The acquisition of robust and flexible cognitive skills.
Open accessAbstract
The authors introduce a model of skill acquisition that incorporates elements of both traditional models and models based on embedded cognition by striking a balance between top-down and bottom-up control. A knowledge representation is used in which pre- and postconditions are attached to actions. This model captures improved performance due to learning not only in terms of shorter solution times and lower error rates during the task but also in an increased flexibility to solve similar problems and robustness against unexpected events. In 3 experiments using a complex aviation task, the authors contrasted instructions that explicitly stated pre- and postconditions with conventional instructions that did not. The instructions with pre- and postconditions led to better and more robust performance than other instructions, especially on problems that required transfer. The parameters of the model were estimated to obtain a quantitative fit of the results of Experiment 1, which was then successfully used to predict the results of Experiments 2 and 3.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
Taatgen et al.'s (2008) ACT-R model shows how behavioral control shifts from an internal, declarative task representation to environmental cues when acquiring a new action routine.
“Taatgen et al. (2008) developed a model within the ACT-R (adaptive control of thoughtrational) cognitive architecture that shows how behavioral control shifts from an internal, declarative task representation to environmental cues when acquiring a new action routine.”
From Psychology of Habit. (2016) · cites this paper as Taatgen et al. 2008
With practice, explicit memory retrieval is gradually transformed into a process by which perceptual cues trigger the relevant action directly.
“With practice, explicit memory retrieval is gradually transformed into a process by which perceptual cues trigger the relevant action directly.”
From Psychology of Habit. (2016) · cites this paper as Taatgen et al. 2008
Cites
STRIPS: A New Approach to the Application of Theorem Proving to Problem Solving
Fikes, R. E., & Nilsson, N. J. (1971) · Artificial Intelligence · doi:10.1016/0004-3702(71)90010-5 · Cited by 4,882 · see citing works
Intelligence without representation
Brooks, R. A. (1991) · Artificial Intelligence · doi:10.1016/0004-3702(91)90053-m · Cited by 4,853 · see citing works
(1991) · Choice Reviews Online · doi:10.5860/choice.28-5376 · Cited by 4,217 · see citing works
The Psychology of Human-Computer Interaction
Card, S. K., Moran, T. P., & Newell, A. (2018) · CRC Press eBooks · doi:10.1201/9780203736166 · Cited by 4,103 · see citing works
Acquisition of cognitive skill
Anderson, J. R. (1982) · Psychological Review · doi:10.1037/0033-295x.89.4.369 · Cited by 3,663 · see citing works
Self-citationThe Psychology of Everyday Things
Massaro, D. W., & Norman, D. A. (1990) · The American Journal of Psychology · doi:10.2307/1423268 · Cited by 3,475 · see citing works
Some Philosophical Problems from the Standpoint of Artificial Intelligence
McCarthy, J., & Hayes, P. J. (1981) · Elsevier eBooks · doi:10.1016/b978-0-934613-03-3.50033-7 · Cited by 3,296 · see citing works
The Cambridge Handbook of Expertise and Expert Performance
Ericsson, K. A., Charness, N. H., Feltovich, P. J., Hoffman, R. R., Michelene, T. H., Hunt, E., Prietula, M. J., Amirault, R. J., Branson, R. K., Buchanan, B. G., et al. (2006) · Cambridge University Press eBooks · doi:10.1017/cbo9780511816796 · Cited by 3,160 · see citing works
Being There: Putting Brain, Body and World Together Again.
van Gelder, T., & Clark, A. (1998) · The Philosophical Review · doi:10.2307/2998391 · Cited by 3,131 · see citing works
An Integrated Theory of the Mind.
Anderson, J. R., Bothell, D., Byrne, M. D., Douglass, S., Lebiere, C. J., & Qin, Y. (2004) · Psychological Review · doi:10.1037/0033-295x.111.4.1036 · Cited by 3,048 · see citing works
Self-citationCognitive Skills and Their Acquisition
Anderson, J. R. (2013) · Psychology Press eBooks · doi:10.4324/9780203728178 · Cited by 2,926 · see citing works
Self-citationBeing there: putting brain, body, and world together again
(1997) · Choice Reviews Online · doi:10.5860/choice.34-6204 · Cited by 2,631 · see citing works
Perception and Action Planning
Prinz, W. (1997) · European Journal of Cognitive Psychology · doi:10.1080/713752551 · Cited by 2,013 · see citing works
How a Cockpit Remembers Its Speeds
Hutchins, E. (1995) · Cognitive Science · doi:10.1207/s15516709cog1903_1 · Cited by 1,880 · cited 1× · see citing works
“This offers a solution to what many have indicated as an ignored aspect of problem solving: Information is in the world as well as in the head (e.g., Brooks, 1991; Clark, 1997; Hutchins, 1995).”
