Spacing enhances the learning of natural concepts: an investigation of mechanisms, metacognition, and aging
Open accessAbstract
In two experiments, we examined spacing effects on the learning of bird families and metacognitive assessments of such learning. Results revealed that spacing enhanced learning beyond massed study. These effects were increased by presenting birds in pairs so as to highlight differences among families during study (Experiment 1). Self-allocated study time provided evidence that more attention was paid during spaced than during massed study and resulted in no age differences in learning (Experiment 2). Metacognitive measures revealed sensitivity to the processing advantage of spaced study and to differences in classification difficulty across categories. No difference occurred in monitoring accuracy for young versus older adults. These findings provide evidence for discrimination- and attention-based accounts of the spacing effect in natural concept learning.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Even when interleaving helps, it may seem counterproductive: most participants here and in prior studies judged blocked study as more effective.
“Importantly, however, even when interleaving is beneficial, it may seem counterproductive: The great majority of the participants in the present study, as well as those in prior studies (Kornell & Bjork, 2008;Kornell et al., 2010;Wahlheim et al., 2011;Zulkiply et al., 2012), judged that they had learned more effectively with blocked than with interleaved study.”
From Why interleaving enhances inductive learning: The roles of discrimination and retrieval (2013) · cites this paper as Wahlheim et al., 2011
The paper reports that a majority in Kornell et al. (2010) judged massed study more effective on posttest questionnaires. But Wahlheim et al.’s own Experiment 1 found category-learning judgments higher for spaced than massed study, so it does not support the claim that its participants predominantly judged blocked study more effective. (LLM, conf=0.86)
Experimental — accuracy not yet measuredAn interleaving effect was found, and simultaneous presentation of examples did not have an effect.
“Interleaving effect found; simultaneous presentation of examples did not have an effect.”
From A systematic review of interleaving as a concept learning strategy (2021) · cites this paper as Wahlheim et al. (2011)
Experiment 1’s Results and discussion report better classification after spaced than massed study and no overall difference between individually presented and paired examples. But they also report a significant interaction: spacing benefited classification in the paired group but not the singles group. Thus, saying simultaneous presentation had no effect omits an important qualification; Experiment 2 did not find the pairing benefit. (LLM, conf=0.88)
Experimental — accuracy not yet measuredParticipants were better able to recognise different bird species in pairs (Wahlheim et al., 2011a, b).
“Participants were better able to recognise different bird species in pairs.”
From Spacing and Interleaving Effects Require Distinct Theoretical Bases: a Systematic Review Testing the Cognitive Load and Discriminative-Contrast Hypotheses (2021) · cites this paper as Wahlheim et al. (2011a, b)
Experiment 1 Results and discussion (page unavailable) report that studying birds in pairs helped participants discriminate among bird families under spaced study, but the singles and pairs groups did not differ overall for novel birds. The General discussion (page unavailable) says the pairing benefit was not found for younger adults in Experiment 2. The claim overgeneralizes these conditional findings and calls family classification recognition of species. (LLM, conf=0.87)
Experimental — accuracy not yet measuredWahlheim et al. (2011) found that simultaneous presentation of different categories benefited inductive learning.
“Wahlheim et al. (2011) also found benefits of simultaneous presentation of different categories for inductive learning.”
From Why interleaving enhances inductive learning: The roles of discrimination and retrieval (2013) · cites this paper as Wahlheim et al. (2011)
The results of Experiment 1 supported the discriminative-contrast hypothesis: interrupting discrimination processing by inserting trivia questions between interleaved exemplars impaired inductive learning.
“The results were consistent with prior studies (Kang & Pashler, 2012;Wahlheim et al., 2011) in supporting the discriminative-contrast hypothesis: Interrupting discrimination processing, which was accomplished in the present experiment by inserting trivia questions between interleaved exemplars, impaired inductive learning, whereas interleaved order, the bottom row depicts four Fieldfare exemplars.”
From Why interleaving enhances inductive learning: The roles of discrimination and retrieval (2013) · cites this paper as Wahlheim et al., 2011
Wahlheim et al. (2011) found some evidence of reduced attention being paid to later items in blocked conditions.
“there was some evidence of reduced attention being paid to later items in the blocked conditions.”
