PSY2061 South University Effort and Impulsivity in Reversal Learning Paper

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‘Exploring the role of effort and impulsivity in reversal learning’ 

Brief introduction

One of the main characteristics of human behaviour is its flexibility. We must be able to detect regular patterns in our environment, and also be sensitive to disruptions to those regularities, so that we can adapt our behaviour accordingly. Imagine that the bus you have been catching to work every morning for the last few years has been late for the last three days. The decision that you must make is whether this represents merely a temporary disruption of otherwise regular scheduling (say, due to road-works), or whether the bus timetable has changed altogether (such that it is no longer stopping at the previously scheduled time). In other words, you must detect whether this irregularity represents a temporary change in an otherwise stable environment, or whether it represents a fundamental change in the environment altogether. 

Individuals differ significantly in how fast they learn or adapt to these sorts of situations. The way in which decisions such as this are resolved by the brain has been studied with a paradigm known as ‘probabilistic reversal learning.’ Each of these terms refer to key aspects of the paradigm: 

1. Individuals are required to learn about the relative value of stimuli presented before them (e.g., which bus you prefer to catch) 

2. The values of these stimuli periodically reverse (i.e., the bus timetable changes). 

3. The values of the stimuli vary probabilistically (i.e., even the bus you usually prefer to catch may sometimes be late, but on average is better than the other alternative).

Using this paradigm, we now have significant insights into the neural circuitry and computational mechanisms which mediate adaptive human behaviour. Flexible learning is mediated by a neural network comprising the prefrontal cortex and basal ganglia (Clark et al., 2004; Cools et al., 2002; Izquierdo et al., 2017, Peterson et al., 2009), and dopamine is a key neurotransmitter in this process of reversal learning. Importantly, a separate literature has revealed that dopamine is important, not only in learning, but is also critical for motivating individuals to exert effortful actions (Chong et al., 2015). Given the dual role of dopamine in motivating effortful actions, and in probabilistic reversal learning, this study will explore the relationship between effort exertion and learning. Specifically, we ask:

1. How probabilistic reversal learning can differ based on the amount of force that individuals must exert to register their responses. 

2. How personality differences (e.g., in impulsivity) are related to learning.  

You may have been a participant in this study, but, when writing your report, it is important that you write from the perspective of the researcher.

Design

This experiment involved two phases. In an initial phase, the maximum voluntary contraction (MVC) for each participant was determined by squeezing each force dynamometer as hard as possible. Participants then undertook the learning task. Participants were presented with two abstract shapes, with one of these stimuli being more valuable on average than the other. The more valuable stimulus was rewarded 70% of the time, and the less valuable stimulus was rewarded 30% of the time. A rewarded stimulus was associated with a gain of one point, and an unrewarded stimulus was associated with no gain. The primary task was to learn which of the two stimuli was more valuable on every trial, and to accrue as many points as possible. Importantly, the relative value of the stimuli periodically reversed, such that the more valuable stimulus would then be worth less, and vice versa. Participants were instructed to detect when that change occurred, and switch their preferences accordingly. Stimuli were presented randomly to the left or right of fixation, and participants registered their preferences by squeezing the corresponding (left or right) dynamometer. Participants performed two blocks: one in which only a small force needed to be applied (5% of MVC), and the other in which a harder force was required to make a choice (30% MVC). The order of blocks was counterbalanced across participants.

Built into this design was a further experimental manipulation to examine whether the time at which participants exert a low or high force influenced learning on this task. Participants were divided into three groups (‘A’, ‘B’, and ‘C’). Participants in one group (‘A’) were only required to provide a single squeeze (with a high or low force) to register their choice and simultaneously receive feedback. In contrast, participants in Groups B and C were required to provide two squeezes. Those in Group B  exerted a high or low force to register their choice, and a low force to reveal the outcome. Those in Group C undertook the reverse manipulation, by always exerting low force to register their choice, but either a low or high force to reveal the outcome. For the purposes of this lab report, you should write-up the design that you personally experienced as a participant in this study (the experimenters should have informed you of the group you were assigned to at the end of the task).Those students who did not attend the experimental sessions should write-up the design as if they were in Group A.