BackgroundOn Distinguishing Epistemic from Pragmatic Action
Kirsh, D., & Maglio, P. (1994) · Cognitive Science · doi:10.1207/s15516709cog1804_1 · Cited by 1,641 · see citing works
Mechanisms of skill acquisition and the law of practice
Newell, A., & Rosenbloom, P. S. (2018) · Figshare · doi:10.1184/r1/6607196 · Cited by 1,501 · see citing works
How Can the Human Mind Occur in the Physical Universe?
Anderson, J. R. (2007) · doi:10.1093/acprof:oso/9780195324259.001.0001 · Cited by 1,483 · see citing works
Self-citationControl of Cognitive Processes: Attention and Performance XVIII
Monsell, S., & Driver, J. (2000) · UCL Discovery (University College London) · Cited by 1,451 · see citing works
The psychology of human-computer interaction
Huesmann, L. R., Card, S. K., Moran, T. P., & Newell, A. (1984) · The American Journal of Psychology · doi:10.2307/1422176 · Cited by 1,177 · see citing works
The Roles of Vision and Eye Movements in the Control of Activities of Daily Living
Land, M. F., Mennie, N. R., & Rusted, J. M. (1999) · Perception · doi:10.1068/p2935 · Cited by 1,096 · see citing works
Skill acquisition: Compilation of weak-method problem situations.
Anderson, J. R. (1987) · Psychological Review · doi:10.1037/0033-295x.94.2.192 · Cited by 1,022 · see citing works
Self-citationKirsh, D. (1995) · Artificial Intelligence · doi:10.1016/0004-3702(94)00017-u · Cited by 956 · see citing works
Feigenbaum, E. A., & Feldman, J. (1963) · Cited by 919 · see citing works
How persuasive is a good fit? A comment on theory testing.
Roberts, S., & Pashler, H. (2000) · Psychological Review · doi:10.1037/0033-295x.107.2.358 · Cited by 879 · see citing works
Vinkhuyzen, R. E., Verschure, P. F. M. J., & Newell, A. (1994) · The American Journal of Psychology · doi:10.2307/1422886 · Cited by 831 · see citing works
GPS, A PROGRAM THAT SIMULATES HUMAN THOUGHT
Newell, A., & Simon, H. A. (1988) · Elsevier eBooks · doi:10.1016/b978-1-4832-1446-7.50040-6 · Cited by 819 · see citing works
Object-based attention in the primary visual cortex of the macaque monkey
Roelfsema, P. R., Lamme, V. A. F., & Spekreijse, H. (1998) · Nature · doi:10.1038/26475 · Cited by 814 · see citing works
Two Approaches to the Study of Experts' Characteristics
Michelene, T. H. (2006) · Cambridge University Press eBooks · doi:10.1017/cbo9780511816796.002 · Cited by 743 · see citing works
Threaded cognition: An integrated theory of concurrent multitasking.
Salvucci, D. D., & Taatgen, N. (2008) · Psychological Review · doi:10.1037/0033-295x.115.1.101 · Cited by 669 · see citing works
Self-citationFitts, P. M. (1964) · Elsevier eBooks · doi:10.1016/b978-1-4832-3145-7.50016-9 · Cited by 662 · see citing works
Visual memory and motor planning in a natural task
Hayhoe, M., Shrivastava, A., Mruczek, R. E. B., & Pelz, J. B. (2003) · Journal of Vision · doi:10.1167/3.1.6 · Cited by 585 · see citing works
Virtually Perfect Time Sharing in Dual-Task Performance: Uncorking the Central Cognitive Bottleneck
Schumacher, E. H., Seymour, T. L., Glass, J. M., Fencsik, D. E., Lauber, E. J., Kieras, D. E., & Meyer, D. E. (2001) · Psychological Science · doi:10.1111/1467-9280.00318 · Cited by 518 · see citing works
A THEORY OF THE ACQUISITION OF SPEED-SKILL∗
CROSSMAN, E. R. F. W. (1959) · Ergonomics · doi:10.1080/00140135908930419 · Cited by 517 · see citing works
Melton, A. W. (1964) · Defense Technical Information Center (DTIC) · Cited by 501 · see citing works
The role of a mental model in learning to operate a device
Kieras, D. E., & Bovair, S. (1984) · Cognitive Science · doi:10.1016/s0364-0213(84)80003-8 · Cited by 484 · see citing works
Indexical understanding of instructions
Glenberg, A. M., & Robertson, D. A. (1999) · Discourse Processes · doi:10.1080/01638539909545067 · Cited by 430 · see citing works
Botvinick, M., & Plaut, D. C. (2004) · Psychological Review · doi:10.1037/0033-295x.111.2.395 · Cited by 362 · see citing works
Complex Information Processing
(2013) · Psychology Press eBooks · doi:10.4324/9780203761618 · Cited by 265 · see citing works
Simultaneous dual-task performance reveals parallel response selection after practice.