From A systematic review of interleaving as a concept learning strategy (2021) · cites this paper as Wahlheim et al. (2011)
The attention-attenuation hypothesis suggests that blocking is inferior because attention dwindles when learners see repeated examples of the same type.
“The attention-attenuation hypothesis (Wahlheim, Dunlosky, and Jacoby, 2011) suggests that blocking is inferior because attention dwindles when learners see repeated examples of the same type”
From A systematic review of interleaving as a concept learning strategy (2021) · cites this paper as Wahlheim, Dunlosky, and Jacoby, 2011
A self-paced version of the experiment showed evidence of reduced attention on later trials.
“Self-paced version of Expt 1, showed evidence of reduced attention on later trials.”
From A systematic review of interleaving as a concept learning strategy (2021) · cites this paper as Wahlheim et al. (2011)
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The processing-speed theory of adult age differences in cognition
Salthouse, T. A. (1996) · Psychological Review · doi:10.1037/0033-295x.103.3.403 · Cited by 5,568 · cited 2× · see citing works
“Older adults typically show slower processing speed, as compared with young adults (e.g., Salthouse, 1996 ), and there are typically no age differences in metacognitive monitoring.”
Distributed practice in verbal recall tasks: A review and quantitative synthesis.
Cepeda, N. J., Pashler, H., Vul, E., Wixted, J. T., & Rohrer, D. (2006) · Psychological Bulletin · doi:10.1037/0033-2909.132.3.354 · Cited by 1,888 · cited 2× · see citing works
“This pattern of results was confirmed by a significant study × position interaction, F(5, 230) = 3.”
A comparison of current measures of the accuracy of feeling-of-knowing predictions
Nelson, T. O. (1984) · Psychological Bulletin · doi:10.1037/0033-2909.95.1.109 · Cited by 976 · see citing works
Learning Concepts and Categories: Is Spacing the “Enemy of Induction”?
Kornell, N., & Bjork, R. A. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02127.x · Cited by 602 · see citing works
The Psychology of Learning and Motivation
(2009) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/c2009-0-01769-3 · Cited by 341 · see citing works
Allocation of self-paced study time and the "labor-in-vain effect."
Nelson, T. O., & Leonesio, R. J. (1988) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037//0278-7393.14.4.676 · Cited by 332 · see citing works
Memory for grocery prices in younger and older adults: The role of schematic support.
Castel, A. D. (2005) · Psychology and Aging · doi:10.1037/0882-7974.20.4.718 · Cited by 291 · see citing works
Distributing and Managing the Conditions of Encoding and Practice
Dempster, F. N. (1996) · Elsevier eBooks · doi:10.1016/b978-012102570-0/50011-2 · Cited by 241 · see citing works
Dunlosky, J. T., & Hertzog, C. K. (2001) · Memory & Cognition · doi:10.3758/bf03194918 · Cited by 207 · see citing works
Self-citationCastel, A. D. (2007) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(07)48006-9 · Cited by 192 · see citing works
Age differences in the allocation of study time account for age differences in memory performance
Dunlosky, J. T., & Connor, L. T. (1997) · Memory & Cognition · doi:10.3758/bf03211311 · Cited by 182 · see citing works
Self-citationSpacing as the friend of both memory and induction in young and older adults.
Kornell, N., Castel, A. D., Eich, T. S., & Bjork, R. A. (2010) · Psychology and Aging · doi:10.1037/a0017807 · Cited by 179 · see citing works
Castel, A. D., Farb, N. A. S., & Craik, F. I. M. (2007) · Memory & Cognition · doi:10.3758/bf03193307 · Cited by 157 · see citing works
Older Adults Encode—But Do Not Always Use—Perceptual Details
Koutstaal, W. (2003) · Psychological Science · doi:10.1111/1467-9280.01441 · Cited by 156 · see citing works
Dunlosky, J. T., & Hertzog, C. K. (2000) · Psychology and Aging · doi:10.1037//0882-7974.15.3.462 · Cited by 155 · see citing works
Self-citationJacoby, L. L., Wahlheim, C. N., & Coane, J. H. (2010) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0020636 · Cited by 127 · see citing works
Self-citationQualitative age differences in memory for text: A life-span developmental perspective.
