Reviewing the Role of Cognitive Load, Expertise Level, Motivation, and Unconscious Processing in Working Memory Performance
https://doi.org/10.17583/ijep.2015.832
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Abstract
Human cognitive capacity is unavailable for conscious processing of every amount of instructional messages. Aligning an instructional design with learner expertise level would allow better use of available working memory capacity in a cognitive learning task. Motivating students to learn consciously is also an essential determinant of the capacity usage. However, motivational factors are often subject to unconscious rather than conscious emotional processing. This review sets out the need for further studies to elucidate the role of motivation and unconscious processing in the use of cognitive capacity.
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References
Ainsworth, S. (2006). DeFT: A conceptual framework for considering learning with multiple representations. Learning and Instruction, 16, 183-198. doi:10.1016/j.learninstruc.2006.03.001
Google Scholar CrossrefAmabile, T. M., Barsade, S. G., Mueller, J. S., & Staw, B. M. (2005). Affect and creativity at work. Administrative Science Quarterly, 50, 367-403. doi:10.2189/asqu.2005.50.3.367
Google Scholar CrossrefAtkinson, R. K., Renkl, A., & Merrill, M. M. (2003). Transitioning from studying examples to solving problems: Effects of self-explanation prompts and fading worked-out steps. Journal of Educational Psychology, 95, 774-783. doi:10.1037/0022-0663.95.4.774
Google Scholar CrossrefAyres, P. (2006). Impact of reducing intrinsic cognitive load on learning in a mathematical domain. Applied Cognitive Psychology, 20, 287-298. doi:10.1002/acp.1245
Google Scholar CrossrefBaddeley, A. (2012). Working memory: Theories, models, and controversies. Annual Review of Psychology, 63, 1-29. doi:10.1146/annurev-psych-120710-100422
Google Scholar CrossrefBall, C. T., & Little, J. R. (2006). A comparison of involuntary memory retrievals. Applied Cognitive Psychology, 20, 1167-1179. doi:10.1002/acp.1264
Google Scholar CrossrefBargh, J. A., & Ferguson, M. J. (2000). Beyond behaviorism: On the automaticity of higher mental processes. Psychological Bulletin, 126, 925-945. doi:10.1037//0033-2909.126.6.925
Google Scholar CrossrefBargh, J. A., & Morsella, E. (2008). The unconscious mind. Perspectives on Psychological Science, 3, 73-79. doi:10.1111/j.1745-6916.2008.00064.x
Google Scholar CrossrefBargh, J. A., Gollwitzer, P. M., Lee-Chai, A., Barndollar, K., & Trötschel, R. (2001). The automated will: Nonconscious activation and pursuit of behavioral goals. Journal of Personality and Social Psychology, 81, 1014-1027. doi:10.1037/0022-3514.81.6.1014
Google Scholar CrossrefBerntsen, D., & Jacobsen, A. S. (2008). Involuntary (spontaneous) mental time travel into the past and future. Consciousness and Cognition, 17, 1093-1104. doi:10.1016/j.concog.2008.03.001
Google Scholar CrossrefBerridge, K., & Winkielman, P. (2003). What is an unconscious emotion? (The case for unconscious" liking"). Cognition & Emotion, 17, 181-211. doi:10.1080/02699930302289
Google Scholar CrossrefBerry, D. C., & Dienes, Z. (1993). Implicit learning: Theoretical and empirical issues. Essays in cognitive psychology. Hillsdale, NJ, England: Lawrence Erlbaum Associates
Google Scholar CrossrefBlanco, M. J., & Soto, D. (2009). Unconscious perception of a flash can trigger line motion illusion. Experimental Brain Research, 192, 605-613. doi:10.1007/s00221-008-1564-9
Google Scholar CrossrefButton, S. B., Mathieu, J. E., & Zajac, D. M. (1996). Goal orientation in organizational research: A conceptual and empirical foundation. Organizational Behavior & Human Decision Processes, 67, 26-48. doi:10.1006/obhd.1996.0063
Google Scholar CrossrefCatrambone, R., & Holyoak, K. J. (1989). Overcoming contextual limitations on problem-solving transfer. Journal of Experimental Psychology: Learning, Memory, and Cognition, 15, 1147-1156. doi:10.1037/0278-7393.15.6.1147
Google Scholar CrossrefCatrambone, R., & Yuasa, M. (2006). Acquisition of procedures: The effects of example elaborations and active learning exercises. Learning and Instruction, 16, 139-153. doi:10.1016/j.learninstruc.2006.02.002
Google Scholar CrossrefChi, M. T. H. (2005). Common sense conceptions of emergent processes: Why some misconceptions are robust. Journal of the Learning Sciences, 14, 161-199. doi:10.1207/s15327809jls1402_1
