brain Science · doi:10.4236/jbbs.2016.611040 · Cited by 8
“Decrease in information processing speed [5], decline of WM function [6] and decline of inhibitory control function [7] are considered to be the main factors in the age-related decline of executive function.”
BackgroundThe influence of training task stimuli on transfer effects of working memory training in aging
Cantarella, A., Borella, E., Carretti, B., Kliegel, M., Mammarella, N., Fairfield, B., & Béni, R. D. (2017) · Psychologie Française · doi:10.1016/j.psfr.2017.04.005 · Cited by 7
Individual differences in processing resources modulate bimanual interference in pointing
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“…the well-established knowledge on overall declining cognitive control resources in old age (e.g., Hasher & Zacks, 1988; Park & Reuter-Lorenz, 2009; Salthouse, 1996; West, 1996), it can be expected that bimanual coordination is critically challenged by limited processing resources in older adults.”
BackgroundBerger, N., Richards, A., & Davelaar, E. J. (2019) · Cognition & Emotion · doi:10.1080/02699931.2019.1567462 · Cited by 7
“These results of better vocabulary knowledge (Alwin & McCammon, 2001; Bowles, Grimm, & McArdle, 2005) and slower processing speed (Salthouse, 1996, 2000) in older than younger adults are consistent with typical findings in ageing research.”
ResultWirzberger, M., Schmidt, R., Georgi, M., Hardt, W., Brunnett, G., & Rey, G. D. (2019) · Scientific Reports · doi:10.1038/s41598-019-44718-x · Cited by 8
“With respect to memory performance, it is important to consider processes of decline associated with cognitive aging, such as a loss of cognitive speed 13,14 and impaired cognitive control when facing external interference 15 .”
BackgroundSanchez-Azanza, V. A., Penadés, R. L., & Adrover‐Roig, D. (2019) · Language Cognition and Neuroscience · doi:10.1080/23273798.2019.1706752 · Cited by 7
Lutz, O., Lizano, P. L., Mothi, S. S., Zeng, V., Hegde, R. R., Hoang, D. T., Henson, P., Brady, R. O., Tamminga, C. A., Pearlson, G. D., et al. (2020) · Schizophrenia Research · doi:10.1016/j.schres.2020.02.011 · Cited by 7
Different performance, full experience: a learning game applied throughout adulthood
Greipl, S., Moeller, K., Kiili, K. J. M., & Ninaus, M. (2020) · International Journal of Serious Games · doi:10.17083/ijsg.v7i3.359 · Cited by 7
Springer, A., Monsch, A. U., Dutilh, G., Coslovsky, M., Kievit, R., Bonati, L. H., Conen, D., Aeschbacher, S., Beer, J. H., Schwenkglenks, M. M., et al. (2020) · PLoS ONE · doi:10.1371/journal.pone.0240167 · Cited by 8
“Finally, the Digit Symbol Substitution Test (DSST) [22] allows to capture psychomotor speed, and performance is assumed to reflect the overall efficiency of cognitive operations [29, 30].”
MethodPaxton, J. L., Resch, Z. J., Cation, B., Lapitan-Moore, F., Obolsky, M. A., Calderone, V., Fink, J. W., Lee, R. C., Soble, J. R., & Pliskin, N. H. (2021) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803395.2021.1889989 · Cited by 7
Self-control in old age: A grounded theory study
Caorong, L. A. (2021) · Belitung Nursing Journal · doi:10.33546/bnj.1412 · Cited by 8
Insular Connectivity Is Associated With Self-Appraisal of Cognitive Function After a Concussion
Churchill, N. W., Hutchison, M. G., Graham, S. J., & Schweizer, T. A. (2021) · Frontiers in Neurology · doi:10.3389/fneur.2021.653442 · Cited by 8
“This likely reflects a general reduction in speed of information processing (33), which has a common neural substrate across different tasks (34).”
BackgroundMulti-trial free recall dynamics in preschool children and young adults
Kelly, A. J., & Beran, M. J. (2021) · Journal of Cognitive Psychology · doi:10.1080/20445911.2021.1977815 · Cited by 6
“This is similar to what is done in some aging research when older adults are given longer to encode items to account for age-related slowing (e.g. Salthouse, 1996).”
ResultEngelhardt, L., Goldhammer, F., Lüdtke, O., Köller, O., Baumert, J., & Carstensen, C. H. (2021) · Studies In Educational Evaluation · doi:10.1016/j.stueduc.2021.101069 · Cited by 10
“…perceptual speed was above the common factor negatively related to age, and the perceptual speed factor showed also in the four-dimensional model the strongest negative relation to age, which is in line with previous empirical findings (Lang et al., 2007; Salthouse, 1996; Zimprich & Martin, 2002).”
BackgroundResultRamzaoui, H., Faure, S., & Spotorno, S. (2021) · Quarterly Journal of Experimental Psychology · doi:10.1177/17470218211064887 · Cited by 7
“that compensates for slower information processing speed (Salthouse, 1996), slower eye”
BackgroundDong, S., Jin, Y. M., Bak, S., Yoon, B., & Jeong, J. (2021) · Electronics · doi:10.3390/electronics10233020 · Cited by 6
Locus coeruleus and dorsal cingulate morphology contributions to slowed processing speed
Eckert, M. A., Iuricich, F., Harris, K. C., Hamlett, E. D., Vazey, E. M., & Aston‐Jones, G. (2022) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2022.108449 · Cited by 6
Kattner, F., Fischer, M., Caling, A. L., Cremona, S., Ihle, A., Hodgson, T. L., & Föcker, J. (2023) · Journal of Cognitive Psychology · doi:10.1080/20445911.2023.2186771 · Cited by 7
“…no statistical e ff ect on serial recall, the blind participants ’ older age would have been expected to reduce (rather than enhance) performance in the serial recall task (e.g. Dobbs & Rule, 1989; Maylor et al., 1999; Salthouse, 1996), and thus have worked against their short-term memory advantage.”
