We attempted to apply a novel approach to stock market predictions. The Logistic Regression machine learning algorithm (Joseph Berkson) was applied to analyze news article headlines as represented by a bag-of-words (tri-gram and single-gram) representation in an attempt to predict the trends of stock prices based on the Dow Jones Industrial Average. The results showed that a tri-gram bag led to a 49% trend accuracy, a 1% increase when compared to the single-gram representation’s accuracy of 48%.

Given the growing reports of toxic gymnastics culture and evidence of mental health issues in gymnasts, this study aims to fill in the gaps surrounding the causes of poor mental health and wellbeing of gymnasts as a result of negative gymnastics culture focusing on the idea of mental toughness. Current college gymnasts (n=7) completed a questionnaire and in-person interview to discuss their ideas around mental toughness, their experience with gymnastics culture and the coaching behaviors that create it, and their understanding of their own mental health. 7 participants completed all materials. Results showed that all participants had a mental toughness score falling in the “average” or “good” range with a mean score of 85 out of 140. Mental toughness was mentioned in a negative context 95 times overall and a in positive context 41 times overall during interviews. 6 participants rated their overall experience of gymnastics culture as average and 1 rated it as good, but when reflecting on their most negative experiences of gymnastics culture 4 participants rated their experience as average and 3 rated their experiences as bad. All participants expressed having experienced symptoms of poor mental health in the past 4 months and witnessed symptoms of poor mental health in teammates. 6 participants were unlikely to communicate their symptoms and 4 were unlikely to seek professional help, yet the number of participants likely to offer direct support or encourage teammates to communicate symptoms with a coach/trainer was 5 and 4 respectively. Negative mentions of mental health overall (118) was three times higher than positive mentions of mental health (43) during interviews. As a whole, gymnasts who experienced negative gymnastics culture struggled to recognize poor mental health/wellbeing and viewed mental toughness as synonymous with enduring mental and physical pain. Starting gymnastics at a young age and development in the sport and ideas becoming internalized as part of self, as well as negative coaching behaviors and abuse were referenced as potential reasons for poor understanding of mental health in gymnasts. Recommendations for improvement of gymnastics culture to prevent the negative consequences on gymnasts understand of their mental health include (1) acknowledgement and awareness by coaches of the impact their behaviors can have on gymnasts, (2) building strong personal connections with gymnasts, (3) increasing coaches and support staffs understanding of mental health symptoms so they can recognize them in gymnasts, and (4) promoting and encouraging meaningful conversations around mental health to remove stigma and fear of retaliation for gymnast.

Indian-American young adults are often caught between the cultures of their parents and their environment, and these two cultures can impact their views based on the cultures' views. In this project, I created an overview of personal accounts of Indian-American young adults on their experiences with mental health struggles, and receiving counseling and treatment. This study analyzed a sample of accounts and testimonials previously collected through a qualitative review. I found that many of the Indian-American young adults were open to mental health counseling and treatment, but saw Indian cultural views as a barrier.

Psychedelics have sparked widespread interest as they offer a potential new form of therapeutic treatment. This thesis paper explores the current and upcoming psychedelics that are being researched for their use in a therapeutic setting. The main substances discussed are lysergic acid diethylamide (LSD), methylenedioxymethamphetamine (ecstasy/molly/MDMA), and ketamine (esketamine). This paper also discusses the mechanism of action for each drug and the underlying research that has been found to support the ethical use of these substances alongside talk therapy

The field of veterinary medicine can be rewarding, but also very demanding. Research has shown that many practicing veterinarians struggle with mental illness, and the profession has one of the highest suicide rates in the United States. Research has also shown that many veterinary students struggle with mental illness. It is important to further research the mental health of veterinary students and how that can correlate with one's mental health as a practicing veterinarian. The purpose of this project is to summarize findings of the literature concerning the mental health of veterinary students and to present a new resource, the Wisdom Vet app, that can potentially support the well-being of veterinary students.

Social media has become a prominent part of people’s life worldwide. It allows for easy communication and connection between family, friends, and even complete strangers. It has provided for an increased global interconnectedness and allows people to form new relationships. Despite these positives, there are also negative effects of social media, including its danger to mental health. With increased social media use, it is possible to develop an addiction, similar to any substance addiction. People may also experience various mental health disorders, like depression and anxiety disorders. The purpose of this review was to identify a clear relationship between social media use and the development of anxiety disorders. Anxiety disorders is a general term, encompassing the different types, but the main types focused on in this review are generalized anxiety disorder and social anxiety. This review also incorporates information on age in order to clarify if certain age groups are more affected by social media use than others.