Google Scholar CrossrefCleeremans, A., Destrebecqz, A., & Boyer, M. (1998). Implicit learning: News from the front. Trends in Cognitive Sciences, 2, 406-416. doi:10.1016/S1364-6613(98)01232-7
Google Scholar CrossrefChiesi, F., Primi, C., & Morsanyi, K. (2011). Developmental changes in probabilistic reasoning: The role of cognitive capacity, instructions, thinking styles, and relevant knowledge. Thinking & Reasoning, 17, 315-350. doi:10.1080/13546783.2011.598401
Google Scholar CrossrefCooper, G., Tindall-Ford, S., Chandler, P., & Sweller, J. (2001). Learning by imagining. Learning of Experimental Psychology: Applied, 7, 68-82. doi:10.1037/1076-898X.7.1.68
Google Scholar CrossrefCowan, N. (2001). The magical number 4 in short-term memory: A reconsideration of mental storage capacity. Behavioral and Brain Sciences, 24, 87-114. doi:10.1017/S0140525X01003922
Google Scholar CrossrefCusters, R., & Aarts, H. (2010). The unconscious will: How the pursuit of goals operates outside of conscious awareness. Science, 329, 47-50. doi:10.1126/science.1188595
Google Scholar CrossrefDahl, M. (2001). Asymmetries in the processing of emotionally valenced words. Scandinavian Journal of Psychology, 42, 97-104. doi:10.1111/1467-9450.00218
Google Scholar CrossrefDe Jong, T. (2010). Cognitive load theory, educational research, and instructional design: Some food for thought. Instructional Science, 38, 105-134. doi:10.1007/s11251-009-9110-0
Google Scholar CrossrefDiao, Y., & Sweller, J. (2007). Redundancy in foreign language reading comprehension instruction: Concurrent written and spoken presentations. Learning and Instruction, 17, 78-88. doi:10.1016/j.learninstruc.2006.11.007
Google Scholar CrossrefDienes, Z. (1992). Connectionist and memory-array models of artificial grammar learning. Cognitive Science, 16, 41-79. doi:10.1016/0364-0213(92)90017-O
Google Scholar CrossrefDienes, Z., & Berry, D. (1997). Implicit learning: Below the subjective threshold. Psychonomic Bulletin & Review, 4, 3-23. doi:10.3758/BF03210769
Google Scholar CrossrefDunlosky, J., Hertzog, C., Kennedy, M., & Thiede, K. (2005). The self-monitoring approach for effective learning. Cognitive Technology Journal, 10, 4-11.
Google Scholar CrossrefDweck, C. S. (1986). Motivational processes affect learning. American Psychologist, 41, 1040-1048. doi:10.1037/0003-066X.41.10.1040
Google Scholar CrossrefEfklides, A. (2006). Metacognition and affect: What can metacognitive experiences tell us about the learning process? Educational Research Review, 1, 3-14. doi:10.1016/j.edurev.2005.11.001
Google Scholar CrossrefElliot, A. J. (1999). Approach and avoidance motivation and achievement goals. Educational Psychologist, 34, 169-189. doi:10.1207/s15326985ep3403_3
Google Scholar CrossrefElliot, A. J., & Thrash, T. M. (2001). Achievement goals and the hierarchical model of achievement motivation. Educational Psychology Review, 13, 139-156. doi:10.1023/A:1009057102306
Google Scholar CrossrefElliot, A. J., & McGregor, H. A. (2001). A 2×2 achievement goal framework. Journal of Personality and Social Psychology, 80, 501-519. doi:10.1037/0022-3514.80.3.501
Google Scholar CrossrefEpstein, S. (1994). Integration of the cognitive and the psychodynamic unconscious. American Psychologist, 49, 709-724. doi:10.1037/0003-066X.49.8.709
Google Scholar CrossrefEricsson, K. A., & Kintsch, W. (1995). Long-term working memory. Psychological Review, 102, 211-245. doi:10.1037/0033-295X.102.2.211
Google Scholar CrossrefEvans, J. St. B. T. (2003). In two minds: Dual-process accounts of reasoning. Trends in Cognitive Sciences, 7, 454-459. doi:10.1016/j.tics.2003.08.012
Google Scholar CrossrefEvans, J. St. B. T. (2006). The heuristic-analytic theory of reasoning: Extension and evaluation. Psychonomic Bulltein & Review, 13, 378-95
Google Scholar CrossrefFisher, F. L., & Ford, J. K. (1998). Differential effects of learner effort and goal orientation on two learning outcomes. Personnel Psychology, 51, 397-420. doi:10.1111/j.1744-6570.1998.tb00731.x
Google Scholar CrossrefFord, J. K., Smith, E. M., Weissbein, D. A., Gully, S. M., & Salas, E. (1998). Relationships of goal orientation, metacognitive activity, and practice strategies with learning outcomes and transfer. Journal of Applied Psychology, 83, 218-233. doi:10.1037/0021-9010.83.2.218
Google Scholar CrossrefGawronski, B., Hofmann, W., & Wilbur, C. J. (2006). Are ‘‘implicit’’ attitudes unconscious? Consciousness and Cognition, 15, 485-499. doi.org/10.1016/j.concog.2005.11.007