In order to determine the relationship between learning and impulsivity, participants were administered the revised version of the UPPS Impulsive Behaviour Scale (Whiteside & Lynam, 2001). This version, the UPPS-P, assesses five pathways: Negative Urgency, Positive Urgency, Premeditation, Perseverance, and Sensation Seeking (Cyders et al., 2007).

The key question of this study was whether there is a difference between learning rates when low or high amounts of force were applied. For the purposes of your lab report, you will answer: 

1. Was there a difference in the total number of points scored during the low and high force blocks? 

2. Was there a difference in the total accuracy during the low and high force blocks? 

3. Was there a correlation between the total number of points scored and scores on a questionnaire measure of impulsivity?

Starting References: You will be provided with a number of papers that will provide you with some background and a rationale for the study that will form the basis of the Biological Laboratory Report. Copies of these are available on the PSY2061 Moodle website. Please print and read the following papers and bring them with you to your Week 7 lab class. 

You do not need to understand the detail of the neuroimaging analyses or computational models.

Reference

Chong et al. (2015). Dopamine enhances willingness to exert effort for reward in Parkinson's disease. Cortex, 69, 40-46.  (A study showing that dopamine administration increases the motivation to exert physical effort.)

Clark et al. (2004). The neuropsychology of ventral prefrontal cortex: Decision-Making and reversal learning. Brain and Cognition, 55(1), 42-53 (An overview of reversal learning in the context of decision making and ventral prefrontal function.)

Cools, R. et al. (2002). Defining the neural mechanisms of probabilistic reversal learning using evenrelated functional magnetic resonance imaging. Journal of Neuroscience, 22(11), 4563-4567 (One of the first human neuroimaging studies on probabilistic reversal learning.)

Cyders, M. A. et al. (2007). Integration of impulsivity and positive mood to predict risky behavior: Development and validation of a measure of positive urgency. Psychological Assessment, 19, 107–118. (Background on the UPPS-P Impulsive Behavior Scale. )

Izquierdo et al. (2017) The neural basis of reversal learning: An updated perspective. Neuroscience, 345, 12-26 (A good overview of reversal learning and is neurobiology, including dopamine.)

Peterson et al. (2009). Probabilistic reversal learning is impaired in Parkinson’s disease. Neuroscience, 163(4), 1092-1101 (Examined the role of dopamine in reversal learning.)

Whiteside, S. P., & Lynam, D. R. (2001). The Five Factor Model and impulsivity: Using a structural model of personality to understand impulsivity. Personality and Individual Differences,30, 669–689 (Background on the original UPPS Impulsive Behavior Scale.)

