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Moderating Role of Experiential Similarity on the Relationship Between Social Support and Posttraumatic Growth
Avery Lytle
Background and objectives: Trauma exposure is associated with negative outcomes like posttraumatic stress disorder. However, not everyone reports distress; resilience is common. Some even report improved psychological functioning following trauma, termed posttraumatic growth (PTG). Numerous factors are implicated in PTG development, many related to cognitive processing of the event. Outside of cognitive factors, one of the strongest promoters of PTG is social support, but less is known about what types of support are most facilitative. Of potential importance is experiential similarity, or the extent to which the support person has experienced shared elements of one’s trauma. The present study examined whether social support with higher experiential similarity was more strongly associated with PTG than support without experiential similarity. Methods: Bootstrapping procedures in the PROCESS macro for SPSS tested experiential similarity as a moderator of the relation between social support satisfaction and PTG. Six models were tested, each with total PTG or one of the five domains of growth (new possibilities, relating to others, personal strength, spiritual change, and appreciation for life) as outcomes. Results: Only when considering new possibilities as the outcome was experiential similarity a significant moderator, such that only individuals reporting very high levels of similarity and support reported more new possibilities. Similarity did not moderate in the other models. When direct effects were examined, social support was negatively associated with new possibilities and had no significant relations with total growth or the other four domains. Experiential similarity was positively associated with new possibilities and negatively associated with relating to others. Conclusions: In this sample of college undergraduates, experiential similarity does not appear to be a critical aspect of social support that is influential of growth. Future research should determine whether this is sample-specific, or whether other factors such as demographic similarity might be more facilitative of growth.
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Moral Injury
John Batten, Jack Walsh, Grace O'Malley
Moral injury has much in common with Post-Traumatic Stress Disorder, but is a distinct kind of harm resulting from an experience that affronts core values and shatters one's sense of moral order. This poster will explain moral injury as a kind of trauma and identify ways the UD community can both support those who are healing from moral injury and work to prevent further injury from happening.
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Motion Analysis in Still Images
Reema Tharra
In this project, we study the motion in still images. In particular, we collect a dataset of still images with motion. Then, we extract the saliency maps from the images. Next, we build a deep learning classifier on different image sets, namely, color images, gray scale images, and saliency map. The insights gained from this work help understand the motion analysis from still images.
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Multi functional robot
Yamini Chandrashekar
The main aim of the project is to detect the metal near by to the sensor. Whenever the metalis brought near the sensor (inductor) a buzzer is produced from the speaker and whenever themetal is removed the sound is switched off. As the magnetic flux passes through the someopaque objects such as plastics, cloth, etc., by which we can detect any metal hiding someobjects.This Work is based on Arduino, motor driver and Bluetooth module. Arduino is anopensource prototyping platform Based on easy-to-use hardware and software. Arduino usesan ATmega328 microcontroller. Since robotics has become a major part in our daily life andalso in the engineering field and it plays a vital role in the development of new technology.This is a very simple and easy type form of remote control car, where the ordinary microcontroller has been replaced by Arduino and IR sensors has been replaced by a Bluetoothmodule. The remote can be any android or IOS cell phones. This project can be made in abigger scale for real time vehicles.
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Multiple Breast Cancer Tumor Interactions in a Microfluidic Platform
Elizabeth Avera
Breast cancer has been the second leading cause of cancer-related death in women. It is estimated that 15-25% of breast cancer cases are classified as multifocal (MF) or multicentric (MC). MF and MC breast cancers, compared with unifocal breast cancers, tend to be more aggressive and are associated with lower survival rates, higher recurrence, and lymph node metastasis. This project studied the interactive behaviors between multiple breast cancer tumors using an in vitro model combined of three-dimensional breast cancer spheroids and microfluidics technology. We determined that the MF/MC breast cancer spheroids moved across their extracellular matrix, shortening the distance between each other by 871.1±602.7 um and 765.846±547.7 um, for 3 and 2 MF/MC breast cancer spheroids respectively, over 72 hours. There was no significant change in individual breast cancer spheroids area over 72 hours, but in the multiple setup spheroids tended to merge into a larger one. Initial observations depict nonuniform collagen extracellular matrix expression after 72 hours in the MF/MC model. We anticipate this is due to degradation of the collagen extracellular matrix over time caused by the MF/MC spheroids. This study helps broaden our understanding of the characteristics and invasive mechanisms of MF/MC breast cancer tumors, allowing us to better predict patient prognosis and suggest novel targets for breast cancer treatments in subsequent studies.