Google Scholar CrossrefGerjets, P., Scheiter, K., & Catrambone, R. (2004). Designing instructional examples to reduce intrinsic cognitive load: Molar versus modular presentation of solution procedures. Instructional Science, 32, 33-58. doi:10.1016/j.learninstruc.2006.02.007
Google Scholar CrossrefGerjets, P., Scheiter, K., & Catrambone, R. (2006). Can learning from molar and modular worked examples be enhanced by providing instructional explanations and prompting self-explanations? Learning and Instruction, 16, 104-121. doi:10.1016/j.learninstruc.2006.02.007
Google Scholar CrossrefGilhooley, D. (2008). Psychoanalysis and the cognitive unconscious: Implications for clinical technique. Modern Psychoanalysis, 33, 91-127.
Google Scholar CrossrefGroße, C. S., & Renkl, A. (2006). Effects of multiple solution methods in mathematics learning. Learning and Instruction, 16, 122-138. doi:10.1016/j.learninstruc.2006.02.001
Google Scholar CrossrefHammond, K. R. (1996). Human judgment and social policy: Irreducible uncertainty, inevitable error, unavoidable injustice. New York: Oxford University Press.
Google Scholar CrossrefHartman, M., Knopman, D. S., & Nissen, M. J. (1989). Implicit learning of new verbal associations. Journal of Experimental Psychology: Learning, Memory, and Cognition, 15, 1070-1082. doi:10.1037/0278-7393.15.6.1070
Google Scholar CrossrefHasler, B. S., Kersten, B., & Sweller, J. (2007). Learner control, cognitive load and instructional animation. Applied Cognitive Psychology, 21, 713-729.
Google Scholar CrossrefHidi, S., & Renninger, K. A. (2006). A four-phase model of interest development. Educational Psychologist, 41, 111-127. doi:10.1207/s15326985ep4102_4
Google Scholar CrossrefJost, J. T., Pelham, B. W., & Carvallo, M. R. (2002). Non-conscious forms of system justification: Implicit and behavioral preferences for higher status groups. Journal of Experimental Social Psychology, 38, 586-602. doi:10.1016/S0022-1031(02)00505-x
Google Scholar CrossrefKalyuga, S. (2007). Expertise reversal effect and its implications for learner-tailored instruction. Educational Psychology Review, 19, 509-539. doi:10.1007/s10648-007-9054-3
Google Scholar CrossrefKalyuga, S. (2011). Cognitive load theory: How many types of load does it really need? Educational Psychology Review, 23, 1-19. doi:10.1007/s10648-010-9150-7
Google Scholar CrossrefKalyuga, S. (2012). Instructional benefits of spoken words: A review of cognitive load factors. Educational Research Review, 7, 145-159. doi:10.1016/j.edurev.2011.12.002
Google Scholar CrossrefKalyuga, S., Ayres, P., Chandler, P., & Sweller, J. (2003). The expertise reversal effect. Educational Psychologist, 38, 23-31. doi:10.1207/S15326985EP3801_4
Google Scholar CrossrefKalyuga, S., Chandler, P., & Sweller, J. (1999). Managing split-attention and redundancy in multimedia instruction. Applied Cognitive Psychology, 13, 351-371. doi:10.1002/(SICI)1099-0720(199908)13:4<351::AID-ACP589>3.0.CO;2-6
Google Scholar CrossrefKalyuga, S., Chandler, P., & Sweller, J. (2001). Learner experience and efficiency of instructional guidance. Educational Psychology, 21, 5-23. doi:10.1080/01443410124681
Google Scholar CrossrefKalyuga, S., Chandler, P., Tuovinen, J., & Sweller, J. (2001). When problem solving is superior to studying worked examples. Journal of Educational Psychology, 93, 579-588. doi:10.1037/0022-0663.93.3.579
Google Scholar CrossrefKalyuga, S., & Renkl, A. (2007). Expertise reversal effect and its instructional implications: Introduction to the special issue. Instructional Science, 38, 209-215. doi:10.1007/s11251-009-9102-0
Google Scholar CrossrefKaplan, A., & Maehr, M. L. (2007). The contributions and prospects of goal orientation theory. Educational Psychology Review, 19, 141-184. doi:10.1007/s10648-006-9012-5
Google Scholar CrossrefKastner, S., & Ungerleider, L. G. (2000). Mechanisms of visual attention in the human cortex. Annual Review of Neuroscience, 23, 315-341. doi:10.1146/annurev.neuro.23.1.315
Google Scholar CrossrefKastner, S., De Weerd, P., Desimone, R., & Ungerleider, L. G. (1998). Mechanisms of directed attention in the human extrastriate cortex as revealed by functional MRI. Science, 282, 108-111. doi:10.1126/science.282.5386.108
Google Scholar CrossrefKihlstrom, J. F. (1987). The cognitive unconscious. Science, 237, 1445-1452. doi:10.1126/science.3629249
Google Scholar CrossrefKihlstrom, J. F. (2008). The psychological unconscious. In O. P. John, R. Robins & L. Pervin (Eds.), Handbook of personality: Theory and research (3rd ed., pp. 583-602). New York: Guilford.