Adams, C. (1991) · Psychology and Aging · doi:10.1037//0882-7974.6.3.323 · Cited by 82 · see citing works
Concept learning with differing sequences of instances.
Kurtz, K. H., & Hovland, C. I. (1956) · Journal of Experimental Psychology · doi:10.1037/h0040295 · Cited by 60 · see citing works
The effect of sequence of presentation of similar items on the learning of paired associates.
Gagné, R. M. (1950) · Journal of Experimental Psychology · doi:10.1037/h0060804 · Cited by 54 · see citing works
Craik, F. I. M. (2005) · Psychology Press eBooks · doi:10.4324/9780203989418-21 · Cited by 51 · see citing works
Aging Effects on Prototype Abstraction and Concept Identification
Hess, T. M., & Slaughter, S. J. (1986) · Journal of Gerontology · doi:10.1093/geronj/41.2.214 · Cited by 34 · see citing works
Adult Age Differences in Function Concept Learning
Griego, J. A., & Kliegel, M. (2007) · Aging Neuropsychology and Cognition · doi:10.1080/13825580701442805 · Cited by 18 · see citing works
Sibley, D. A. (2002) · Cited by 3 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Dunlosky, J., Rawson, K. A., Marsh, E. J., Nathan, M. J., & Willingham, D. T. (2013) · Psychological Science in the Public Interest · doi:10.1177/1529100612453266 · Cited by 3,138 · see citing works
Self-citationSelf-Regulated Learning: Beliefs, Techniques, and Illusions
Bjork, R. A., Dunlosky, J., & Kornell, N. (2013) · Annual Review of Psychology · doi:10.1146/annurev-psych-113011-143823 · Cited by 1,468 · see citing works
Self-citationWhy interleaving enhances inductive learning: The roles of discrimination and retrieval
Birnbaum, M. S., Kornell, N., Bjork, E. L., & Bjork, R. A. (2013) · Memory & Cognition · doi:10.3758/s13421-012-0272-7 · Cited by 264 · see citing works
Interleaving Helps Students Distinguish among Similar Concepts
Rohrer, D. (2012) · Educational Psychology Review · doi:10.1007/s10648-012-9201-3 · Cited by 222 · see citing works
The science of effective learning with spacing and retrieval practice
Carpenter, S. K., Pan, S. C., & Butler, A. C. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00089-1 · Cited by 184 · see citing works
Carvalho, P. F., & Goldstone, R. L. (2014) · Memory & Cognition · doi:10.3758/s13421-013-0371-0 · Cited by 175 · see citing works
Yan, V. X., Bjork, E. L., & Bjork, R. A. (2016) · Journal of Experimental Psychology General · doi:10.1037/xge0000177 · Cited by 152 · see citing works
Kirk-Johnson, A., Galla, B. M., & Fraundorf, S. H. (2019) · Cognitive Psychology · doi:10.1016/j.cogpsych.2019.101237 · Cited by 156 · see citing works
Five Popular Study Strategies: Their Pitfalls and Optimal Implementations
Miyatsu, T., Nguyen, K., & McDaniel, M. A. (2018) · Perspectives on Psychological Science · doi:10.1177/1745691617710510 · Cited by 145 · see citing works
Why Forget? On the Adaptive Value of Memory Loss
Nørby, S. (2015) · Perspectives on Psychological Science · doi:10.1177/1745691615596787 · Cited by 136 · see citing works
Carvalho, P. F., & Goldstone, R. L. (2014) · Psychonomic Bulletin & Review · doi:10.3758/s13423-014-0676-4 · Cited by 127 · see citing works
Rohrer, D., Dedrick, R. F., & Burgess, K. (2014) · Psychonomic Bulletin & Review · doi:10.3758/s13423-014-0588-3 · Cited by 122 · see citing works
Toppino, T. C., & Gerbier, É. (2013) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/b978-0-12-800090-8.00004-4 · Cited by 116 · see citing works
The effects of interleaving versus blocking on foreign language pronunciation learning
Carpenter, S. K., & Mueller, F. E. (2013) · Memory & Cognition · doi:10.3758/s13421-012-0291-4 · Cited by 103 · see citing works
Kapler, I. V., Weston, T., & Wiseheart, M. (2015) · Learning and Instruction · doi:10.1016/j.learninstruc.2014.11.001 · Cited by 101 · see citing works