Hazeltine, E., Teague, D., & Ivry, R. B. (2002) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.28.3.527 · Cited by 200 · see citing works
Why do children learn to say “Broke”? A model of learning the past tense without feedback
Taatgen, N. A., & Anderson, J. R. (2002) · Cognition · doi:10.1016/s0010-0277(02)00176-2 · Cited by 175 · see citing works
Self-citationAustin, J. L., & Urmson, J. O. (1963) · Cited by 175 · see citing works
Larkin, J. H. (1989) · doi:10.4324/9780203761618-19 · Cited by 175 · see citing works
Production Compilation: A Simple Mechanism to Model Complex Skill Acquisition
Taatgen, N., & Lee, F. J. (2003) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1518/hfes.45.1.61.27224 · Cited by 169 · see citing works
Self-citationKieras, D. E., Meyer, D. E., Ballas, J. A., & Lauber, E. J. (2000) · Cited by 89 · see citing works
Anderson, J. R., Taatgen, N. A., & Byrne, M. D. (2005) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.31.4.749 · Cited by 84 · see citing works
Self-citationTaatgen, N. (2005) · Cognitive Science · doi:10.1207/s15516709cog0000_23 · Cited by 76 · see citing works
Self-citationAcquisition of procedures: The effects of example elaborations and active learning exercises
Catrambone, R., & Yuasa, M. (2006) · Learning and Instruction · doi:10.1016/j.learninstruc.2006.02.002 · Cited by 52 · see citing works
Implicit and explicit learning in ACT-R
Lebiere, C. J., Wallach, D., & Taatgen, N. A. (1998) · CogPrints (University of Southampton) · Cited by 45 · see citing works
Self-citationTaatgen, N. A. (2007) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195189193.003.0025 · Cited by 27 · see citing works
Self-citationDifficult Access: The Impact of Recall Steps on Flight Management System Errors
Fennell, K., Sherry, L., Ralph J. Roberts, Jr., & Feary, M. (2006) · International Journal of Aviation Psychology · doi:10.1207/s15327108ijap1602_4 · Cited by 18 · see citing works
Flagged first, then by citations
2 of the 52 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Wood, W., & Rünger, D. (2016) · Annual Review of Psychology · doi:10.1146/annurev-psych-122414-033417 · Cited by 1,445 · see citing works
The nature and transfer of cognitive skills
Taatgen, N. A. (2013) · Psychological Review · doi:10.1037/a0033138 · Cited by 288 · see citing works
Self-citationCEO cognitive flexibility, information search, and organizational ambidexterity
Kiss, A. N., Libaers, D. P., Barr, P. S., Wang, T., & Zachary, M. A. (2020) · Strategic Management Journal · doi:10.1002/smj.3192 · Cited by 180 · see citing works
The Effectiveness of Airline Pilot Training for Abnormal Events
Casner, S. M., Geven, R. W., & Williams, K. T. (2012) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720812466893 · Cited by 134 · see citing works
Using the ACT-R architecture to specify 39 quantitative process models of decision making
Marewski, J. N., & Mehlhorn, K. (2011) · Judgment and Decision Making · doi:10.1017/s1930297500002473 · Cited by 110 · see citing works
Goal-directed control and its antipodes
Dayan, P. (2009) · Neural Networks · doi:10.1016/j.neunet.2009.03.004 · Cited by 93 · see citing works
Do we really become smarter when our fluid-intelligence test scores improve?