Google Scholar CrossrefKihlstrom, J. F., Barnhardt, T. M., & Tataryn, D. J. (1992). The psychological unconscious: Found, lost, and regained. American Psychologist, 47, 788-791.
Google Scholar CrossrefKuldas, S., Bakar, A. Z., & Ismail, H. N. (2012). The role of unconscious information processing in the acquisition and learning of instructional messages. Electronic Journal of Research in Educational Psychology, 10, 907-940.
Google Scholar CrossrefKuldas, S., Ismail, H. N., Hashim, S., & Bakar, Z. A. (2013). Unconscious learning processes: Mental integration of verbal and pictorial instructional materials. SpringerPlus, 2(1), 105. doi:10.1186/2193-1801-2-105
Google Scholar CrossrefKuyper, H., Van Der Werf, M. P. C., & Lubbers, M. J. (2000). Motivation, metacognition, and self-regulation as predictors of long-term educational attainment. Educational Research and Evaluation, 6, 181-206. doi:10.1076/1380-3611(200009)6:3;1-A;FT181
Google Scholar CrossrefLambie, J. A. (2008). On the irrationality of emotion and the rationality of awareness. Consciousness and Cognition, 17, 946-971. doi:10.1016/j.concog.2007.03.005
Google Scholar CrossrefLeahy, W., Chandler, P., & Sweller, J. (2003). When auditory presentations should and should not be a component of multimedia instruction. Applied Cognitive Psychology, 17, 401-418. doi:10.1002/acp.877
Google Scholar CrossrefLeahy, W., & Sweller, J. (2005). Interactions among the imagination, expertise reversal, and element interactivity effects. Journal of Experimental Psychology: Applied, 11, 266-276. doi:10.1037/1076-898X.11.4.266
Google Scholar CrossrefLeahy, W., & Sweller, J. (2011). Cognitive load theory, modality of presentation and the transient information effect. Applied Cognitive Psychology, 25, 943-951. doi:10.1002/acp.1787
Google Scholar CrossrefLesley, J. (2006). Awareness is relative: Dissociation as the organisation of meaning. Consciousness and Cognition, 15, 593-604. doi:10.1016/j.concog.2005.11.006
Google Scholar CrossrefLeung, M., Low, R., & Sweller, J. (1997). Learning from equations or words. Instructional Science, 25, 37-70. doi:10.1023/A:1002969618881
Google Scholar CrossrefLewicki, P. (1985). Nonconscious biasing effects of single instances on subsequent judgments. Journal of Personality and Social Psychology, 48, 563-574.
Google Scholar CrossrefLewicki, P. (1986). Processing information about covariations that cannot be articulated. Journal of Experimental Psychology: Learning, Memory, and Cognition, 12, 135-146. doi:10.1037/0278-7393.12.1.135
Google Scholar CrossrefLewicki, P., Czyzewska, M., & Hoffman, H. (1987). Unconscious acquisition of complex procedural knowledge. Journal of Experimental Psychology: Learning, Memory, and Cognition, 13, 523-530. doi:10.1037/0278-7393.13.4.523
Google Scholar CrossrefLewicki, P., Hill, T., & Bizot, E. (1988). Acquisition of procedural knowledge about a pattern of stimuli that cannot be articulated. Cognitive Psychology, 20, 24-37. doi:10.1016/0010-0285(88)90023-0
Google Scholar CrossrefLewicki, P., Hill, T., & Czyzewska, M. (1992). Nonconscious acquisition of information. American Psychologist, 47, 796-801. doi:10.1037/0003-066X.47.6.796
Google Scholar CrossrefLibet, B. (1999). Do we have free will? Journal of Consciousness Studies, 6, 47-57.
