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- All Subjects: psychology
- All Subjects: Machine Learning
- Creators: Barrett, The Honors College
Description
Background: As the growth of social media platforms continues, the use of the constantly increasing amount of freely available, user-generated data they receive becomes of great importance. One apparent use of this content is public health surveillance; such as for increasing understanding of substance abuse. In this study, Facebook was used to monitor nicotine addiction through the public support groups users can join to aid their quitting process. Objective: The main objective of this project was to gain a better understanding of the mechanisms of nicotine addiction online and provide content analysis of Facebook posts obtained from "quit smoking" support groups. Methods: Using the Facebook Application Programming Interface (API) for Python, a sample of 9,970 posts were collected in October 2015. Information regarding the user's name and the number of likes and comments they received on their post were also included. The posts crawled were then manually classified by one annotator into one of three categories: positive, negative, and neutral. Where positive posts are those that describe current quits, negative posts are those that discuss relapsing, and neutral posts are those that were not be used to train the classifiers, which include posts where users have yet to attempt a quit, ads, random questions, etc. For this project, the performance of two machine learning algorithms on a corpus of manually labeled Facebook posts were compared. The classification goal was to test the plausibility of creating a natural language processing machine learning classifier which could be used to distinguish between relapse (labeled negative) and quitting success (labeled positive) posts from a set of smoking related posts. Results: From the corpus of 9,970 posts that were manually labeled: 6,254 (62.7%) were labeled positive, 1,249 (12.5%) were labeled negative, and 2467 (24.8%) were labeled neutral. Since the posts labeled neutral are those which are irrelevant to the classification task, 7,503 posts were used to train the classifiers: 83.4% positive and 16.6% negative. The SVM classifier was 84.1% accurate and 84.1% precise, had a recall of 1, and an F-score of 0.914. The MNB classifier was 82.8% accurate and 82.8% precise, had a recall of 1, and an F-score of 0.906. Conclusions: From the Facebook surveillance results, a small peak is given into the behavior of those looking to quit smoking. Ultimately, what makes Facebook a great tool for public health surveillance is that it has an extremely large and diverse user base with information that is easily obtainable. This, and the fact that so many people are actually willing to use Facebook support groups to aid their quitting processes demonstrates that it can be used to learn a lot about quitting and smoking behavior.
ContributorsMolina, Daniel Antonio (Author) / Li, Baoxin (Thesis director) / Tian, Qiongjie (Committee member) / School of Mathematical and Statistical Sciences (Contributor) / Barrett, The Honors College (Contributor)
Created2016-05
Description
This study examined upper extremity function, including manual dexterity, in chronic stroke survivors following a 10-week high intensity interval treadmill walking intervention. Six stroke survivors completed two 35-minute high intensity interval treadmill walking sessions based on ventilatory threshold per week. In addition, each participant completed one 30-minute low-intensity walking session at home. Participants completed upper extremity and manual dexterity testing at baseline, acutely, and after the 10-week intervention. Contrary to the prediction made, significant improvements in both paretic and non-paretic upper-extremity function including manual dexterity were not found. While time to complete the Nine Hole Peg Test (9HPB) somewhat decreased and the number of blocks transferred in the Box and Blocks Test (BBT) slightly increased, results were not found to be statistically significant. The results do suggest, nonetheless, that high intensity interval treadmill training may lead to improvements in upper extremity function and potentially daily living in chronic stroke survivors.