Hayes, T. R., Petrov, A. A., & Sederberg, P. B. (2015) · Intelligence · doi:10.1016/j.intell.2014.10.005 · Cited by 93 · see citing works
THE PRACTICAL INTELLIGENCE OF ENTREPRENEURS: ANTECEDENTS AND A LINK WITH NEW VENTURE GROWTH
Baum, J. R., Bird, B., & Singh, S. (2011) · Personnel Psychology · doi:10.1111/j.1744-6570.2011.01214.x · Cited by 90 · see citing works
Simple substrates for complex cognition
Dayan, P. (2008) · Frontiers in Neuroscience · doi:10.3389/neuro.01.031.2008 · Cited by 83 · see citing works
The Aha! Experience: Insight and Discontinuous Learning in Product Usage
Lakshmanan, A., & Krishnan, H. S. (2011) · Journal of Marketing · doi:10.1509/jm.10.0348 · Cited by 80 · see citing works
A Transfer-in-Pieces Consideration of the Perception of Structure in the Transfer of Learning
Wagner, J. F. (2010) · Journal of the Learning Sciences · doi:10.1080/10508406.2010.505138 · Cited by 75 · see citing works
Gavish, N., Gutiérrez, T., Webel, S., Rodríguez-Arce, J., & Tecchia, F. (2011) · BIO Web of Conferences · doi:10.1051/bioconf/20110100029 · Cited by 60 · see citing works
van Maanen, L., van Rijn, H., & Taatgen, N. (2011) · Cognitive Science · doi:10.1111/j.1551-6709.2011.01213.x · Cited by 54 · see citing works
Self-citationThe Past, Present, and Future of Cognitive Architectures
Taatgen, N., & Anderson, J. R. (2009) · Topics in Cognitive Science · doi:10.1111/j.1756-8765.2009.01063.x · Cited by 52 · see citing works
Self-citationHayes, T. R., & Petrov, A. A. (2015) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00895 · Cited by 51 · see citing works
Cooper, R. P., Ruh, N., & Mareschal, D. (2014) · Cognitive Science · doi:10.1111/cogs.12067 · Cited by 51 · see citing works
Extending problem-solving procedures through reflection
Anderson, J. R., & Fincham, J. M. (2014) · Cognitive Psychology · doi:10.1016/j.cogpsych.2014.06.002 · Cited by 49 · see citing works
Self-citationDiscovering the Sequential Structure of Thought
Anderson, J. R., & Fincham, J. M. (2013) · Cognitive Science · doi:10.1111/cogs.12068 · Cited by 45 · see citing works
Self-citationDesign Criteria for AR-Based Training of Maintenance and Assembly Tasks
Webel, S., Bockholt, U., & Keil, J. (2011) · Lecture notes in computer science · doi:10.1007/978-3-642-22021-0_15 · Cited by 44 · see citing works
Strategy selection: An introduction to the modeling challenge
Marewski, J. N., & Link, D. (2013) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1265 · Cited by 41 · see citing works
A History and Primer of Human Performance Modeling
Byrne, M. D., & Pew, R. W. (2009) · Reviews of Human Factors and Ergonomics · doi:10.1518/155723409x448071 · Cited by 41 · see citing works
A Neuroadaptive Cognitive Model for Dealing With Uncertainty in Tracing Pilots' Cognitive State
Klaproth, O. W., Halbrügge, M., Krol, L. R., Vernaleken, C., Zander, T. O., & Rußwinkel, N. (2020) · Topics in Cognitive Science · doi:10.1111/tops.12515 · Cited by 44 · see citing works
Navigating complex decision spaces: Problems and paradigms in sequential choice.
Walsh, M. M., & Anderson, J. R. (2013) · Psychological Bulletin · doi:10.1037/a0033455 · Cited by 39 · see citing works
Self-citationThe effect of a cross-trial shift of auditory warning signals on the sequential foreperiod effect
Steinborn, M. B., Rolke, B., Bratzke, D., & Ulrich, R. (2010) · Acta Psychologica · doi:10.1016/j.actpsy.2009.12.011 · Cited by 38 · see citing works
Schneider, M., & Simonsmeier, B. A. (2025) · Learning and Individual Differences · doi:10.1016/j.lindif.2025.102744 · Cited by 50 · see citing works
Age, familiarity, and intuitive use: An empirical investigation
Lawry, S., Popović, V., Blackler, A. L., & Thompson, H. (2018) · Applied Ergonomics · doi:10.1016/j.apergo.2018.08.016 · Cited by 37 · see citing works
How planful is routine behavior? A selective-attention model of performance in the Tower of Hanoi.