Google Scholar CrossrefMace, J. H. (2006). Episodic remembering creates access to involuntary conscious memory: Demonstrating involuntary recall on a voluntary recall task. Memory, 14, 217-224.
Google Scholar CrossrefMarcus, N., Cooper, M., & Sweller, J. (1996). Understanding instructions. Journal of Educational Psychology, 88, 49-63. doi:10.1037/0022-0663.88.1.49
Google Scholar CrossrefMayer, R. E., & Chandler, P. (2001). When learning is just a click away: Does simple user interaction foster deeper understanding of multimedia messages? Journal of Educational Psychology, 93, 390-397. doi:10.1037/0022-0663.93.2.390
Google Scholar CrossrefMayer, R. E., & Johnson, C. I. (2008). Revising the redundancy principle in multimedia learning. Journal of Educational Psychology, 100, 380-386. doi:10.1037/0022-0663.100.2.380
Google Scholar CrossrefMayer, R. E., & Moreno, R. (2003). Nine ways to reduce cognitive load in multimedia learning. Educational Psychologist, 38, 43-52. doi.org/10.1207/S15326985EP3801_6
Google Scholar CrossrefMcGinnies, E. (1949). Emotionality and perceptual defence. Psychological Review, 56, 244-251. doi:10.1037/h0056508
Google Scholar CrossrefMeyer, D. K., & Turner, J. C. (2002). Discovering emotion in classroom motivation research. Educational Psychologist, 37, 107-114. doi:10.1207/S15326985EP3702_5
Google Scholar CrossrefMoreno, R. (2006). When worked examples don't work: Is cognitive load theory at an Impasse? Learning and Instruction, 16, 170-181. doi:10.1016/j.learninstruc.2006.02.006
Google Scholar CrossrefMoreno, R. (2007). Optimising learning from animations by minimising cognitive load: Cognitive and affective consequences of signalling and segmentation methods. Applied Cognitive Psychology, 21, 765-781. doi:10.1002/acp.1348
Google Scholar CrossrefMoreno, R. (2010). Cognitive load theory: More food for thought. Instructional Science, 38, 135-141. doi:10.1007/s11251-009-9122-9
Google Scholar CrossrefMoreno, R., & Mayer, R. E. (2007). Interactive multimodal learning environments. Educational Psychology Review, 19, 309–326. doi:10.1007/s10648-007-9047-2
Google Scholar CrossrefMoshman, D. (2004). From inference to reasoning: The construction of rationality. Thinking & Reasoning, 10, 221-239. doi:10.1080/13546780442000024
Google Scholar CrossrefNajmi, S., & Wegner, D. M. (2008). The gravity of unwanted thoughts: Asymmetric priming effects in thought suppression. Consciousness and Cognition, 17, 114-124. doi:10.1016/j.concog.2007.01.006
Google Scholar CrossrefÖhman, A., & Soares, J. J. F. (1998). Emotional conditioning to masked stimuli: Expectancies for aversive outcomes following nonrecognized fear-relevant stimuli. Journal of Experimental Psychology: General, 127, 69-82. doi:10.1037/0096-3445.127.1.69
Google Scholar CrossrefOlson, M. A., & Fazio, R. H. (2001). Implicit attitude formation through classical conditioning. Psychological Science, 12, 413-417. doi:10.1111/1467-9280.00376
Google Scholar CrossrefOlson, M. A., & Fazio, R. H. (2002). Implicit acquisition and manifestation of classically conditioned attitudes. Social Cognition, 20, 89-104. doi:10.1521/soco.20.2.89.20992
Google Scholar CrossrefOrvis, K. A., Horn, D. B., & Belanich, J. (2008). The roles of task difficulty and prior videogame experience on performance and motivation in instructional videogames. Computers in Human Behavior, 24, 2415-2433. doi:10.1016/j.chb.2008.02.016
Google Scholar CrossrefPaas, F., & Van Merriënboer, J. J. G. (1994). Variability of worked examples and transfer of geometrical problem-solving skills: A cognitive-load approach. Journal of Educational Psychology, 86, 122-133. doi:10.1037/0022-0663.86.1.122
Google Scholar CrossrefPaas, F., Renkl, A., & Sweller, J. (2003). Cognitive load theory and instructional design: Recent developments. Educational Psychologist, 38, 1-4. doi:10.1207/S15326985EP3801_1
Google Scholar CrossrefPaas, F., Renkl, A., & Sweller, J. (2004). Cognitive load theory: Instructional implications of the interaction between information structures and cognitive architecture. Instructional Science, 32, 1-8, doi:10.1023/B:TRUC.0000021806.17516.d0
Google Scholar CrossrefPaas, F., Tuovinen, J. E., Van Merriënboer, J. J. G., & Darabi, A. A. (2005). A motivational perspective on the relation between mental effort and performance: Optimizing learner involvement in instruction. Educational Technology Research and Development, 53, 25-34. doi:10.1007/BF02504795
