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Published in: Sports Medicine 2/2014

01-02-2014 | Review Article

Application of Decision-Making Theory to the Regulation of Muscular Work Rate during Self-Paced Competitive Endurance Activity

Authors: Andrew Renfree, Louise Martin, Dominic Micklewright, Alan St Clair Gibson

Published in: Sports Medicine | Issue 2/2014

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Abstract

Successful participation in competitive endurance activities requires continual regulation of muscular work rate in order to maximise physiological performance capacities, meaning that individuals must make numerous decisions with regards to the muscular work rate selected at any point in time. Decisions relating to the setting of appropriate goals and the overall strategic approach to be utilised are made prior to the commencement of an event, whereas tactical decisions are made during the event itself. This review examines current theories of decision-making in an attempt to explain the manner in which regulation of muscular work is achieved during athletic activity. We describe rational and heuristic theories, and relate these to current models of regulatory processes during self-paced exercise in an attempt to explain observations made in both laboratory and competitive environments. Additionally, we use rational and heuristic theories in an attempt to explain the influence of the presence of direct competitors on the quality of the decisions made during these activities. We hypothesise that although both rational and heuristic models can plausibly explain many observed behaviours in competitive endurance activities, the complexity of the environment in which such activities occur would imply that effective rational decision-making is unlikely. However, at present, many proposed models of the regulatory process share similarities with rational models. We suggest enhanced understanding of the decision-making process during self-paced activities is crucial in order to improve the ability to understand regulation of performance and performance outcomes during athletic activity.
Literature
2.
go back to reference Noakes TD. Fatigue is a brain-derived emotion that regulates the exercise behaviour to ensure the protection of whole body homeostasis. Front Physiol. 2012;3(82):1–13. Noakes TD. Fatigue is a brain-derived emotion that regulates the exercise behaviour to ensure the protection of whole body homeostasis. Front Physiol. 2012;3(82):1–13.
3.
go back to reference St Clair Gibson A, DeKoning JJ, Thompson KG, et al. Crawling to the finish line—why do endurance athletes collapse? Implications for understanding mechanisms underlying pacing and fatigue. Sports Med. 2013; 43(6):413–24. St Clair Gibson A, DeKoning JJ, Thompson KG, et al. Crawling to the finish line—why do endurance athletes collapse? Implications for understanding mechanisms underlying pacing and fatigue. Sports Med. 2013; 43(6):413–24.
4.
go back to reference St Clair Gibson A, Lambert EV, Rauch LHG, et al. The role of information processing between the brain and peripheral physiological systems in pacing and perception of effort. Sports Med. 2006; 36(8):706–22. St Clair Gibson A, Lambert EV, Rauch LHG, et al. The role of information processing between the brain and peripheral physiological systems in pacing and perception of effort. Sports Med. 2006; 36(8):706–22.
5.
go back to reference Renfree A, St Clair Gibson A. Influence of different performance levels on pacing strategy during the female World Championship marathon race. Int J Sports Physiol Perform. 2013; 8(3):279–85. Renfree A, St Clair Gibson A. Influence of different performance levels on pacing strategy during the female World Championship marathon race. Int J Sports Physiol Perform. 2013; 8(3):279–85.
6.
go back to reference Bach DR, Dolan RJ. Knowing how much you don’t know: a neural organization of uncertainty estimates. Nat Rev Neurosci. 2012;13:573–86. Bach DR, Dolan RJ. Knowing how much you don’t know: a neural organization of uncertainty estimates. Nat Rev Neurosci. 2012;13:573–86.