Patsenko, E. G., & Altmann, E. M. (2010) · Journal of Experimental Psychology General · doi:10.1037/a0018268 · Cited by 36 · see citing works
Integration and Reuse in Cognitive Skill Acquisition
Salvucci, D. D. (2013) · Cognitive Science · doi:10.1111/cogs.12032 · Cited by 36 · see citing works
Modeling the development of vehicle lateral control skills in a cognitive architecture
Cao, S. C., Qin, Y., Zhao, L., & Shen, M. (2015) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2015.04.010 · Cited by 35 · see citing works
The Effects of Familiarity Design on the Adoption of Wellness Games by the Elderly
Pan, Z., Miao, C., Yu, H., Leung, C., & Chin, J. J. (2015) · IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT) · doi:10.1109/wi-iat.2015.198 · Cited by 35 · see citing works
Practice Makes Perfect? When Does Massed Learning Improve Product Usage Proficiency?
Lakshmanan, A., Lindsey, C. D., & Krishnan, H. S. (2010) · Journal of Consumer Research · doi:10.1086/655686 · Cited by 29 · see citing works
Hobbiss, M. H., Sims, S., & Allen, R. S. (2020) · Review of Education · doi:10.1002/rev3.3226 · Cited by 28 · see citing works
The Effects of Expert and Augmented Feedback on Learning a Complex Medical Skill
Cecílio‐Fernandes, D., Cnossen, F., Coster, J., Jaarsma, D. A. D. C., & Tio, R. A. (2020) · Perceptual and Motor Skills · doi:10.1177/0031512520914680 · Cited by 27 · see citing works
Training for fostering knowledge co-construction from collaborative inference-drawing
Deiglmayr, A., & Spada, H. (2010) · Learning and Instruction · doi:10.1016/j.learninstruc.2010.06.004 · Cited by 24 · see citing works
Gavota, M., Cattáneo, A., Arn, C., Boldrini, E., Motta, E., Schneider, D., & Bétrancourt, M. (2010) · Journal of Vocational Education and Training · doi:10.1080/13636820.2010.529499 · Cited by 23 · see citing works
How to model the neurocognitive dynamics of decision making: A methodological primer with ACT-R
Dimov, C. M., Khader, P. H., Marewski, J. N., & Pachur, T. (2019) · Behavior Research Methods · doi:10.3758/s13428-019-01286-2 · Cited by 23 · see citing works
Predicting User Performance and Learning in Human--Computer Interaction with the Herbal Compiler
Paik, J., Kim, J. W., Ritter, F. E., & Reitter, D. (2015) · ACM Transactions on Computer-Human Interaction · doi:10.1145/2776891 · Cited by 22 · see citing works
The Effect of Drag‐and‐Drop Item Features on Test‐Taker Performance and Response Strategies
Arslan, B., Jiang, Y., Keehner, M., Gong, T., Katz, I. R., & Yan, F. (2020) · Educational Measurement Issues and Practice · doi:10.1111/emip.12326 · Cited by 21 · see citing works
Deiglmayr, A., & Spada, H. (2010) · Educational Psychology Review · doi:10.1007/s10648-010-9119-6 · Cited by 21 · see citing works
A quantification of robustness.
Walsh, M. M., Einstein, E. H., & Gluck, K. A. (2013) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2013.07.002 · Cited by 21 · see citing works
Cattáneo, A., & Boldrini, E. (2016) · Vocations and Learning · doi:10.1007/s12186-016-9157-4 · Cited by 19 · see citing works
Individuals’ Decisions in the Presence of Multiple Goals
Dellaert, B. G. C., Swait́, J., Adamowicz, W., Arentze, T., Bruch, E. E., Cherchi, E., Chorus, C. G., Donkers, B., Feinberg, F. M., Marley, A. A. J., et al. (2017) · Customer Needs and Solutions · doi:10.1007/s40547-017-0071-1 · Cited by 19 · see citing works
Design Recommendations for Augmented Reality based Training of Maintenance Skills
Webel, S., Bockholt, U., Engelke, T., Gavish, N., & Tecchia, F. (2011) · Springer eBooks · doi:10.1007/978-1-4419-9845-3_5 · Cited by 19 · see citing works
Dynamic decision-making of airline pilots in low-fidelity simulation
Rosa, E., Dahlström, N., Knez, I., Ljung, R., Cameron, M., & Willander, J. (2020) · Theoretical Issues in Ergonomics Science · doi:10.1080/1463922x.2020.1758830 · Cited by 17 · see citing works
Ego Depletion Impairs Implicit Learning
Thompson, K. R., Sanchez, D. J., Wesley, A. H., & Reber, P. J. (2014) · PLoS ONE · doi:10.1371/journal.pone.0109370 · Cited by 16 · see citing works
Additional simulation training: does it affect students’ knowledge acquisition and retention?