Zulkiply, N., & Burt, J. S. (2013) · Memory & Cognition · doi:10.3758/s13421-012-0238-9 · Cited by 92 · see citing works
Evidence‐based teaching: Tools and techniques that promote learning in the psychology classroom
Dunn, D. S., Saville, B. K., Baker, S. C., & Marek, P. (2013) · Australian Journal of Psychology · doi:10.1111/ajpy.12004 · Cited by 78 · see citing works
Spacing and induction: Application to exemplars presented as auditory and visual text
Zulkiply, N. B., McLean, J. P., Burt, J. S., & Bath, D. M. (2011) · Learning and Instruction · doi:10.1016/j.learninstruc.2011.11.002 · Cited by 70 · see citing works
Task repetition for language learning
DEKEYSER, R. M. (2018) · Task-based language teaching · doi:10.1075/tblt.11.01dek · Cited by 70 · see citing works
Foster, N. L., Mueller, M. L., Was, C., Rawson, K. A., & Dunlosky, J. (2019) · Memory & Cognition · doi:10.3758/s13421-019-00918-4 · Cited by 67 · see citing works
Self-citationCarvalho, P. F., & Goldstone, R. L. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00505 · Cited by 69 · see citing works
Self-regulated learning of a natural category: Do people interleave or block exemplars during study?
Tauber, S. K., Dunlosky, J. T., Rawson, K. A., Wahlheim, C. N., & Jacoby, L. L. (2012) · Psychonomic Bulletin & Review · doi:10.3758/s13423-012-0319-6 · Cited by 69 · see citing works
Self-citationVlach, H. A. (2014) · Child Development Perspectives · doi:10.1111/cdep.12079 · Cited by 66 · see citing works
A systematic review of interleaving as a concept learning strategy
Firth, J., Rivers, I., & Boyle, J. (2021) · Review of Education · doi:10.1002/rev3.3266 · Cited by 65 · see citing works
Chen, O., Paas, F., & Sweller, J. (2021) · Educational Psychology Review · doi:10.1007/s10648-021-09613-w · Cited by 62 · see citing works
“Generally, research has shown that interleaved practice is superior to blocked practice (e.g., Kang & Pashler, 2012; Kornell & Bjork, 2008; Taylor & Rohrer, 2010; Rohrer & Taylor, 2007; Shea &Morgan, 1979; Wahlheim et al., 2011a, b).”
BackgroundRichler, J. J., & Palmeri, T. J. (2013) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1268 · Cited by 65 · see citing works
A comparison of adaptive and fixed schedules of practice.
Mettler, E. W., Massey, C. M., & Kellman, P. J. (2016) · Journal of Experimental Psychology General · doi:10.1037/xge0000170 · Cited by 63 · see citing works
People mind wander more during massed than spaced inductive learning.
Metcalfe, J., & Xu, J. (2016) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/xlm0000216 · Cited by 62 · see citing works
Interleaved presentation benefits science category learning.
Eglington, L. G., & Kang, S. H. K. (2017) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2017.07.005 · Cited by 72 · see citing works
Spacing Simultaneously Promotes Multiple Forms of Learning in Children's Science Curriculum
Gluckman, M., Vlach, H. A., & Sandhofer, C. M. (2014) · Applied Cognitive Psychology · doi:10.1002/acp.2997 · Cited by 57 · see citing works
Interleaved practice enhances memory and problem-solving ability in undergraduate physics
Samani, J., & Pan, S. C. (2021) · npj Science of Learning · doi:10.1038/s41539-021-00110-x · Cited by 63 · see citing works
Wahlheim, C. N., Finn, B., & Jacoby, L. L. (2012) · Memory & Cognition · doi:10.3758/s13421-011-0180-2 · Cited by 53 · see citing works
Self-citationDignam, J. K., Rodriguez, A. D., & Copland, D. A. (2015) · PM&R · doi:10.1016/j.pmrj.2015.06.010 · Cited by 54 · see citing works
Effects of interleaved and blocked study on delayed test of category learning generalization
Carvalho, P. F., & Goldstone, R. L. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00936 · Cited by 53 · see citing works
Does Strategy Training Reduce Age-Related Deficits in Working Memory?