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Multi-Robot Visibility-Based Pursuit-Evasion with Probabilistic Evader Models
Mukilan Ashokraj Rajapriya
This project presents an algorithm for a Multi-Robot Visibility-Based Pursuit-Evasion problem in a 2-Dimensional polygonal environment where a team of pursuers attempts to locate an unknown number of evaders given that the pursuers have access to a probabilistic model which describes how the evaders are likely to move in the environment. We present an algorithm to compute a joint plan for pursuers that considers two criterion; the expected time to capture the evaders, and the guaranteed (maximal) time to capture all of the evaders. The desired outcome of our algorithm is a plan for the pursuers that returns a relatively low expected time to capture without drastically increasing the guaranteed time to capture. Intuitively, this can be viewed as a “re-routing” of the pursuers in order to locate more evaders, sooner, than a naive uninformed search. The algorithm proceeds in two phases that we term an “exploitation” phase and an “exploration” phase. We beginthe exploitation phase by first drawing a collection of representative samples from the probabilistic model describing potential evader behavior. We then compute a joint plan for the pursuers that captures all of these sampled evader trajectories. We then proceed tothe exploration phase which provides a complete solution by appending additional pursuer motions to the plan computed during the exploit phase. The resulting strategy ensures that all evaders are located, regardless of whether they follow the probabilistic model or not. Weplan to evaluate our algorithm in simulation to demonstrate the efficacy of the proposed approach.
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Musical Expression and Symbolic Forms
Jacob Biesecker-Mast
Frequently the idea of expression comes up when people talk about music’s value in human culture. However, expression is often ill-defined and can be found to be used many ways. Some argue music is not expressive at all, but instead is beautiful by virtue of its well-formed nature. This particular perspective, musical formalism, often looks at what is called “absolute music”, or music without any other kind of media like lyrics, and argues that the form of the music, with its interesting play between various melodies, counter melodies, and chord structure, is that which gives it value rather than any kind of expressive capabilities. Susanne Langer is a scholar who has written much on the philosophy of art and makes compelling arguments for the expressive nature of art, and thus departs from formalism distinctly. Many of her theories treat art as a sort of language that expresses through meaning-making symbols. However, there seem to be some weaknesses in her theory that can be fixed with some ideas from another philosopher of art, Nelson Goodman. Langer postulates that symbols in music, as distinct from discursive language, do not necessarily refer to an object to make meaning, but instead present concepts as they are through constructing analogous logical relationships. However, it seems that if the symbol does not refer to an object, then the symbol is all that is needed to comprehend the concept, thus it is not clear how the two are distinct. Goodman offers up the concept of exemplification, in which the symbol exemplifies the concept in question, in addition to presenting it. In this way, the value of music lies, at least in great part, in its capability to both express the emotional inner-life of human beings, and do important work in conceptualizing the world we live in.