7.
go back to reference Bar-Eli M. Judgment and decision-making in sport and exercise: Rediscovery and new visions. Psychol Sport Exerc. 2006;7:519–24.CrossRef Bar-Eli M. Judgment and decision-making in sport and exercise: Rediscovery and new visions. Psychol Sport Exerc. 2006;7:519–24.CrossRef
8.
go back to reference Abbis CR, Laursen PB. Describing and understanding pacing strategies during athletic competition. Sports Med. 2008;38(3):239–52.CrossRef Abbis CR, Laursen PB. Describing and understanding pacing strategies during athletic competition. Sports Med. 2008;38(3):239–52.CrossRef
9.
go back to reference Ulmer H-V. Concept of an extracellular regulation of muscular metabolic rate during heavy exercise in humans by psychophysiological feedback. Experientia. 1996;52:416–20.PubMedCrossRef Ulmer H-V. Concept of an extracellular regulation of muscular metabolic rate during heavy exercise in humans by psychophysiological feedback. Experientia. 1996;52:416–20.PubMedCrossRef
10.
go back to reference St Clair Gibson A, Goedecke JH, Harley YX, et al. Metabolic setpoint control mechanisms in different physiological systems as rest and during exercise. J Theor Biol. 2005;236:60–72.PubMedCrossRef St Clair Gibson A, Goedecke JH, Harley YX, et al. Metabolic setpoint control mechanisms in different physiological systems as rest and during exercise. J Theor Biol. 2005;236:60–72.PubMedCrossRef
11.
go back to reference Bar-Eli M, Plesner H, Raab M. Judgment, decision-making and success in sport. Chichester: Wiley; 2011.CrossRef Bar-Eli M, Plesner H, Raab M. Judgment, decision-making and success in sport. Chichester: Wiley; 2011.CrossRef
12.
go back to reference Baker J, Cote J, Abernethy B. Sport-specific practice and the development of expert decision-making in team ball sports. J Appl Sport Psychol. 2003;15(1):12–25.CrossRef Baker J, Cote J, Abernethy B. Sport-specific practice and the development of expert decision-making in team ball sports. J Appl Sport Psychol. 2003;15(1):12–25.CrossRef
13.
go back to reference Memmert D, Furley P. “I spy with my little eye!”: breadth of attention, inattentional blindness, and tactical decision-making in team sports. J Sport Exerc Psychol. 2007;29(3):365–81.PubMed Memmert D, Furley P. “I spy with my little eye!”: breadth of attention, inattentional blindness, and tactical decision-making in team sports. J Sport Exerc Psychol. 2007;29(3):365–81.PubMed
14.
go back to reference Johnson JG. Cognitive modelling of decision-making in sports. Psychol Sport Exerc. 2006;7:631–52.CrossRef Johnson JG. Cognitive modelling of decision-making in sports. Psychol Sport Exerc. 2006;7:631–52.CrossRef
15.
go back to reference Simon HA. A behavioral model of rational choice. Q J Econ. 1955;69(1):99–118.CrossRef Simon HA. A behavioral model of rational choice. Q J Econ. 1955;69(1):99–118.CrossRef
17.
go back to reference Savage LJ. The foundations of statistics. 2nd ed. New York: Dover; 1954. Savage LJ. The foundations of statistics. 2nd ed. New York: Dover; 1954.
18.
19.
20.
go back to reference Knill D, Pouget A. The Bayesian brain: the role of uncertainty in neural coding and computation. Trends Neurosci. 2004;27(12):712–9.PubMedCrossRef Knill D, Pouget A. The Bayesian brain: the role of uncertainty in neural coding and computation. Trends Neurosci. 2004;27(12):712–9.PubMedCrossRef
21.
go back to reference Berger JO. Statistical decision theory and Bayesian analysis. 2nd ed. New York: Springer; 1985.CrossRef Berger JO. Statistical decision theory and Bayesian analysis. 2nd ed. New York: Springer; 1985.CrossRef
22.
go back to reference Trommershauser J, Maloney LT, Landy MS. Statistical decision theory and the trade-offs in the control of motor response. Spat Vis. 2003;16:255–75.PubMedCrossRef Trommershauser J, Maloney LT, Landy MS. Statistical decision theory and the trade-offs in the control of motor response. Spat Vis. 2003;16:255–75.PubMedCrossRef
23.