Google Scholar CrossrefPhelps, E. A., O’Connor, K. J., Cunningham, W. A., Funayama, E. S., Gatenby, J. C., …Banaji, M. R. (2000). Performance on indirect measures of race evaluation predicts amygdala activation. Journal of Cognitive Neuroscience, 12, 729-738. doi:10.1162/089892900562552
Google Scholar CrossrefPollock, E., Chandler, P., & Sweller, J. (2002). Assimilating complex information. Learning and Instruction, 12, 61-86. doi:10.1016/S0959-4752(01)00016-0
Google Scholar CrossrefReber, A. S. (1989). Implicit learning and tacit knowledge. Journal of Experimental Psychology: General, 118, 219-235. doi:10.1037/0278-7393.2.1.88
Google Scholar CrossrefRenkl, A. (1997). Learning from worked-out examples: A study on individual differences. Cognitive Science, 12, 1-29. doi:10.1016/S0364-0213(99)80017-2
Google Scholar CrossrefRenkl, A. (1999). Learning mathematics from worked-out examples: Analyzing and fostering self-explanations. European Journal of Psychology of Education, 14, 477-488. doi:10.1007/BF03172974
Google Scholar CrossrefRenkl, A., & Atkinson, R. K. (2003). Structuring the transition from example study to problem solving in cognitive skill acquisition: A cognitive load perspective. Educational Psychologist, 38, 15-22. doi:10.1207/S15326985EP3801_3
Google Scholar CrossrefReynolds, J. H., Chelazzi, L., & Desimone, R. (1999). Competitive mechanisms subserve attention in macaque areas V2 and V4. The Journal of Neuroscience, 19. 1736-1753. Retrieved from http://www.jneurosci.org/content/19/5/1736.full.pdf+html
Google Scholar CrossrefRitter, S. M., Van Baaren, R. B., & Dijksterhuis, A. (2012). Creativity: The role of unconscious processes in idea generation and idea selection. Thinking Skills and Creativity, 7, 21-27 doi:10.1016/j.tsc.2011.12.002
Google Scholar CrossrefRobinson, M. D., Storbeck, J., Meier, B. P., & Kirkeby, B. S. (2004). Watch out! That could be dangerous: Valence-arousal interactions in evaluative processing. Personality and Social Psychology Bulletin, 30, 1472-1484. doi:10.1177/0146167204266647
Google Scholar CrossrefRoss, B. H. (1989). Distinguishing types of superficial similarities: Different effects on the access and use of earlier problems. Journal of Experimental Psychology: Learning, Memory, and Cognition, 15, 456- 468. doi:10.1037/0278-7393.15.3.456
Google Scholar CrossrefRudman, L. A. (2004). Sources of implicit attitudes. Current Directions in Psychological Science, 13, 79-82. doi:10.1111/j.0963-7214.2004.00279.x
Google Scholar CrossrefRudman, L. A., Greenwald, A. G., Mellott, D. S., & Schwartz, J. L. K. (1999). Measuring the automatic components of prejudice: Flexibility and generality of the implicit association test. Social Cognition, 17, 437-465. doi:10.1521/soco.1999.17.4.437
Google Scholar CrossrefSchacter, D. L. (1992). Understanding implicit memory: A cognitive neuroscience approach. American Psychologist, 47, 559-569. doi:10.1037/0003-066X.47.4.559
Google Scholar CrossrefSchilhab, T. S. S. (2007). Knowledge for Real: On implicit and explicit representations and education. Scandinavian Journal of Educational Research, 51, 223-238. doi:10.1080/00313830701356034
Google Scholar CrossrefSchnotz, W. (2010). Reanalyzing the expertise reversal effect. Instructional Science, 38, 315-323. doi:10.1007/s11251-009-9104-y
Google Scholar CrossrefSchnotz, W., & Bannert, M. (2003). Construction and interference in learning from multiple representation. Learning and Instruction, 13, 141-156. doi:10.1016/S0959-4752(02)00017-8
Google Scholar CrossrefSchnotz, W., & Kürschner, C. (2007). A reconsideration of cognitive load theory. Educational Psychology Review, 19, 469-508. doi:10.1007/s10648-007-9053-4
Google Scholar CrossrefSchnotz, W., & Rasch, T. (2005). Enabling, facilitating, and inhibiting effects of animations in multimedia learning: Why reduction of cognitive load can have negative results on learning. Educational Technology Research and Development, 53, 47-58. doi:10.1007/BF02504797
Google Scholar CrossrefSchnotz, W., Fries, S., & Horz, H. (2009). Motivational aspects of cognitive load theory. In M. Wosnitza, S. A. Karabenick, A. Efklides, & P. Nenniger (Eds.), Contemporary motivation research: From global to local perspectives (pp. 69–96). New York: Hogrefe & Huber.