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Music Therapy Treatment Considerations for Adolescents with Attachment Challenges
Jaylee Sowders
Attachment theory, developed by John Bowlby and Mary Ainsworth, describes how our first relationships guide much of our social and emotional development throughout life (Bretherton, 1992). When attachment challenges occur, particularly during infancy, the maturation of adolescents as they transition into adulthood is severely impacted. However, the foundation of attachment assessment and treatment are rooted in classist, patriarchal, and white supremacist systems that do not equitably serve a diverse society. With a focus on equity and accessibility in mental healthcare, this study is focused on music therapy assessment and treatment with teenage clients facing attachment challenges and the role of music as a communicative tool and symbolic object for attachment. Through an interpretivist review of attachment theory and music therapy literature, combined with an analysis of relevant music therapy case studies, I will analyze the affordances, risks, and challenges of music therapy experiences in reforming and revising internal working models of attachment (Bowlby, 1969), using a dimensional perspective described by Raby et al. (2021). Music has the potential to address, validate, and promote further inquiry of the social and emotional complexities that often result from traumatic interpersonal relationships. The added musical relationships and music inherent to music therapy may provide new avenues for growth and healing by providing additional objects or secure bases for reconstructive attachment and relationship formation. This research will provide information for current and future music therapists facilitating music therapy with adolescents to address attachment challenges.
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Muted Daughters, Powerful Performance in Shakespeare’s Titus Andronicus and The Merchant of Venice
Breann Webb
The presentation will explore questions of agency, embodiment, silence and performance, and disability, in two of William Shakespeare’s plays Titus Andronicus and The Merchant of Venice. I will examine the ways in which directors and producers of contemporary adaptations of Shakespeare’s works, specifically the stage adaptation of Titus Andronicus by Lucy Bailey (2015) and the film adaptation by Julie Taymor (1999) and the stage adaptation of The Merchant of Venice by Polly Findlay (2015) and the film adaptation by Michael Radford (2004), alter the meaning of scenes for a modern audience, and help us to better understand the play texts themselves. In addition, these stage and film adaptations bring into question the wills and responsibilities of daughters during the early modern period in Europe that complicate meanings of power and identity. In The Merchant of Venice the audience is confronted with a father–daughter relationship between Shylock and Jessica, that places Jessica’s will and religion in question when she wishes to marry a Christian instead of a Jew, which during this period, meant legally converting to Christianity. This play tackles concerns about violence, will, agency, and silence that audiences also see in the father-daughter relationship of Titus and Lavinia in Titus Andronicus. Adaptations allow for a shift in emphasis and create meaning through action, not just words. For early modern audiences, and for us today, performance is fluid, contingent, and adaptive which allows for variances in interpretation. It is also important to acknowledge that feminist and queer theory assists many scholars and readers of Shakespeare in recognizing the patriarchal, heteronormative, and engendered assumptions across histories. Furthermore, feminist theory has illuminated the patriarchal structures that have silenced women. Thus, my presentation will also engage with early modern feminist scholars such as Melissa E. Sanchez, Christina Luckyj, Kathryn Schwarz, and Valerie Traub.
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Nano-platelet Bi2-Bi2Se3 Nucleation and Optical Properties
Margaret M. Brown; other authors: Katherine M. Burzynski, Derek Winner, Krishnamurthy Mahalingam, Ryan P. Laing, Tobin C. Muratore, Jeff L. Brown, Kurt G. Eyink, Said Elhamri, J.P. Corbett, and Amber Reed.
Topological insulators are an exciting classification of materials exhibiting protected surface states that allow for spin-orbit coupling on the conductive surface while maintaining an insulated bulk. A selenium-deficient growth of the well-known topological insulator, Bi2Se3,produces a natural heterostructure consisting of quintuple layers of Bi2Se3 and 2D layers of Bi2 . Previous work has shown that both terminating layers yield distinct topologically protected surface states. Growth studies of this material reveal dimension-dependent optical properties. Evidence of an increased optical bandgap with decreased nano-platelet volume suggests the presence of quantum confinement, a phenomena that results in an increased and quantized bandgap. Additionally, this investigation reports a pressure-dependent nucleation study of Bi2-Bi2Se3 grown via direct current magnetron sputtering. This nucleation study and results can be exploited to fine tune the optical bandgap of Bi2-Bi2Se3 nano-platelets over a range of 1.55 to 2.21 eV. Such tunability may be utilized for the development of prototypical optoelectronic devices.