BackgroundZuppichini, M. D., Sivakolundu, D. K., West, K. L., et al. (2023) · Multiple Sclerosis and Related Disorders · doi:10.1016/j.msard.2023.105074 · Cited by 7
Executive Functions, Processing Speed, and Memory Performance: Untangling the Age-related Effects
Saikia, B., & Tripathi, R. (2023) · Journal of Psychiatry Spectrum · doi:10.4103/jopsys.jopsys_13_23 · Cited by 7
Conway, M. A. (2000) · Springer eBooks · doi:10.1007/978-94-011-4373-8_1 · Cited by 7
Oral Diadokokinetic Rate - An Insight into Speech Motor Control
Devadiga, D. N., & Bhat, J. S. (2012) · Cited by 7
Sarmiento, E. L. P., Garzón, G. E. P., Orduz, M. A. M., et al. (2010) · Universitas Psychologica · doi:10.11144/javeriana.upsy9-3.pcme · Cited by 7
“Autores como Román y Sánchez (1998) y Salthouse (1996) formulan que este deterioro, se caracteriza por mayor demanda en el tiempo de procesamiento, manipulación y recuperación de la información, mientras que el volumen de almacenamiento podría no diferir significativamente del de un adulto joven.”
BackgroundInfluentialVision and intelligence at age 83 in the Lothian Birth Cohort 1921
Henderson, R. D., Allerhand, M., Patton, N., Pattie, A., Gow, A. J., Dhillon, B., Starr, J. M., & Deary, I. J. (2011) · Intelligence · doi:10.1016/j.intell.2011.02.005 · Cited by 7
Hsieh, S., & Wu, M. (2010) · Acta Psychologica · doi:10.1016/j.actpsy.2010.05.010 · Cited by 7
Falconer, E. K., Geffen, G. M., Olsen, S., & McFarland, K. A. (2006) · Brain Injury · doi:10.1080/02699050601049601 · Cited by 8
“Salthouse [41] also argues that the trade-off between loss of information and speed of relevant processing is relevant to the phonological loop component of Baddeley’s model.”
BackgroundResultInfluentialIndividual Differences in Subjective Organization and Verbal Learning in Old Age
Kurtz, T., & Zimprich, D. (2014) · Experimental Aging Research · doi:10.1080/0361073x.2014.956619 · Cited by 7
“Whether subjective organization is also related to executive control capacities, or to further basic cognitive abilities, such as processing speed (Salthouse, 1996), represents an important issue for future research in order to find explanations for individual differences in subjective organization and, thus, in verba…”
BackgroundMethodUttner, I., Schurig, N., Arnim, C. A. F. V., Lange‐Asschenfeldt, C., Tumani, H., & Riepe, M. W. (2010) · Journal of Neurology · doi:10.1007/s00415-010-5610-8 · Cited by 7
Ribaupierre, A. D. (2007) · L’Année psychologique · doi:10.4074/s0003503307002060 · Cited by 7
It's all in the Mind: Changing the Way we Think about Age
Edgar, L., & Bunker, D. (2013) · International Journal of Market Research · doi:10.2501/ijmr-2013-020 · Cited by 7
PROCESAMIENTO DE CLÁUSULAS RELATIVAS ANIDADAS, MEMORIA OPERATIVA Y ENVEJECIMIENTO
Gutiérrez, B. M. A., Véliz, M., Riffo, B., & ROA-URETA, R. (2014) · RLA. Revista de lingüística teórica y aplicada · doi:10.4067/s0718-48832014000100008 · Cited by 7
Extended cascade models of age and individual differences in children's fluid intelligence
Alwis, D. D., Hale, S., & Myerson, J. (2014) · Intelligence · doi:10.1016/j.intell.2014.05.008 · Cited by 7
“More specifically, Salthouse (1996) hypothesized that faster processing improves working memory by making it possible to complete necessary cognitive operations either when environmental constraints restrict the time that information is available (which he termed the limited-time mechanism), as…”
Background
Metadata
- Authors
- Salthouse, T. A.
- Affiliations
- Georgia Institute of Technology (US)
- Corresponding author
- Salthouse, Timothy A.
- Venue
- Psychological Review
- Published
- 1996
- Volume
- 103
- Issue
- 3
- Pages
- 403-428
- ISSN
- 0033-295X (ISSN-L)
- 1939-1471
- OpenAlex
- W2039752037
- Semantic Scholar
- 8ed819fe682efc79801d73e6343885be23d36fb8
- Cited by
- 5,902
- References
- 113
- Citations by year
- 2026: 269 · 2025: 251 · 2024: 232 · 2023: 214 · 2022: 217 · 2021: 273 · 2020: 240 · 2019: 296 · 2018: 280 · 2017: 273 · 2016: 284 · 2015: 309 · 2014: 267 · 2013: 266 · 2012: 283
- FWCI
- 81.40
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Review (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute on Aging (R37AG006826)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Aging and Gerontology Research
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- processing speed, age differences in cognition, fluid intelligence, cognitive aging
- MeSH terms
- Adolescent, Adult, Aged, Aged, 80 and over, Aging, Attention, Cognition, Female, Humans, Male, Middle Aged, Reaction Time
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