Google Scholar CrossrefScott, R. B., & Dienes, Z. (2010). Knowledge applied to new domains: The unconscious succeeds where the conscious fails. Consciousness and Cognition, 19, 391-398. doi:10.1016/j.concog.2009.11.009
Google Scholar CrossrefSeger, C. (1994). Implicit learning. Psychological Bulletin, 115, 163–196. doi:10.1037/0033-2909.115.2.163
Google Scholar CrossrefSiegel, P., & Weinberger, J. (2009). Very brief exposure: The effects of unreportable stimuli on fearful behavior. Consciousness and Cognition, 18, 939-951. doi.org/10.1016/j.concog.2009.08.001
Google Scholar CrossrefShanks, D. R., & St John, M. F. (1994). Characteristics of dissociable human learning systems. Behavioral and Brain Sciences, 17, 367-447. doi:10.1017/S0140525X00035032
Google Scholar CrossrefShiffrin, R. M., & Schneider, W. (1977). Controlled and automatic human information processing: II. Perceptual learning, automatic attending and a general theory. Psychological review, 84, 127-190. doi:10.1037/0033-295X.84.2.127
Google Scholar CrossrefSloman, S. A. (1996). The empirical case for two systems of reasoning. Psychological Bulletin, 119, 3-22. doi:10.1037/0033-2909.119.1.3
Google Scholar CrossrefSohn, M. H., Goode. A., Stenger, V. A., Jung, K. J., Carter, C. S., & Anderson, J. R. (2005). An information-processing model of three cortical regions: Evidence in episodic memory retrieval. NeuroImage, 25, 21-33. doi:10.1016/j.neuroimage.2004.11.001
Google Scholar CrossrefStadler, M. A. (1989). On learning complex procedural knowledge. Journal of Experimental Psychology: Learning, Memory, and Cognition, 15, 1061-1069. doi:10.1037/0278-7393.15.6.1061
Google Scholar CrossrefSweller, J. (2004). Instructional design consequences of an analogy between evolution by natural selection and human cognitive architecture. Instructional Science, 32, 9-31. doi:10.1023/B:TRUC.0000021808.72598.4d
Google Scholar CrossrefSweller, J. (2010). Element interactivity and intrinsic, extraneous, and germane cognitive load. Educational Psychology Review, 22, 123-138. doi:10.1007/s10648-010-9128-5
Google Scholar CrossrefSweller, J., Ayres, P., & Kalyuga, S. (2011). Cognitive load theory. New York: Springer.
Google Scholar CrossrefSweller, J., & Chandler, P. (1994). Why some material is difficult to learn. Cognition and Instruction, 12, 185-233. doi:10.1207/s1532690xci1203_1
Google Scholar CrossrefSweller, J., Van Merriënboer, J., & Paas, F. (1998). Cognitive architecture and instructional design. Educational Psychology Review, 10, 251-296. doi:10.1023/A:1022193728205
Google Scholar CrossrefTabbers, H. K., Martens, R. L., & Van Merriënboer, J. J. G. (2004). Multimedia instructions and cognitive load theory: Effects of modality and cueing. British Journal of Educational Psychology, 74, 71-81. doi:10.1348/000709904322848824
Google Scholar CrossrefTajika, H., Nakatsu, N., Nozaki, H., Neumann, E., & Maruno, S. (2007). Effects of self‐explanation as a metacognitive strategy for solving mathematical word problems. Japanese Psychological Research, 49, 222-233. doi:10.1111/j.1468-5884.2007.00349.x
Google Scholar CrossrefTaylor, S. E. (1991). Asymmetrical effects of positive and negative events: The mobilization-minimization hypothesis. Psychological Bulletin, 110, 67-85. doi:10.1037/0033-2909.110.1.67
Google Scholar CrossrefThiede, K., Anderson, M., & Therriault, D. (2003). Accuracy of metacognitive monitoring affects learning of texts. Journal of Educational Psychology, 95, 66-73. doi:10.1037/0022-0663.95.1.66
Google Scholar CrossrefTindall-Ford, S., & Sweller, J. (2006). Altering the modality of instructions to facilitate imagination: Interactions between the modality and imagination effects. Instructional Science, 34, 343-365. doi:10.1007/s11251-005-6075-5