go back to reference Morton RH. Deception by manipulating the clock calibration influences cycle ergometer endurance time in males. J Sci Med Sport. 2009;12(2):332–7.PubMedCrossRef Morton RH. Deception by manipulating the clock calibration influences cycle ergometer endurance time in males. J Sci Med Sport. 2009;12(2):332–7.PubMedCrossRef
24.
go back to reference Thomas G, Renfree A. The effect of secret clock manipulation on 10 km cycle time trial performance. Int J Arts Sci. 2010;3(9):193–202. Thomas G, Renfree A. The effect of secret clock manipulation on 10 km cycle time trial performance. Int J Arts Sci. 2010;3(9):193–202.
25.
26.
go back to reference Shah AK, Oppenheimer DM. Heuristics made easy: an effort-reduction framework. Psychol Bull. 2008;137:207–22.CrossRef Shah AK, Oppenheimer DM. Heuristics made easy: an effort-reduction framework. Psychol Bull. 2008;137:207–22.CrossRef
27.
go back to reference Gilovich T, Griffin DW, Kahneman D, editors. Heuristics and biases: the psychology of intuitive judgment. New York: Cambridge University Press; 2002. Gilovich T, Griffin DW, Kahneman D, editors. Heuristics and biases: the psychology of intuitive judgment. New York: Cambridge University Press; 2002.
28.
go back to reference Tversky A, Kahneman D. The framing of decisions and the psychology of choice. Science. 1981;211(4481):453–8.PubMedCrossRef Tversky A, Kahneman D. The framing of decisions and the psychology of choice. Science. 1981;211(4481):453–8.PubMedCrossRef
29.
go back to reference De Martino B, Kumaran D, Seymour B, et al. Frames, biases, and rational decision-making in the human brain. Science. 2009;313(5787):684–7.CrossRef De Martino B, Kumaran D, Seymour B, et al. Frames, biases, and rational decision-making in the human brain. Science. 2009;313(5787):684–7.CrossRef
30.
go back to reference Ariely D, Carmon Z. Gestalt characteristics of experiences: the defining features of summarized events. J Behav Decis Mak. 2000;13:191–201.CrossRef Ariely D, Carmon Z. Gestalt characteristics of experiences: the defining features of summarized events. J Behav Decis Mak. 2000;13:191–201.CrossRef
31.
32.
go back to reference Tucker R. The anticipatory regulation of performance: the physiological basis for pacing strategies and the development of a perception-based model for exercise performance. Br J Sports Med. 2009;43:392–400.PubMedCrossRef Tucker R. The anticipatory regulation of performance: the physiological basis for pacing strategies and the development of a perception-based model for exercise performance. Br J Sports Med. 2009;43:392–400.PubMedCrossRef
33.
go back to reference Baden DA, Warwick-Evans LA, Lakomy J. Am I nearly there? The effect of anticipated running distance on perceived exertion and attentional focus. J Sport Exercise Psychol. 2004;27:215–31. Baden DA, Warwick-Evans LA, Lakomy J. Am I nearly there? The effect of anticipated running distance on perceived exertion and attentional focus. J Sport Exercise Psychol. 2004;27:215–31.
34.
go back to reference Hall EE, Ekkekakis P, Petruzzello SJ. Is the relationship of RPE to psychological factors intensity dependent? Med Sci Sports Exerc. 2005;37(8):1365–73.PubMedCrossRef Hall EE, Ekkekakis P, Petruzzello SJ. Is the relationship of RPE to psychological factors intensity dependent? Med Sci Sports Exerc. 2005;37(8):1365–73.PubMedCrossRef
35.
go back to reference Noakes TD. Lore of running. Cape Town: Oxford University Press; 1992. Noakes TD. Lore of running. Cape Town: Oxford University Press; 1992.
36.
go back to reference Hutchinson JC, Tenenbaum G. Perceived effort—can it be considered gestalt? Psychol Sport Exerc. 2006;7:463–76.CrossRef Hutchinson JC, Tenenbaum G. Perceived effort—can it be considered gestalt? Psychol Sport Exerc. 2006;7:463–76.CrossRef
37.
go back to reference Watson D. Mood and temperament. New York: The Guilford Press; 2000. Watson D. Mood and temperament. New York: The Guilford Press; 2000.
38.
go back to reference Baron B, Moullan F, Deruelle F, et al. The role of emotions on pacing strategies and performance in middle and long duration sport events. Br J Sports Med. 2009;45:511–7.PubMedCrossRef Baron B, Moullan F, Deruelle F, et al. The role of emotions on pacing strategies and performance in middle and long duration sport events. Br J Sports Med. 2009;45:511–7.PubMedCrossRef