Bailey, H. R., Dunlosky, J., & Hertzog, C. (2014) · Gerontology · doi:10.1159/000356699 · Cited by 49 · see citing works
Self-citationKoval, N. G. (2019) · Applied Psycholinguistics · doi:10.1017/s0142716419000158 · Cited by 49 · see citing works
Optimal sequencing during category learning: Testing a dual-learning systems perspective
Noh, S. M., Yan, V. X., Bjork, R. A., & Maddox, W. T. (2016) · Cognition · doi:10.1016/j.cognition.2016.06.007 · Cited by 48 · see citing works
“Sharon M. Noh a,⇑, Veronica X. Yan b, Robert A. Bjork b, W. Todd Maddox a aUniversity of Texas, Austin, United States bUniversity of California, Los Angeles, United States a r t i c l e i n f o Article history: Received 11 May 2015 Revised 10 June 2016 Accepted 14 June 2016 Available online 22 June 2016 Keywords: Cate…”
BackgroundAdaptive response-time-based category sequencing in perceptual learning
Mettler, E. W., & Kellman, P. J. (2014) · Vision Research · doi:10.1016/j.visres.2013.12.009 · Cited by 44 · see citing works
Spacing Effects on Learning and Memory ☆
Carpenter, S. K. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-809324-5.21054-7 · Cited by 45 · see citing works
Category learning judgments in the classroom: Can students judge how well they know course topics?
Hartwig, M. K., & Dunlosky, J. T. (2016) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2016.12.002 · Cited by 40 · see citing works
Self-citationTesting prepares students to learn better: The forward effect of testing in category learning.
Lee, H. S., & Ahn, D. (2017) · Journal of Educational Psychology · doi:10.1037/edu0000211 · Cited by 39 · see citing works
Kirchoff, B. K., Delaney, P. F., Horton, M., & Dellinger-Johnston, R. (2014) · CBE—Life Sciences Education · doi:10.1187/cbe.13-11-0224 · Cited by 38 · see citing works
When Does Interleaving Practice Improve Learning?
Carvalho, P. F., & Goldstone, R. L. (2019) · Cambridge University Press eBooks · doi:10.1017/9781108235631.017 · Cited by 35 · see citing works
Mixing topics while studying does not enhance learning.
Hausman, H., & Kornell, N. (2014) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2014.03.003 · Cited by 33 · see citing works
Diminished But Not Forgotten: Effects of Aging on Magnitude of Spacing Effect Benefits
Simone, P. M., Bell, M. C., & Cepeda, N. J. (2012) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbs096 · Cited by 31 · see citing works
Macaluso, J. A., Beuford, R. R., & Fraundorf, S. H. (2022) · Journal of Intelligence · doi:10.3390/jintelligence10040083 · Cited by 31 · see citing works
Equal spacing and expanding schedules in children’s categorization and generalization
Vlach, H. A., Sandhofer, C. M., & Bjork, R. A. (2014) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2014.01.004 · Cited by 29 · see citing works
An In Vivo Study of Self-Regulated Study Sequencing in Introductory Psychology Courses
Carvalho, P. F., Braithwaite, D. W., de Leeuw, J. R., Motz, B. A., & Goldstone, R. L. (2016) · PLoS ONE · doi:10.1371/journal.pone.0152115 · Cited by 32 · see citing works
Effects of inductive learning and gamification on news veracity discernment.
Modirrousta-Galian, A., Higham, P. A., & Seabrooke, T. (2023) · Journal of Experimental Psychology Applied · doi:10.1037/xap0000458 · Cited by 29 · see citing works
The advantage of mixing examples in inductive learning: a comparison of three hypotheses
Guzman-Munoz, F. J. (2017) · Educational Psychology · doi:10.1080/01443410.2015.1127331 · Cited by 22 · see citing works
“Their results however failed to show this interaction in marked contrast to those of Wahlheim et al. (2011).”
BackgroundMethodResultInfluentialThe acquisition of Boolean concepts
Goodwin, G. P., & Johnson-Laird, P. N. (2013) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2013.01.007 · Cited by 23 · see citing works
Do students think that difficult or valuable materials should be restudied sooner rather than later?