Cecílio‐Fernandes, D., Brandão, C. F. S., de Oliveira, D. L. C., Fernandes, G. C. V. R., & Tio, R. A. (2018) · BMJ Simulation & Technology Enhanced Learning · doi:10.1136/bmjstel-2018-000312 · Cited by 16 · see citing works
Different cognitive styles can affect performance in laparoscopic surgery skill training
Mathias, A. P., Vogel, P. M., & Knauff, M. (2019) · Surgical Endoscopy · doi:10.1007/s00464-019-07267-y · Cited by 16 · see citing works
Boudreau, K. J., Guinan, E. C., Lakhani, K. R., & Riedl, C. (2014) · SSRN Electronic Journal · doi:10.2139/ssrn.2478627 · Cited by 16 · see citing works
Mechanisms for Robust Cognition
Walsh, M. M., & Gluck, K. A. (2014) · Cognitive Science · doi:10.1111/cogs.12192 · Cited by 15 · see citing works
Procedural Knowledge in Percutaneous Coronary Interventions
Taatgen, P. L. N. (2013) · Journal of Clinical & Experimental Cardiology · doi:10.4172/2155-9880.s6-005 · Cited by 14 · see citing works
Written identification of errors to learn professional procedures in VET
Boldrini, E., & Cattáneo, A. (2013) · Journal of Vocational Education and Training · doi:10.1080/13636820.2013.853684 · Cited by 14 · see citing works
The Practical Intelligence of Social Entrepreneurs: Managing the Hybridity of Social Enterprises
Jin, B. (2019) · Entrepreneurship Research Journal · doi:10.1515/erj-2018-0007 · Cited by 13 · see citing works
A Bayesian Race Model for Recognition Memory
Kim, S., Potter, K. W., Craigmile, P. F., Peruggia, M., & Zandt, T. V. (2016) · Journal of the American Statistical Association · doi:10.1080/01621459.2016.1194844 · Cited by 13 · see citing works
Keehner, M. (2011) · Topics in Cognitive Science · doi:10.1111/j.1756-8765.2011.01154.x · Cited by 12 · see citing works
Generating vision based Lego augmented reality training and evaluation systems
Engelke, T., Webel, S., & Gavish, N. (2010) · Proceedings - International Symposium on Mixed and Augmented Reality, ISMAR · doi:10.1109/ismar.2010.5643578 · Cited by 11 · see citing works
Cao, S. C., & Liu, Y. (2015) · International Journal of Human Factors Modelling and Simulation · doi:10.1504/ijhfms.2015.075360 · Cited by 11 · see citing works
Cognitive & motor skill transfer across speeds: A video game study
Gianferrara, P. G., Betts, S., & Anderson, J. R. (2021) · PLoS ONE · doi:10.1371/journal.pone.0258242 · Cited by 12 · see citing works
Self-citationAnderson, J. R., Betts, S., Bothell, D., & Lebiere, C. J. (2021) · Cognitive Psychology · doi:10.1016/j.cogpsych.2021.101410 · Cited by 10 · see citing works
Self-citationChanges in attentional resources during the acquisition of laparoscopic surgical skills
Thomaschewski, M., Heldmann, M., Uter, J. C., Varbelow, D., Münte, T. F., & Keck, T. (2020) · BJS Open · doi:10.1093/bjsopen/zraa012 · Cited by 10 · see citing works
Framing the Features of Good-Quality Knowledge for Teachers and Students
Lawson, M. J., & Askell‐Williams, H. (2012) · Cambridge University Press eBooks · doi:10.1017/cbo9781139048224.010 · Cited by 10 · see citing works
Why can’t you be all talk to get things done? Consumer acceptance of voice-assisted products
Xiao, Y., & Tan, H. Y. (2023) · Journal of Product & Brand Management · doi:10.1108/jpbm-10-2022-4204 · Cited by 10 · see citing works
Dimov, C. M., Anderson, J. R., Betts, S., & Bothell, D. (2023) · Cognitive Science · doi:10.1111/cogs.13303 · Cited by 8 · see citing works
Self-citationA Skill‐Based Approach to Modeling the Attentional Blink
Hoekstra, C., Martens, S., & Taatgen, N. (2020) · Topics in Cognitive Science · doi:10.1111/tops.12514 · Cited by 6 · see citing works
Self-citationBlum, S., Klaproth, O. W., & Rußwinkel, N. (2022) · Topics in Cognitive Science · doi:10.1111/tops.12594 · Cited by 6 · see citing works
Nice graphs, Good R2, but still a poor fit? How to be more sure your model explains your data
Taatgen, N., van Rijn, H., Salvucci, D. D., & Gunzelmann, G. (2010) · Cited by 6 · see citing works