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EFFORT AND IMPULSIVITY IN REVERSAL LEARNING Include All Your Important Variables And A Summary Of Their Relationship Here Name Student Number Unit: Due date: Tutor: Lab class: Word count: 1 EFFORT AND IMPULSIVITY IN REVERSAL LEARNING 2 Abstract The abstract should be written concisely and is designed to present a brief summary of your report. It should present the four main sections of the report and it should be intelligible and complete in itself. Therefore, you should not cite figures, tables or other sections of your paper. The first sentence should introduce the reader to the topic of the report and should set up the objectives of the investigation. The second sentence should provide the reader with the essential information about the participants and methods that were used in the experiment. Next, you should also highlight the main results and their relationship to the hypotheses. Finally, you must highlight the important conclusions and implications (either theoretical or practical) of your research. Overall, this section must be less than 150 words and should appear on a page of its own. EFFORT AND IMPULSIVITY IN REVERSAL LEARNING The introduction should begin on a new page, without a heading. It should introduce all the relevant concepts, and define all the relevant terms in a clear and logical order. Ultimately, the goal of the introduction is to set up the rationale and introduce the hypotheses of the study. It should be about one third of the overall word count, and all statements of fact must be referenced accordingly. Method Participants In this section, you need to provide all the relevant details about the participants of the study. This may include the age range, gender breakdown and any other relevant demographic information. Materials You should include enough detail about the materials used in the experiment that the reader can replicate your study based solely on what you have described. You will need to describe any scales, questionnaires or other methods used in the experiment. 3 EFFORT AND IMPULSIVITY IN REVERSAL LEARNING 4 Procedure In this section you will need to explain what the participants did to complete the study. This section will rely on your descriptions of the materials in the section above. Be careful not to repeat information that you have already described in the Materials section. This section should focus on what the participants did to complete the study, rather than what tools were used in the experiment. Design This section should explain the experimental design used in the study. It should operationalize and define all relevant variables, as well as presenting the statistical analysis utilized in this study. Results This section should start with a statement of how the data were handled prior to analysis. Then, the descriptive information should be presented followed by the inferential statistics, presented in a consistent chronological order. You should mention how the data were analysed and the statistical package used. It is often appropriate to present the data in a table to ensure it is clear to the reader. EFFORT AND IMPULSIVITY IN REVERSAL LEARNING Discussion This section should begin with a statement about whether or not the hypotheses were supported. This should be followed by an interpretation of the results using the information that you have presented in the Introduction to guide your Discussion and explain the results. Some discussion of the limitations of the study, as well as implications of the findings and directions for future research should also be explored here. 5 EFFORT AND IMPULSIVITY IN REVERSAL LEARNING 6 References Clark et al. (2004). The neuropsychology of ventral prefrontal cortex: Decision-Making and reversal learning. Brain and Cognition, 55(1), 42-53.doi: 10.1016/S0278- 2626(03)00284-7 Cools, R., Barker, R. A., Sahakian, B. J., & Robbins, T. W. (2003). L-Dopa medication remediates cognitive inflexibility, but increases impulsivity in patients with Parkinson’s disease. Neuropsychologia, 41(11), 1431-1441.doi:10.1016/S0028- 3932(03)00117-9 Cyders, M. A., Smith, G. T., Spillane, N. S., Fischer, S., Annus, A. M., & Peterson, C. (2007). Integration of impulsivity and positive mood to predict risky behavior: Development and validation of a measure of positive urgency. Psychological assessment, 19(1), 107.doi:10.1037/1040-3590.19.1.107 Whiteside, S. P., & Lynam, D. R. (2001). The five factor model and impulsivity: Using a structural model of personality to understand impulsivity. Personality and individual differences, 30(4), 669-689.doi: 10.1016/S0191-8869(00)00064-7 EFFORT AND IMPULSIVITY IN REVERSAL LEARNING 7 Appendix A Any supplementary information should be contained here, and should also be referred to in the body of your report PSY2061 Lab Report Marking Rubric Student name: Poor Fair Good Very good Excellent Title (3 marks) Title should be written in terms of the IVs and DVs ☐ ☐ ☐ ☐ ☐ Title should be clearly written and accurately reflect the theme of the lab report and identify all relevant variables ☐ ☐ ☐ ☐ ☐ Title should be concise =.32) .10 1 case(s) Page 9 Normal Q-Q Plot of diff 6 Expected Normal 4 2 0 -2 -4 -0.2 -0.1 0.0000 0.1 0.2 0.3 0.4 0.2 0.3 0.4 Observed Value Detrended Normal Q-Q Plot of diff 2.0 Dev from Normal 1.5 1.0 0.5 0.0 -0.5 -0.2 -0.1 0.0000 0.1 Observed Value Page 10 0.4 121 0.3 0.2 0.1 0.0000 -0.1 -0.2 diff T-TEST PAIRS=LoForce WITH HiForce (PAIRED) /CRITERIA=CI(.9500) /MISSING=ANALYSIS. T-Test Page 11 Notes Output Created 09-MAY-2019 14:12:35 Comments Input Data C: \Users\xwan0008\Downloa ds\Accuracy.sav Active Dataset DataSet1 Filter Weight Split File N of Rows in Working Data File Missing Value Handling 171 Definition of Missing User defined missing values are treated as missing. Cases Used Statistics for each analysis are based on the cases with no missing or out-ofrange data for any variable in the analysis. T-TEST PAIRS=LoForce WITH HiForce (PAIRED) /CRITERIA=CI(.9500) /MISSING=ANALYSIS. Syntax Resources Processor Time 00:00:00.00 Elapsed Time 00:00:00.00 Paired Samples Statistics Mean Pair 1 N Std. Deviation Std. Error Mean LoForce .6288 171 .06429 .00492 HiForce .6255 171 .06848 .00524 Paired Samples Correlations N Pair 1 LoForce & HiForce Correlation 171 .358 Sig. .000 Paired Samples Test Paired Differences 95% Confidence ... Mean Pair 1 LoForce - HiForce .00334 Std. Deviation .07531 Std. Error Mean .00576 Lower -.00803 .01471 Page 12 Paired Samples Test Paired ... 95% Confidence Interval of the ... Upper Pair 1 LoForce - HiForce .01471 t .579 df 170 Sig. (2-tailed) .563 Page 13
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Explanation & Answer