Cohen, M. S., Yan, V. X., Halamish, V., & Bjork, R. A. (2013) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0032425 · Cited by 23 · see citing works
Anderson, S., Jamniczky, H. A., Krigolson, O. E., Coderre, S., & Hecker, K. G. (2019) · npj Science of Learning · doi:10.1038/s41539-019-0050-4 · Cited by 23 · see citing works
A Review of the Application of Distributed Practice Principles to Naming Treatment in Aphasia
Middleton, E. L., Schuchard, J., & Rawson, K. A. (2020) · Topics in Language Disorders · doi:10.1097/tld.0000000000000202 · Cited by 22 · see citing works
The easy-to-hard training advantage with real-world medical images
Roads, B. D., Xu, B., Robinson, J. K., & Tanaka, J. W. (2018) · Cognitive Research Principles and Implications · doi:10.1186/s41235-018-0131-6 · Cited by 22 · see citing works
The role of attentional fluctuation during study in recollecting episodic changes at test
Garlitch, S. M., & Wahlheim, C. N. (2020) · Memory & Cognition · doi:10.3758/s13421-020-01018-4 · Cited by 21 · see citing works
Self-citationExploring the necessary conditions for observing interleaved practice benefits in math learning
Mielicki, M. K., & Wiley, J. (2022) · Learning and Instruction · doi:10.1016/j.learninstruc.2022.101583 · Cited by 22 · see citing works
Enhancing Cognitive Fitness in Adults
Hartman-Stein, P. E., & Rue, A. L. (2011) · Springer eBooks · doi:10.1007/978-1-4419-0636-6 · Cited by 40 · see citing works
Blocking as a friend of induction in verbal category learning
Sorensen, L. J., & Woltz, D. J. (2016) · Memory & Cognition · doi:10.3758/s13421-016-0615-x · Cited by 20 · see citing works
The contribution of classroom exams to formative evaluation of concept-level knowledge
Rivers, M. L., Dunlosky, J. T., & Joynes, R. L. (2019) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2019.101806 · Cited by 20 · see citing works
Self-citationDo people use category-learning judgments to regulate their learning of natural categories?
Morehead, K., Dunlosky, J. T., & Foster, N. L. (2017) · Memory & Cognition · doi:10.3758/s13421-017-0729-9 · Cited by 18 · see citing works
Self-citationAnderson, S. Y. C., Ong, W. S. Y., & Momsen, J. L. (2020) · Chemistry Education Research and Practice · doi:10.1039/c9rp00252a · Cited by 19 · see citing works
Temporal dynamics of categorization: forgetting as the basis of abstraction and generalization
Vlach, H. A., & Kalish, C. W. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01021 · Cited by 17 · see citing works
Memory Enhancement Strategies: What Works Best for Obtaining Memory Goals?
Dunlosky, J. T., Bailey, H. R., & Hertzog, C. K. (2011) · Springer eBooks · doi:10.1007/978-1-4419-0636-6_1 · Cited by 17 · see citing works
Self-citationDiurnal oscillation of vocal development associated with clustered singing by juvenile songbirds
Ohgushi, E., Mori, C., & Wada, K. (2015) · Journal of Experimental Biology · doi:10.1242/jeb.115105 · Cited by 16 · see citing works
Learning Object Names at Different Hierarchical Levels Using Cross‐Situational Statistics
Chen, C., Zhang, Y., & Yu, C. (2017) · Cognitive Science · doi:10.1111/cogs.12516 · Cited by 16 · see citing works
Learning relational concepts from within- versus between-category comparisons.
Corral, D., Kurtz, K. J., & Jones, M. (2018) · Journal of Experimental Psychology General · doi:10.1037/xge0000517 · Cited by 16 · see citing works
A Computational Model of Context‐Dependent Encodings During Category Learning
Carvalho, P. F., & Goldstone, R. L. (2022) · Cognitive Science · doi:10.1111/cogs.13128 · Cited by 17 · see citing works
Category structure modulates interleaving and blocking advantage in inductive category acquisition
Carvalho, P. F., & Goldstone, R. L. (2012) · eScholarship (California Digital Library) · Cited by 14 · see citing works
Visual category learning: Navigating the intersection of rules and similarity
Hughes, G. I., & Thomas, A. K. (2021) · Psychonomic Bulletin & Review · doi:10.3758/s13423-020-01838-0 · Cited by 17 · see citing works
Is Concept Appraisal Modulated by Procedural or Declarative Manipulations?