Self-citationPizlo, Z. (2009) · The Journal of Problem Solving · doi:10.7771/1932-6246.1042 · Cited by 6 · see citing works
Constraints in Cognitive Architectures
Taatgen, N., & Anderson, J. R. (2023) · Cambridge University Press eBooks · doi:10.1017/9781108755610.011 · Cited by 6 · see citing works
Self-citationExplaining the Impact of Formal Institutions on Social Trust: A Psychological Approach
Tamilina, L., & Tamilina, N. (2018) · Journal of Interdisciplinary Economics · doi:10.1177/0260107917742743 · Cited by 5 · see citing works
Towards automatic generation of multimodal AR-training applications and workflow descriptions
Engelke, T., Webel, S., Bockholt, U., Wuest, H., Gavish, N., Tecchia, F., & Preusche, C. (2010) · IEEE RO-MAN · doi:10.1109/roman.2010.5598613 · Cited by 5 · see citing works
Relationship and transfer between mental and written arithmetic
Thévenot, C., & Castel, C. (2011) · Journal of Cognitive Psychology · doi:10.1080/20445911.2011.617302 · Cited by 4 · see citing works
Enhancing peer instruction in physics: Understanding cognitive processes and refining rules
Gjerde, V., & Hagane, S. (2024) · Physical Review Physics Education Research · doi:10.1103/physrevphyseducres.20.010134 · Cited by 5 · see citing works
Validating Models of Complex, Real-life Tasks Using fMRI
Borst, J. P., Taatgen, N., & van Rijn, H. (2013) · Palgrave Macmillan UK eBooks · doi:10.1057/9781137316523_9 · Cited by 3 · see citing works
Self-citationTesting the skill-based approach: Consolidation strategy impacts attentional blink performance
Hoekstra, C., Martens, S., & Taatgen, N. (2022) · PLoS ONE · doi:10.1371/journal.pone.0262350 · Cited by 3 · see citing works
Self-citationCognitive Skills in Medicine: An Introduction
Cnossen, F. (2015) · Springer eBooks · doi:10.1007/978-3-642-37078-6_181 · Cited by 3 · see citing works
Cognitive Skill in Medicine: An Introduction
Cnossen, F. (2014) · Springer eBooks · doi:10.1007/978-3-642-37393-0_181-1 · Cited by 3 · see citing works
Asymmetric Attention: Visualizing the Uncertain Threat
Vowels, C. L. (2010) · doi:10.21236/ada516567 · Cited by 3 · see citing works
Individuals' Decisions in the Presence of Multiple GoalsPreprint
Dellaert, B. G. C., Swait́, J., Adamowicz, W. L. (., Arentze, T., Bruch, E. E., Cherchi, E., Chorus, C. G., Donkers, B., Feinberg, F. M., Marley, A. A. J., et al. (2017) · SSRN Electronic Journal · doi:10.2139/ssrn.2951028 · Cited by 3 · see citing works
Interactive Grounding and Inference in Learning by Instruction
Salvucci, D. D. (2021) · Topics in Cognitive Science · doi:10.1111/tops.12535 · Cited by 2 · see citing works
Training Platforms for Industrial Maintenance and Assembly
Gutiérrez, T., Gavish, N., Webel, S., Rodríguez-Arce, J., & Tecchia, F. (2012) · Human factors and ergonomics · doi:10.1201/b12704-20 · Cited by 2 · see citing works
Learning force patterns with a multimodal system using contextual cues
Rodríguez-Arce, J., Gutiérrez, T., Portillo-Rodríguez, O., & Sánchez, E. (2017) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2017.10.007 · Cited by 2 · see citing works
Customer learning trajectories when using a product for the first time
Monnot, É. (2019) · Recherche et Applications en Marketing (English Edition) · doi:10.1177/2051570719887603 · Cited by 2 · see citing works
Blake, A., & Dąbrowska, E. (2024) · Linguistics Vanguard · doi:10.1515/lingvan-2021-0145 · Cited by 2 · see citing works
Effects of goal maintenance training on executive control in older adults
Paxton, J. L. (2011) · Open Scholarship Institutional Repository (Washington University in St. Louis) · doi:10.7936/k78s4n2x · Cited by 2 · see citing works
Oulasvirta, A., & Ericsson, K. A. (2009) · European Conference on Cognitive Ergonomics · doi:10.5555/1690508.1690548 · Cited by 2 · see citing works
Contemporary use of simulation in traffic psychology research: Bringing home the Bacon?