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NMR-Based Lipid Analysis Indicates Cellular Membrane Lipids in Liver, but Not Skeletal Muscle or Blood Cells, Are Cold-Adapted in the Freeze-Tolerant Treefrog Dryophytes chrysoscelis
Elizabeth Yokum
Cope’s gray treefrog Dryophytes chrysoscelis belongs to a select group of vertebrates that survives the winter by tolerating repeated freezing and thawing of body water. One of the ways that D. chrysoscelis survives these freeze-thaw cycles is by using a complex system of chemical cryoprotectants to prevent cells from freezing and to maintain homeostasis of body fluids. We hypothesized that an additional mechanism that enables freeze tolerance is the modification of cellular membrane lipid composition during cold acclimation, thereby optimizing cellular biophysical properties and function in preparation for freezing. To evaluate that hypothesis, cellular membranes were prepared from liver, skeletal muscle, and blood cells of wild-caught male treefrogs that were cold-acclimated to 5°C (cold) or maintained at 22°C as the (warm) control group. 1H-NMR analysis was used to quantify relative abundance of membrane cholesterol and to characterize phospholipid fatty acids. Principal components statistical analysis indicates that membrane lipid profiles are tissue-specific, but that membrane lipids were affected by cold acclimation in liver tissue only. In liver, both free and esterified membrane cholesterol was elevated in the cold by 2-fold and 1.4-fold, respectively (P < 0.05). Fatty acid characterization revealed that chain length did not vary between groups (P = 0.46), but total fatty acid unsaturation (i.e. number of double bonds) was nearly doubled in cold frogs compared to the warm control (P < 0.05). Both mono and polyunsaturated fatty acids are more abundant in the cold group and the ω-6 fatty acid linoleic acid was more than 2-fold greater in membranes from cold frogs (P < 0.05). These specific modifications in liver membrane lipid composition support our hypothesis and would likely enhance cellular freeze tolerance in the cold. Surprisingly, membrane lipids were not similarly adapted in blood cells or muscle, indicating that membrane adaptation may be tissue-specific or adapted during freezing conditions.
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Novel role of miR-137 in the eye development of Drosophila
Rad Radhika Padma
microRNAs (miRNAs) are 18-22 nucleotide short, which constitute a significant fraction of noncoding repertoire of the genome. miRNA regulate the expression of their target gene(s) through post-transcriptional means. These miRNA interacts with 3′ or 5′ UTRs of mRNAs, thereby stopping the translation by degradation of their target mRNA. miRNAs are evolutionarily conserved across taxa and can regulate more than one target mRNAs. We employed a forward genetic screen to look for the miRNA that affects eye development using Drosophila melanogaster eye model. Drosophila compound eye has been extensively used for the genome wide screen as it is easy to score the phenotypes, the genetic machinery to form an eye is highly conserved and it is nonessential for survival. In this screen, we identified a miRNA-137, which affects the eye development. Our investigations showed that the gain-of-function miRNA-137 in the developing eye-antennal imaginal disc significantly reduces the eye size in the larval eye imaginal disc and the adult eye. We employed bioinformatic tools to identify the target(s)of miRNA-137 using targetscan and Diana software. We identified four putative targets for miRNA-137 in the developing eye. We are in process of characterizing the roles of these targets in eye development and to validate that these candidate gene(s) expression is affected by miRNA-137 using molecular genetic approaches. Here we present our characterization of novel role of miRNA-137 role in the developing eye.
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Numerical Study of a Mathematical Model on the Influence of Counseling on Divorce Rate
Elizabeth Goettke, Bridget Gerber
In this project, a mathematical model for minimizing divorce through counseling is being evaluated using numerical methods, such as Euler’s method and the Runge Kutta methods. We will compare the accuracy of these methods in simulations and error analysis. Matlab's built-in functions (ode23 and ode45) for Runge-Kutta methods are used along with our code for Euler's method.