ContributorsHatty, Laura Elizabeth (Author) / Ringenbach, Shannon (Thesis director) / Bosch, Pamela (Committee member) / Holzapfel, Simon (Committee member) / School of Nutrition and Health Promotion (Contributor) / Barrett, The Honors College (Contributor)
Created2016-05
Description
This paper encompasses part of the complex topic of relationships between consumers, organic products, and advertising in America with a particular focus on Tempe, Arizona. Background research included in this paper includes how the term "organic" was developed and regulated to fit the federal standards that are implied through the use of the USDA organic label that was introduced in October of 2002. Further research considers the factors that have empirically and overwhelmingly contributed to motivations of attitude development and purchasing behaviors of the average organic consumer in America, tracking changes and potential causes over the past several decades. A large proportion of this paper analyzes the results of a survey conducted in Tempe between late 2014 and early 2015. This survey, shown in the appendices, includes responses from 310 Tempe consumers regarding questions of demographics, knowledge and perception of organic products, perceived access to organic products, consumer values, and purchasing behaviors. The results of the survey reflect the values displayed in previous studies on national surveys, with some discrepancies that appear to set Tempe apart from the national average. However, the results of the survey are limited by their exclusion and limited parsing of multiple confounds. Additionally, the respondents of the survey were not proportionate to the actually population of Tempe and therefore cannot be accurately generalized to the Tempe population as a whole. The third and final section of this paper deals with the relationship between advertisers and consumers. This considers how advertising helps to develop product values and perceptions through various methods. Future directions for advertising of organic products is also addressed, as advertisers can potentially become a source of developing scientific information if properly utilized. Further directives and gaps in research are addressed in the final portion of the paper and include how to increase consumer knowledge, the problems faced by organic advocates, what is important about what we already know, and where to go from here.
ContributorsAttanasio, Amber-Leigh Lace (Author) / Brian, Jennifer (Thesis director) / Phillips, Elizabeth Capaldi (Committee member) / Barrett, The Honors College (Contributor) / Department of Psychology (Contributor) / School of Life Sciences (Contributor)
Created2015-05
Description
The rates of anxiety, depression, and attempted suicide for transgender individuals are extremely elevated relative to the general population. Yet, little research has been conducted about the transgender population regarding social transition (an individual presenting as their authentic/true gender, one different than the gender they were assigned at birth, in the context of everyday life) and parental acceptance. Both of which have been shown to impact the mental health of transgender individuals. The purposes of this study were: (1) To characterize a sample of transgender adults on their age of awareness of their authentic gender identity and their age of social transition. (2) Examine whether age of social transition, (3) parental acceptance, and (4) the gap in time between age of awareness and age of social transition (awareness-transition gap) were related to mental health. (5) Examine whether parental acceptance was related to age of social transition or to awareness-transition gap. (6) Examine whether age of social transition or awareness-transition gap interact with parental acceptance as correlates of mental health. The sample consisted of 115 transgender adults, ages 18 to 64. Measures were separated into 7 subheadings: demographics, transgender
on-cisgender identity, age of awareness, age of social transition, primary caregiver acceptance, secondary caregiver acceptance, and mental health. Hypotheses were partially supported for age of social transition with mental health, parental acceptance with mental health, and awareness-transition gap with parental acceptance. This study investigated under studied concepts of social transition and parental acceptance that appear to have an effect on the mental health of transgender adults.
on-cisgender identity, age of awareness, age of social transition, primary caregiver acceptance, secondary caregiver acceptance, and mental health. Hypotheses were partially supported for age of social transition with mental health, parental acceptance with mental health, and awareness-transition gap with parental acceptance. This study investigated under studied concepts of social transition and parental acceptance that appear to have an effect on the mental health of transgender adults.
ContributorsRosenberg, Beth Ann (Author) / Gonzales, Nancy (Thesis director) / Saenz, Delia (Committee member) / Davis, Mary (Committee member) / Department of Psychology (Contributor) / Sanford School of Social and Family Dynamics (Contributor) / College of Public Service and Community Solutions (Contributor) / Barrett, The Honors College (Contributor)
Created2018-05
Description
In an attempt to fix the problem of an abundance of individuals with mental health issues in the criminal justice system, mental health courts have begun to develop as the newest form of problem-solving court. These courts aim to keep individuals with easily treatable mental health issues out of prison and connect them with the treatment that they need. This paper is a literature review examining the development and implementation of mental health courts across the United States. The paper first explains the essential elements to a mental health court and how they function. The main claim addressed is that: through the institution of statewide standards as well as the blanket adoption and regular measurement of national performance measures in each accredited mental health court, the large-scale and longitudinal study of mental health courts will become more practical. When these types of studies become more prevalent, the most effective practices of mental health courts will be identified and innovation will follow. The paper develops this claim by explaining the state and national regulations currently in place and the importance of standardization. It then moves into the national performance measures that should then be examined by courts once state standards are in place. The paper then explains the importance of longitudinal study to the proper collection of the significant data needed to solidify the institution of successful mental health courts. By identifying the most effective practices in mental health courts and standardizing them, this system will be able to: better help the individuals involved get appropriate treatment, promote public safety, and more effectively use taxpayer money.