Attached.

Running head: IMPULSIVITY IN REHEARSAL LEARNING

Exploring the role of effort and Impulsivity in Reversal Learning
Name:
Institutional Affiliation:

1

IMPULSIVITY IN REHEARSAL LEARNING


Introduction
➢ Reversal learning is the brain’s response to two different stimuli
➢ The paper is based on the group A of a research
➢ Required to squeeze once on the abstract objects
➢ The effort used was measured by a dynamometer and recorded



Total number of points
➢ High force block
✓ Due to the urgency of the issue
✓ Willingness of the participants
✓ One squeeze issue
➢ Low force blocks
✓ Negative urgency
✓ Mental attitude
✓ Preparedness



Difference in total accuracy
➢ Accuracy depended on the data analysis method used
➢ Comprehensive questionnaires
➢ The recording process
➢ Sensational response from the participants



Correlation between points scored and the questionnaire used
➢ Positive energy
➢ Negative urgency
➢ Premeditation

2

IMPULSIVITY IN REHEARSAL LEARNING
➢ Results of the questions
➢ The participants’ responses


Conclusion
➢ Total number of points
➢ Different in total accuracy
➢ Correlation between points scored and the questionnaire used

3


Running head: IMPULSIVITY IN REVERSAL LEARNING

Exploring the Role of Effort and Impulsivity in Reversal Learning
Name:
Institutional Affiliation:

1

IMPULSIVITY IN REVERSAL LEARNING

2

Introduction
Reversal learning is a concept in which there is an observation of the brain’s response to
two various stimuli. The determination of the difference in responses provides researchers with a
vast amount of opportunity to understand the brains reaction to a variety of stimuli. The
following paper contains a discussion of the results of a research conducted on participants in
group A. The research required the participants in group A to squeeze two abstract shapes and
their Maximum Voluntary Contraction (MVC) recorded. A dynamometer was the tool used to
measure the force used and the results are compared to the participants’ initial MVC taken at the
beginning of the research.
Total number of points
There were high scores in high force blocks. The high scores were as a result of the
urgency of matter. First the research required the participants to squeeze the objects once.
Therefore, the first instinct was to squeeze the object extremely hard. Whiteside and Lynam
(2001) argue that the brains response to instructions depends on the urgency of the matter. In this
instance, the participants felt the urgency of the situation and thus squeezed hard. Compared to
the initial Maximum Voluntary Contraction (MVC) the scores were high on the high force
blocks. The comparison provided the research with a wide source of data that would increase the
accuracy of the scores recorded. Additionally, the scores acquired from the comparison were of
vital importance to the data analysis phase.
The fact that it was the first time the participants had a feel of the objects ensured there
was chance of hard squeezing as a result of the natural brain curiosity. Peterson et al. (2009)
found out the brain responds to new objects in a variety of ways. In this instance, the participants

IMPULSIVITY IN REVERSAL LEARNING

3

squeezed the objects hard in a bid to satisfy their curiosity. In the process, they led to high scores
in the high force blocks. Additionally, the willingness of the participants to being part of the
research led to a positive attitude that allowed them to squeeze hard on the objects. A positive
attitud...


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