Google Scholar CrossrefVan Gog, T., Ericsson, K. A., Rikers, R. M. J. P., & Paas, F. (2005). Instructional design for advanced learners: Establishing connections between the theoretical frameworks of cognitive load and deliberate practice. Educational Technology Research and Development, 53, 73-81. doi:10.1007/BF02504799
Google Scholar CrossrefVan Merriënboer, J. J. G., & Ayres, P. (2005). Research on cognitive load theory and its design implications for e-learning. Educational Technology Research and Development, 53, 5-13. doi:10.1007/BF02504793
Google Scholar CrossrefVan Merriënboer, J. J. G., & Sluijsmans, D. M. A. (2009). Toward a synthesis of cognitive load theory, four-component instructional design, and self-directed learning. Educational Psychology Review, 21, 55-66. doi:10.1007/s10648-008-9092-5
Google Scholar CrossrefVan Merriënboer, J. J. G., & Sweller, J. (2005). Cognitive load theory and complex learning: Recent developments and future directions. Educational Psychology Review, 17, 147–177. doi:10.1007/s10648-005-3951-0
Google Scholar CrossrefVan Merriënboer, J. J. G., Kester, L., & Paas, F. (2006). Teaching complex rather than simple tasks: Balancing intrinsic and germane load to enhance transfer of learning. Applied Cognitive Psychology, 20, 343-352. doi:10.1002/acp.1250
Google Scholar CrossrefVan Merriënboer, J. J. G., Kirschner, P. A., & Kester, L. (2003). Taking the load off a learner’s mind: Instructional design for complex learning. Educational Psychologist, 38, 5-13. doi:10.1207/S15326985EP3801_2
Google Scholar CrossrefVan Merriënboer, J. J. G., Schuurman, J. G., De Croock, M. B. M., & Paas, F. (2002). Redirecting learners’ attention during training: Effects on cognitive load, transfer test performance and training efficiency. Learning and Instruction, 12, 11-37. doi:10.1016/S0959-4752(01)00020-2
Google Scholar CrossrefVelmans, M. (1999). When perception becomes conscious. British Journal of Psychology, 90, 543-566. doi:10.1348/000712699161620
Google Scholar CrossrefWeiner, B. (2000). Interpersonal and intrapersonal theories of motivation from an attributional perspective. Educational Psychology Review, 12, 1-14. doi:10.1023/A:1009017532121
Google Scholar CrossrefWesten, D. (1998). The scientific legacy of Sigmund Freud: Toward a psychodynamically informed psychological science. Psychological Bulletin, 124, 333-371. doi:10.1037/0033-2909.124.3.333
Google Scholar CrossrefWhite, P. A. (1989). A theory of causal processing. British Journal of Psychology, 80, 431-454. doi:10.1111/j.2044-8295.1989.tb02334.x
Google Scholar CrossrefWhittlesea, B. W., & Dorken, M. D. (1997). Implicit learning: Indirect, not unconscious. Psychonomic Bulletin & Review, 4, 63-67. doi:10.3758/BF03210775
Google Scholar CrossrefWigfield, A., & Eccles, J. S. (2000). Expectancy–value theory of achievement motivation. Contemporary Educational Psychology, 25, 68-81. doi:10.1006/ceps.1999.1015
Google Scholar CrossrefWillingham D. B., & Goedert-Eschmann, K. (1999). The relation between implicit and explicit learning: Evidence for parallel development. Psychological Science, 10, 531-534. doi:10.1111/1467-9280.00201
Google Scholar CrossrefWilson, T. D. (2002). Strangers to ourselves: Discovering the adaptive unconscious. Cambridge, MA: Belknap Press of Harvard University Press.
Google Scholar CrossrefWilson, T. D., & Brekke, N. (1994). Mental contamination and mental correction: Unwanted influences on judgments and evaluations. Psychological Bulletin, 116, 117-142.
Google Scholar CrossrefWilson, T. D., & Schooler, J. W. (1991). Thinking too much: Introspection can reduce the quality of preferences and decisions. Journal of Personality and Social Psychology, 60, 181-192. doi:10.1037/0022-3514.60.2.181
Google Scholar CrossrefWilson, T. D., Lisle, D. J., Schooler, J. W., Hodges, S. D., Klaaren, K. J., & La Fleur, S. J. (1993). Introspection can reduce post-choice satisfaction. Personality and Social Psychology Bulletin, 19, 331-339. doi:10.1177/0146167293193010
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