ContributorsSanta Cruz, Ignacio Luis (Author) / Rigoni, Adam (Thesis director) / Kingsbury, Jeffrey (Committee member) / Department of Psychology (Contributor) / School of International Letters and Cultures (Contributor) / Barrett, The Honors College (Contributor)
Created2018-05
Description
Religion and the belief in supernatural agents have been assumed to play an important role in encouraging prosocial behavior. However, different studies conducted have shown a complex relation between religion and prosociality. For example, Darley & Batson (1973) found that religious people do not always help strangers. In the present study, Christian participants were primed with benevolent commandments attributed to either the Bible or past historical figures or secular, non-benevolent quotes (control). I then measured their willingness to help pick up envelopes dropped by either a Muslim (wearing a hijab) or non-Muslim confederate woman. The results show that subjects primed with Bible or presidential quotes about benevolence were more likely to be helpful to the Muslim confederate than those in the control group. Differences between the Bible and presidential condition were not significant. I conclude that an authority, whether it be a president or God, promoting benevolence can increase prosocial behaviors toward out-group members.
ContributorsMemon, Rabia (Author) / Cohen, Adam (Thesis director) / Knight, George (Committee member) / Okun, Morris (Committee member) / Barrett, The Honors College (Contributor) / College of Liberal Arts and Sciences (Contributor)
Created2012-12
Description
The front cover of Uncle What-Is-It is Coming to Visit, a 1993 children’s book by Michael-Willhoite, features two white children frightened by the hairy arm and upturned wrist of an unseen adult. The arm is clad in a frilly pink and orange sleeve, and gaudy bracelets hang from the wrist. The plot hinges on the children’s uncertainty about an uncle they have yet to meet; they know he is gay but are unsure of what it means. Before their mother can explain, she is distracted by a kitchen mishap and the siblings turn to other neighborhood children for answers. They encounter a host of descriptions that terrify them: one neighbor describes gay people as “fags [and] queers [who] really want to be women.” He shows the children a newspaper clipping photo of “a large man dressed in a frilly dress [with] a turban piled high with fruit on his head,” an implicitly racialized caricature reminiscent of Latina style icon Carmen Miranda. Another neighbor describes gay people as “dressed up in black leather. Zippers and chains all over...Dark glasses [and] chaps” (Willhoite, 1993). After having nightmares of men with sinister expressions in tropical-themed drag and leather, the children are overjoyed to discover that their uncle seems “normal.” Relative to depictions of other gay people in the book, Uncle Brett is normal because he is nonthreatening—he is white with short, straight, brown hair; he wears a plain, blue, collared shirt and brown dress pants; he carries a brown briefcase; and he enjoys and excels at activities appropriate for his gender, like catch. Although the book seems to have an affirming message about accepting queer people, it sends a clear message about which queer people are to be feared by children and which are nonthreatening. Nonthreatening queers are those who seem most like people mainstream western society considers normal: people who conform to expected gender roles, who have a vested interest parenting, and who are white and middle-upper class. These nonthreatening queers are by far the most represented in queer-themed literature for children. Based on a survey of 68 children’s books with queer characters, this paper argues that the representation of queer identities in children’s literature upholds more than challenges heteronormativity. I will first address ways many of the books perpetuate gender normativity by problematizing young male characters’ gender-transgressing behavior, portraying queer adults with less threatening gender presentations, and upholding gender binarism; next, I will address how the majority of the books promote repro-narrativity by focusing on monogamous couples’ strong desires and concerted efforts to have/raise children; I will then address race and class and the way white and upper-middle class queer characters are overrepresented while non-white and lower-class queer characters are underrepresented or not represented at all.