Thorne, S. R., Smortchkova, J., Quilty‐Dunn, J., Shea, N. J., & Hampton, J. A. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.774629 · Cited by 14 · see citing works
Learning to avoid biased reasoning: effects of interleaved practice and worked examples
van Peppen, L. M., Verkoeijen, P. P. J. L., Kolenbrander, S. V., Heijltjes, A. E. G., Janssen, E. M., & van Gog, T. (2021) · Journal of Cognitive Psychology · doi:10.1080/20445911.2021.1890092 · Cited by 16 · see citing works
Motz, B. A., Fyfe, E. R., & Guba, T.-P. (2022) · Journal of Applied Research in Memory and Cognition · doi:10.1037/mac0000053 · Cited by 17 · see citing works
Category similarity affects study choices in self-regulated learning
Lu, X., Penney, T. B., & Kang, S. H. K. (2020) · Memory & Cognition · doi:10.3758/s13421-020-01074-w · Cited by 15 · see citing works
Metacognitive monitoring during category learning: how success affects future behaviour
Doyle, M. E., & Hourihan, K. L. (2015) · Memory · doi:10.1080/09658211.2015.1086805 · Cited by 14 · see citing works
Thomas, R. C., Finn, B., & Jacoby, L. L. (2015) · Metacognition and Learning · doi:10.1007/s11409-015-9144-4 · Cited by 14 · see citing works
Self-citationUsing Interleaving to Promote Inductive Learning in Educational Contexts
Richter, T., Nemeth, L., Berger, R., Ferri, R. B., Hänze, M., & Lipowsky, F. (2022) · Zeitschrift für Entwicklungspsychologie und Pädagogische Psychologie · doi:10.1026/0049-8637/a000260 · Cited by 13 · see citing works
Millikan’s consistency testers and the cultural evolution of concepts
Shea, N. J. (2023) · Evolutionary Linguistic Theory · doi:10.1075/elt.00048.she · Cited by 13 · see citing works
Learning melodic musical intervals: To block or to interleave?
Wong, S. S. H., Chen, S., & Lim, S. W. H. (2020) · Psychology of Music · doi:10.1177/0305735620922595 · Cited by 14 · see citing works
Not just stimuli structure: Sequencing effects in category learning vary by task demands.
Yan, V. X., & Schuetze, B. A. (2021) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2021.09.004 · Cited by 13 · see citing works
Study preferences for exemplar variability in self-regulated category learning
Wahlheim, C. N., & DeSoto, K. A. (2016) · Memory · doi:10.1080/09658211.2016.1152378 · Cited by 12 · see citing works
Self-citationInductive learning: Does interleaving exemplars affect long‐term retention?
Zulkiply, N., & Burt, J. S. (2013) · Malaysian Journal of Learning and Instruction · doi:10.32890/mjli.10.2013.7655 · Cited by 11 · see citing works
Yan, T., & Zhou, D. (2023) · System · doi:10.1016/j.system.2023.103049 · Cited by 13 · see citing works
Training of rock classifications: The use of computer images versus physical rock samples
Meagher, B. J., Cataldo, K., Douglas, B. J., McDaniel, M. A., & Nosofsky, R. M. (2018) · Journal of Geoscience Education · doi:10.1080/10899995.2018.1465756 · Cited by 11 · see citing works
The Influence of Presentation Order on Category Transfer
Mathy, F., & Feldman, J. (2016) · Experimental Psychology (formerly Zeitschrift für Experimentelle Psychologie) · doi:10.1027/1618-3169/a000312 · Cited by 11 · see citing works
The impact of training sequence and between-category similarity on unsupervised induction
Clapper, J. P. (2014) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2014.981553 · Cited by 10 · see citing works
Tauber, S. K., & Dunlosky, J. T. (2014) · Acta Psychologica · doi:10.1016/j.actpsy.2014.11.011 · Cited by 10 · see citing works
Self-citationThe benefit of interleaved presentation in category learning is independent of working memory