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Ohio 180 Years Ago: How Did Presbyterians React to Slavery In Ohio
Noah Jackson
A study on the Presbyterian reaction to slavery in the 19th century. It will view the topic from different lens that Presbyterians were involved in. To name two, it will address their reactions in acadamia, and the pulpit. Beginning at the turn of the 18th century into the mid 1800s, in order to display a sense of change over time in their reactions.
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Oktoberfest in Germany and Brazil
Julia Strittmatter and Margaret Ruhlmann
Part of a course project on intercultural communication, which can be expressed and studied in myriad ways. The students of CMM 316.01 investigated various forms of cultural expression by comparing and contrasting the ways a particular form is used by multiple cultural groups. Specifically, each group researched and presented about the ways food, music, festivals, rituals, dance, clothing, and other artifacts communicate cultural identity in at least two different cultures.
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Oktoberfest in Germany vs. The United States
Jessie Morris, Ashley Walker, Maddie Hansen
Part of a course project on intercultural communication, which can be expressed and studied in myriad ways. The students of CMM 316.01 investigated various forms of cultural expression by comparing and contrasting the ways a particular form is used by multiple cultural groups. Specifically, each group researched and presented about the ways food, music, festivals, rituals, dance, clothing, and other artifacts communicate cultural identity in at least two different cultures.
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Online Auto-Fill Forms From Images
Charith Boddu
This project could be useful in simplifying and streamlining the process of filling out online forms, by leveraging technology to automatically extract text from images and populate the corresponding form fields. This could save time, reduce errors, and provide a more convenient and accessible way for users to complete online forms.The Autofill Forms project is a software development project that aims to create a web-based application that allows users to quickly and easily fill out online forms by extracting text from a picture and automatically populating the form fields with the extracted information.The application would allow users to take a picture of a document, such as a driver's license or passport, and use optical character recognition (OCR) technology to extract the text from the image. The extracted text would then be used to automatically fill in the corresponding fields in the online form.The project would involve designing a user-friendly interface that allows users to upload or take a picture of their document and preview the extracted information before auto filling the form. The application would also need to be able to handle different types of forms and adapt to changes in the form layout.Overall, the Autofill Forms project would aim to provide a more efficient and convenient way for users to fill out online forms by leveraging OCR technology and reducing the need for manual data entry.
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Othering the Brother: Toward a Sibling-Oriented Ethics of Care
William Bryant
This project will be an examination of issues of childcare, gendered responsibilities, and family identity informed by feminist and queer theory. As the second oldest in a family of eight, I have always understood myself primarily as a big brother. Rooted in this experience, this project will be an exploration of feminist care ethics as they pertain to existing family structures. I aim to review and build upon feminist conversations surrounding the family, especially concerning motherhood. Then, working with more recent queer and trans discourse, I want to explore how different familial care practices have been limited, reconfigured, or erased under dominant cis-heteronormative notions of care. This will complicate many of the mother-oriented feminist theories of care, while still accounting for the work that occurs within the family—however 'family' may be defined. Finally, I will look at Virginia Woolf’s "To the Lighthouse" to recover and rethink representations of sibling care, especially as an alternative to the reproduction of gendered roles which often occurs between parent and child. This project will sketch a theory of sibling care practices, articulating what they have meant to me and what they can mean for our current social demands. Ultimately, I seek to understand how sibling relationships can forge networks of care beyond the typical family hierarchies and how the public sibling subject stands as a new ethical position which may attend to specifically queer needs.