Lenné, M. G., Groeger, J. A., & Triggs, T. J. (2011) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2011.08.006 · Cited by 2 · see citing works
The Minimal Control Principle Predicts Strategy Shifts in the Abstract Decision Making Task
Taatgen, N. (2011) · The Journal of Problem Solving · doi:10.7771/1932-6246.1095 · Cited by 1 · see citing works
Self-citationKennisopslag, vergeten en geheugen
Taatgen, N. (2009) · University of Groningen research database (University of Groningen / Centre for Information Technology) · Cited by 1 · see citing works
Self-citationAn ACT-R List Learning Representation for Training Prediction
Matessa, M. (2010) · eScholarship (California Digital Library) · Cited by 1 · see citing works
Memory and Metacognitive Processes Recruited During Educational Assessment
Finn, B., & Arslan, B. (2024) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780190917982.013.71 · Cited by 1 · see citing works
Tamilina, L., & Tamilina, N. (2018) · Psychology and Developing Societies · doi:10.1177/0971333617747344 · Cited by 1 · see citing works
Nunes, E. P. D. S. (2014) · doi:10.11606/t.3.2014.tde-26122014-154342 · Cited by 1 · see citing works
Knowledge consolidation and inference in an integrated neuro-cognitive architecture
Oentaryo, R. J. (2011) · doi:10.32657/10356/43793 · Cited by 1 · see citing works
Thornton, T., & Lanzer, P. (2015) · Springer eBooks · doi:10.1007/978-3-642-37078-6_180
A Computational Model of Routine Procedural Memory
Tamborello, F. P. (2009) · Rice Research Repository (Rice University)
When Minimal Guidance Does and Does Not Work: Drill and Kill Makes Discovery Learning a Success
Anderson, J. R., Betts, S., & Brunstein, A. (2018) · Figshare · doi:10.1184/r1/6619157
Self-citationKaheru, S. J. M. (2014) · Unisa Institutional Repository (University of South Africa)
Incrementality and the Dynamics of Routines in Dialogue
Gargett, A. (2011) · Dialogue & Discourse · doi:10.5087/dad.2011.108
Tamilina, L., & Tamilina, N. (2015) · Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)
Der Einsatz kontrafaktischer Gedanken beim Erwerb komplexer Fertigkeiten
Lassalle, R. (2013) · DepositOnce · doi:10.14279/depositonce-3902
Computational Models of Expertise
Kirlik, A., & Byrne, M. D. (2019) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780198795872.013.15
- Authors
- Taatgen, N. A., Huss, D., Dickison, D., & Anderson, J. R.
- Affiliations
- University of Groningen (NL)
- Carnegie Mellon University (US)
- Venue
- Journal of Experimental Psychology: General
- Published
- 2008
- Volume
- 137
- Issue
- 3
- Pages
- 548-565
- ISSN
- 0096-3445 (ISSN-L)
- 1939-2222
- OpenAlex
- W2149826736
- Cited by
- 115
- References
- 52
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 3 · 2023: 7 · 2022: 3 · 2021: 3 · 2020: 9 · 2019: 5 · 2018: 8 · 2017: 3 · 2016: 2 · 2015: 9 · 2014: 9 · 2013: 11 · 2012: 3
- FWCI
- 19.03
- Type
- journal article
- Language
- en
- Open access
- green
- figshare.com
- Licence
- cc-by
- Locations
- Journal of Experimental Psychology General (publishedVersion)
- PubMed (publishedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion)
- KiltHub Repository (submittedVersion)
- Figshare (submittedVersion, cc-by)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion)
- KiltHub Repository
- Funders
- National Aeronautics and Space Administration (NRA2-38169)
- Air Force Office of Scientific Research (FA-95500710359)
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › AI-based Problem Solving and Planning
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Social Sciences › Psychology › Developmental and Educational Psychology › Sport Psychology and Performance
- Keywords
- skill acquisition, embedded cognition, top-down and bottom-up control, preconditions and postconditions, knowledge representation, transfer of learning, explicit instruction, cognitive flexibility
- MeSH terms
- Attention, Aviation, Cognition, Computer Graphics, Computer Simulation, Concept Formation, Humans, Learning, Models, Psychological, Orientation, Pattern Recognition, Visual, Practice, Psychological, Problem Solving, Psychomotor Performance, Reaction Time, Mental Recall, Transfer, Psychology
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