39.
go back to reference Renfree A, West J, Corbett M, et al. Complex interplay between the determinants of pacing and performance during 20 km cycle time trials. Int J Sports Physiol Perform. 2012;7(2):121–9.PubMed Renfree A, West J, Corbett M, et al. Complex interplay between the determinants of pacing and performance during 20 km cycle time trials. Int J Sports Physiol Perform. 2012;7(2):121–9.PubMed
40.
go back to reference Isen AM. An influence of positive affect on decision-making in complex situations: Theoretical issues with practical implications. J Consum Psychol. 2001;11(2):75–85.CrossRef Isen AM. An influence of positive affect on decision-making in complex situations: Theoretical issues with practical implications. J Consum Psychol. 2001;11(2):75–85.CrossRef
41.
go back to reference Slovic P, Peters E, Finucane ML, et al. Affect, risk, and decision-making. Health Psychol. 2005;24(4):S35–40.PubMedCrossRef Slovic P, Peters E, Finucane ML, et al. Affect, risk, and decision-making. Health Psychol. 2005;24(4):S35–40.PubMedCrossRef
42.
go back to reference Epstein S. Integration of the cognitive and psychodynamic unconscious. Am Psychologist. 1994;49:709–24.CrossRef Epstein S. Integration of the cognitive and psychodynamic unconscious. Am Psychologist. 1994;49:709–24.CrossRef
43.
go back to reference Epstein S. Intuition from the perspective of cognitive-experiential self-theory. In: Plessner H, Betsch C, Betsch T, editors. Intuition in judgement and decision-making. New York: Taylor and Francis; 2010. Epstein S. Intuition from the perspective of cognitive-experiential self-theory. In: Plessner H, Betsch C, Betsch T, editors. Intuition in judgement and decision-making. New York: Taylor and Francis; 2010.
44.
go back to reference Denes-Raj V, Epstein S. Conflict between intuitive and rationale processing: when people behave against their better judgement. J Pers Soc Psychol. 1994;66:819–29.PubMedCrossRef Denes-Raj V, Epstein S. Conflict between intuitive and rationale processing: when people behave against their better judgement. J Pers Soc Psychol. 1994;66:819–29.PubMedCrossRef
45.
go back to reference Finucane ML, Alhakami A, Slovic P, Johnson SM. The affect heuristic in judgements of risks and benefits. J Behav Decis Mak. 2000;13(1):1–17.CrossRef Finucane ML, Alhakami A, Slovic P, Johnson SM. The affect heuristic in judgements of risks and benefits. J Behav Decis Mak. 2000;13(1):1–17.CrossRef
46.
go back to reference Bannerjee AV. A simple model of herd behaviour. Q J Econ. 1992;107(3):797–817.CrossRef Bannerjee AV. A simple model of herd behaviour. Q J Econ. 1992;107(3):797–817.CrossRef
47.
go back to reference Skorski S, Faude O, Rausch K, et al. Reproducibility of pacing profiles in competitive swimmers. Int J Sports Med. 2012;33:1–6.CrossRef Skorski S, Faude O, Rausch K, et al. Reproducibility of pacing profiles in competitive swimmers. Int J Sports Med. 2012;33:1–6.CrossRef
48.
go back to reference Appelt KC, Milch KF, Handgraaf MJJ, et al. The decision-making individual differences inventory and guidelines for the study of individual differences in judgement and decision-making research. Judgm Decis Mak. 2011;6(3):252–62. Appelt KC, Milch KF, Handgraaf MJJ, et al. The decision-making individual differences inventory and guidelines for the study of individual differences in judgement and decision-making research. Judgm Decis Mak. 2011;6(3):252–62.
Metadata
Title
Application of Decision-Making Theory to the Regulation of Muscular Work Rate during Self-Paced Competitive Endurance Activity
Authors
Andrew Renfree
Louise Martin
Dominic Micklewright
Alan St Clair Gibson
Publication date
01-02-2014
Publisher
Springer International Publishing
Published in
Sports Medicine / Issue 2/2014
Print ISSN: 0112-1642
Electronic ISSN: 1179-2035
DOI
https://doi.org/10.1007/s40279-013-0107-0

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