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Pathways from ADHD to Delinquency: The Role of Interpersonal Relationships and Self-Perception
Courtney Gibson
The relationship between problems associated with Attention Deficit Hyperactivity Disorder (ADHD) and later externalizing behavior has yet to be fully understood within the context of interpersonal relationships and self-perception. This study examined whether parent-child relationship quality, deviant peer influence, and low self-perception that follow from childhood ADHP explains why children with ADHP are at elevated risk for delinquency in adolescence. Previous studies that have investigated the roles of these variables in the development of externalizing behavior. The study formally and comprehensively tested these pathways and addressed the methodological limitations of past studies on this topic. We used previously collected data from a nationally representative sample, the Children of the National Survey of Youth (CNLSY) at three time points using maternal and child reports. Data were analyzed using multilevel path analysis; parent-child relationship quality, deviant peer influence, and self-esteem, were examined as possible mediators of ADHD and delinquency. Results of this analysis failed to indicate that parent-child relationship quality, deviant peer influence, or self-perception mediate the relationship between ADHD and delinquency at the between or within level. Delinquent peer influence was directly associated with later adolescent delinquency at the between-family and within-family level. Self-perception was related to earlier ADHD at the between level and to later delinquency at the within level. These results indicate that deviant peer influence is related to later delinquency both between and within families. It also highlights that at a population level ADHD is related to lower self-perception. These results support previous research showing that lower self-perception and deviant peer influence is related to later delinquency. Further, understanding how these variables contribute to this pathway has clinical implications pertaining to preventing and managing behavior that can lead to delinquency. This can lay a foundation to facilitate positive relationships with peers to prevent later delinquency and increase self-perception.
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Pathways to Desistance: The Steppingstone to Understanding Juveniles’ Perceptions of the Justice System
Caleb Thomas
Procedural justice is an important characteristic to both the public and legal authorities. The “Pathways to Desistance” study by Edward P. Mulvey, is a steppingstone to understanding the perception of juveniles and their outlook on procedural justice and the legal system in the United States. This research proposal will look at the many different perspectives of juveniles and the criminal justice system. The aim of this study is to identify any factors that impact the perceptions of the criminal justice system by juveniles. The current study will use the “Pathways to desistance, 2000-2010 dataset”. This study is a collaborative research project which used a longitudinal study to analyze 1,354 juvenile offenders who were found guilty of a serious offense. The method used to gather the data was the recruitment technique. These offenders had to be between the ages of 14 and 18 years old, at the time of committing their offense. The literature review was broken into three main categories: Studies on Procedural Justice, Studies on Courts, and Studies on Law Enforcement. The Studies on Procedural Justice included works by John Hagan, Anna Abate, Jose Pina-Sanchez and Brunton Smith. Jose Pina-Sanchez, Brunton Smith and Anna Abate all agreed in their articles that there is a correlation between juveniles and their perceptions of procedural justice. While John Hagan disagreed and stated that it was premature to apply procedural justice principles without more definitive casual studies. The Studies on Courts category uses an article written by Jeffrey J. Shook. Shook's findings revealed that there was a connection between the perceptions of the legal system and the youth's attorney. The last category, Studies on Law Enforcement, used an article written by Terrance J. Taylor. Taylors findings indicated that unlike research with adult samples, juveniles typically had an indifferent attitude towards police.
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Perceptions of Sexual Assault: Differences in Gender
Gabrielle Sparks, Connor Heck
Sexual assault and rape are issues many college-aged students experience or see on American campuses. This study explores the perceptions and definitions of sexual assaults on college campuses and how they can differ between different factors. The independent variables in the study are gender, race, major, and age. The main independent variable being studied is gender, and how college students' perception of it change depending on this variable. The data being used in this study comes from a quantitative, online survey called the College Students Experiences Survey and it was collected using a convenience sampling technique. The final sample included 299 respondents from colleges all across the United States.