ContributorsLester, Jasmine (Author) / Danielson, Marivel (Thesis director) / Blasingame, James (Committee member) / Kuo, Karen (Committee member) / Barrett, The Honors College (Contributor) / College of Liberal Arts and Sciences (Contributor)
Created2012-12
Description
Visual aides, such as PowerPoint slides, hand-outs, and lecture notes on whiteboards, are often used in classrooms to convey important content to learners, especially in high school and college. When using these visual learning aides, it is important to consider which qualities of these presentations can affect learning— positively or negatively—and how those qualities interact with individual student characteristics. In the present study, we examine the overlap between audio and text and how the effects of overlap potentially interact with reading comprehension abilities. The examination of these potential influences on learning in this study is inspired by Cognitive Load Theory, the Dual-Channel Assumption, and prior research.
ContributorsHarry, Danielle (Author) / McNamara, Danielle (Thesis director) / Presson, Clark (Committee member) / Jackson, Tanner (Committee member) / Roscoe, Rod (Committee member) / Barrett, The Honors College (Contributor) / College of Liberal Arts and Sciences (Contributor)
Created2012-12
Description
Prospective memory is defined as remembering to carry out specified actions in the future. Research has suggested that prospective memory retrieval is reliant on multiple cognitive processes to function, and the ways in which these different processes are used is dependent on a variety of variables relating to the prospective memory task at hand. The current study focuses on the strength of the association between the prospective
memory cue and the prospective memory intention. Based on literature suggesting that aspects of prospective memory are reliant on executive control functioning, the current study examined the possibility that executive control depletion would affect prospective memory ability on subsequent tasks. Results showed that depletion of executive control resources, measured objectively, did not impair prospective memory in either a low or
high cue-association condition. However, participants‟ subjective assessment of their own fatigue correlated significantly with their subsequent prospective memory performance, regardless of association condition. The results of the study indicate that depletion studies that fail to account for both objective and subjective measures suffer from an unclear interpretation of effects, and that recognition of perceived expectancies
of cognitive resource limitation can assist in improving prospective memory ability.
memory cue and the prospective memory intention. Based on literature suggesting that aspects of prospective memory are reliant on executive control functioning, the current study examined the possibility that executive control depletion would affect prospective memory ability on subsequent tasks. Results showed that depletion of executive control resources, measured objectively, did not impair prospective memory in either a low or
high cue-association condition. However, participants‟ subjective assessment of their own fatigue correlated significantly with their subsequent prospective memory performance, regardless of association condition. The results of the study indicate that depletion studies that fail to account for both objective and subjective measures suffer from an unclear interpretation of effects, and that recognition of perceived expectancies
of cognitive resource limitation can assist in improving prospective memory ability.
ContributorsCook, Carson (Author) / Brewer, Gene (Thesis director) / Presson, Clark (Committee member) / Homa, Donald (Committee member) / Barrett, The Honors College (Contributor) / College of Liberal Arts and Sciences (Contributor)
Created2012-12
Description
Social proof and mismatch of self-preference have been assumed to play an important role in the inference of value. They can be influential factors when it comes to decision-making in a mate-selection environment. In this thesis study, participants took an online survey in the form of a dating website. They answered a series of questions about the traits they would like to see in a potential mate. They were then presented with four potential mates and asked to rank them by their preferences. The results show that participants most preferred the potential mate with a high social proof and a low mismatch of self-preference and least preferred the potential mate with a low social proof and a high mismatch of self-preference. When comparing just social proof and mismatch of self-preference, there was not an interaction effect between the two. I conclude that even though social proof is a powerful influencing factor by itself, it did not have the power to trump the mismatch of self-preference.
ContributorsAkhter, Sumbal (Author) / Kwan, Virginia (Thesis director) / Knight, George (Committee member) / Cohen, Adam (Committee member) / Barrett, The Honors College (Contributor) / College of Liberal Arts and Sciences (Contributor)
Created2012-12