Wang, J., Liu, Z., Xing, Q., & Seger, C. A. (2020) · Memory · doi:10.1080/09658211.2019.1705490 · Cited by 10 · see citing works
Pan, S. C., Flores, S. R., Kaku, M. E., & Lai, W. H. E. (2024) · Learning and Instruction · doi:10.1016/j.learninstruc.2024.102045 · Cited by 9 · see citing works
Boser, J., Scherer, S., Kuchta, K., Wenzel, S. F. C., & Horz, H. (2016) · Psychology Learning & Teaching · doi:10.1177/1475725716686452 · Cited by 9 · see citing works
A Systematic Review of Interleaving as a Concept Learning Strategy
Firth, J., Rivers, I., & Boyle, J. (2019) · Social Science Protocols · doi:10.7565/ssp.2019.2650 · Cited by 8 · see citing works
Pan, S. C., Yu, L., Hong, Y., Wong, M. J., Selvarajan, G., & Kaku, M. E. (2024) · Learning and Individual Differences · doi:10.1016/j.lindif.2024.102603 · Cited by 8 · see citing works
Chong, C.-H., & Yeo, K. J. (2015) · Mediterranean Journal of Social Sciences · doi:10.5901/mjss.2016.v7n1p517 · Cited by 8 · see citing works
Tullis, J. G., & Goldstone, R. L. (2016) · Cognitive Research Principles and Implications · doi:10.1186/s41235-016-0028-1 · Cited by 8 · see citing works
The Complexities of Learning Categories Through Comparisons
Higgins, E. J. (2016) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/bs.plm.2016.11.002 · Cited by 7 · see citing works
Zulkiply, N. B. (2013) · Procedia - Social and Behavioral Sciences · doi:10.1016/j.sbspro.2013.10.228 · Cited by 7 · see citing works
Metacognitive Illusion in Category Learning: Contributions of Processing Fluency and Beliefs
Wang, J., & Xing, Q. (2019) · Advances in Cognitive Psychology · doi:10.5709/acp-0260-3 · Cited by 8 · see citing works
Michal, A. L., Fansher, M., Sun, X., Zhang, H., & Shah, P. (2022) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199841332.013.7 · Cited by 7 · see citing works
The relationship between interleaving and variability effects: a cognitive load theory perspective
Chen, O., Retnowati, E., Castro-Alonso, J. C., Paas, F., & Sweller, J. (2023) · Education Sciences · doi:10.3390/educsci13111138 · Cited by 11 · see citing works
Concurrent Dynamics of Category Learning and Metacognitive Judgments
Žauhar, V., Bajšanski, I., & Domijan, D. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01473 · Cited by 6 · see citing works
- Authors
- Wahlheim, C. N., Dunlosky, J., & Jacoby, L. L.
- Affiliations
- Washington University in St. Louis (US)
- Kent State University (US)
- Corresponding author
- Wahlheim, Christopher N.
- Venue
- Memory & Cognition
- Published
- 2011-01-07
- Volume
- 39
- Issue
- 5
- Pages
- 750-763
- ISSN
- 0090-502X (ISSN-L)
- 1532-5946
- PMC
- PMC3085105
- OpenAlex
- W2159313072
- Cited by
- 172
- References
- 23
- Citations by year
- 2026: 9 · 2025: 8 · 2024: 12 · 2023: 9 · 2022: 14 · 2021: 11 · 2020: 10 · 2019: 12 · 2018: 9 · 2017: 6 · 2016: 16 · 2015: 16 · 2014: 16 · 2013: 13 · 2012: 8
- FWCI
- 6.12
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Memory & Cognition (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- NC Digital Online Collection of Knowledge and Scholarship (The University of North Carolina at Greensboro) (submittedVersion)
- Funders
- James S. McDonnell Foundation
- National Institute on Aging (T32AG000030)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- spacing effect, bird families, metacognition, aging, attention, discrimination learning, monitoring accuracy
- MeSH terms
- Adult, Aged, Aging, Animals, Association Learning, Attention, Concept Formation, Discrimination Learning, Female, Humans, Judgment, Male, Middle Aged, Pattern Recognition, Visual, Practice, Psychological, Mental Recall, Passeriformes
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review