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Performance Analysis of Certified Pilots in Virtual Environment
Diya Liz Babu
As information technology advanced swiftly, virtual reality (VR) technology moved from theory to application. Performance analysis is one area where VR technology is having an ever-growing impact. VR technology can be viewed as an aid that can be used to simulate specific tasks, and the output data that is retrieved can be used for research. These approaches include virtual training settings and conducting data analysis. This article explores how virtual reality technology can be used to analyze the performance of licensed pilots by giving them specified tasks to complete and closely examining the results. The research helped in finding the best machine learning algorithms that can be used for performance prediction and error analysis in the performance.
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Peritraumatic Factors and the Capacity for Posttraumatic Growth
Cady Ujvari
A number of negative outcomes may result from exposure to traumatic events, including post-traumatic stress disorder (PTSD), anxiety, depression, substance use disorders, educational and occupational difficulties, and impaired social relationships (DiMauro & Renshaw, 2021; Fischer et al., 2022; Hatch et al., 2018; Keenan et al., 2018; Knipscheer et al., 2020). However, research has demonstrated that most people exposed to adversity or trauma are resilient, meaning that they do not struggle with these negative posttraumatic outcomes. In fact, some individuals will report a higher level of functioning after exposure to a traumatic event as compared to their baseline functioning prior to the event. This is referred to as posttraumatic growth (PTG; Tedeschi & Calhoun, 1996). PTG often emerges as the result of a cognitive struggle following a traumatic life event that impacts one’s assumptive world or core beliefs about themselves and others (Tedeschi & Calhoun, 1996). PTG is strongly associated with higher satisfaction in life, better physical health, and less anxiety and distress (Boals et. al, 2010). While some research has examined the effect of age on reported growth, it has done so solely in a population of childhood cancer survivors. Additionally, many studies have documented growth among trauma survivors with a range of traumatic experiences, but less research has focused on whether the type of trauma experienced may influence one’s capacity for experiencing growth. Finally, no known research has examined the interaction between age at the time of traumatic exposure and type of trauma in facilitation of PTG. The current study attempts to contribute to the knowledge of peritraumatic factors that influence the likelihood of experiencing growth. Having this knowledge will add significantly to the understanding of PTG as a construct, which is as of yet minimally understood. A sample comprised of undergraduate students and community members will be recruited to assess these research aims. Measures to be used in the present study represent a subset of a larger battery of measures.
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Personal and Political: The Many Spheres of Interfaith Peace Efforts
Charles Radgowski, Jane Carney, Geoffrey Campman
This project is a literature review focusing on the efficacy of interfaith peace and mutual understanding efforts in a variety of contexts. Our findings are that interpersonal connection, accurate and complete religious education, and cooperation between church and state actors support peaceful pluralism in society.
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Phishing-Attack, Detection and Prevention
Bharath Srinivasan, Karthi Balasundaram, Mukilan Ashokraj Rajapriya
Social Engineering is the process of deceiving people to reveal confidential information about themselves. There are various categories of Social Engineering, among which Phishing is the most frequently used attack nowadays; a new phishing site is created on the internet every 20 seconds and more than seventy percent of phishing emails are opened by their targets. From fraudulent emails to deploying malicious softwares on people's computers, phishing has become one of the main concerns that bothers the common people. There are various types of phishing such as Vishing (voice phishing), Email phishing, Smishing (SMS phishing) and many more, out of which we are going to deal with the email phishing. Email phishing is the practice of getting emails with malicious intents. The initial effort involved simulating potential phishing attacks within a controlled setup leading to devising a solution on how to detect and prevent clicking on the malicious links by common netizens like us. The developed Machine Learning (ML) model was able to classify the vulnerable links with 97.88% training and 96.4% testing accuracies respectively. Overall, the work provides a comprehensive overview of the state-of-the-art in ML based phishing email detection, and highlights the potential of ML techniques to enhance the security of individuals and organizations against phishing attacks. Keywords : Social Engineering, Natural Language Processing, Sentimental analysis, Email Scams, CyberSecurity Automation, Individuals, Organizations
The following 2023 Stander Symposium projects were completed by students in the University of Dayton College of Arts and Sciences.
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