Digital Commons Network^™

Exploring Emotion Classification Of Indonesian Tweets Using Large Scale Transfer Learning Via Indobert, Connor Shaw, Phillip M. Lacasse, Lance E. Champagne

Faculty Publications

Business, political, and other social structures create strong motivation to understand the attitudes, motivations, feelings, and emotions of a population of interest. Social media is a rich source of self-disclosed information by individuals from all walks of life about virtually every domain of the human experience, but the vast quantity of data is impossible to effectively analyze without advanced natural language processing algorithms. This research creates a transfer learning based emotion classification model for Indonesian language Twitter data. Transfer learning consists of two steps: pre-training and fine tuning. Three variations of Indonesian Bidirectional Encoder Representations from Transformers (IndoBERT) are tested …

Mirrors For Pacific Islander Children: Teaching Resilience Through Culturally Adapted Bibliotherapy, Isabel Medina Hull, Elizabeth Cutrer, Paul H. Ricks, G. E. Kawika Allen, Kendra M. Hall-Kenyon, Lorena Seu, Kristopher J. Urbina, Melia Fonoimoana Garrett

Faculty Publications

Pacific Islander youth face disproportionately high rates of suicide and mental health challenges, yet culturally appropriate interventions remain scarce. This study investigated whether culturally adapted bibliotherapy could effectively promote resilience in American Samoan children by incorporating culturally relevant stories and coping strategies. Through collaboration with on-island Samoan cultural brokers, we developed and implemented culturally adapted stories and lessons designed to resonate with the experiences of children in American Samoa. The study employed a mixed-methods approach with 34 American Samoan children aged 5–13 years, using observations, adapted card sorts, and forced-choice procedures to measure responses to the intervention. The results demonstrated …

Older Adults’ Health, Ethnicity, And Daily Life, Hyunsook Kang, Mihae Bae

Faculty Publications

Abstract

This study examines the relationship between ethnicity and daily functional disabilities among older adults, focusing on Activities of Daily Living (ADLs) and Instrumental Activities of Daily Living (IADLs). The analysis uses data from the 2020 National Social Life, Health, and Aging Project (NSHAP) survey, which included a sample of individuals aged 57-85 (n=3,005). Respondents provided information on their demographic background (e.g., income, gender, race, age, health, retirement, and marital status) and socioeconomic characteristics through telephone interviews.

The study hypothesized that ethnic differences would be evident in perceived difficulties with ADLs and IADLs in later life. To assess these relationships, …

Hd-Tacs Over The Left Frontal Aslant Tract Entrains Theta Activity Associated With Speech Motor Control, Karim Johari, Fatemeh Tabari

Faculty Publications

Transient disruption or permanent damage to the left Frontal Aslant Tract (FAT) is associated with deficits in speech production. The present study examined the application of theta (4 Hz) high-definition transcranial alternating current stimulation (HD-tACS) over the left SMA and IFG –as a part of FAT- as a potential multisite protocol to modulate neural and behavioral correlates of speech motor control. Twenty-one young adults participated in three counterbalanced sessions in which they received in-phase, anti-phase, and sham theta HD-tACS. In each session, 4 Hz stimulation was applied over the left IFG and SMA, and subsequently EEG data was recorded while …

The Application Of Non-Invasive Neuromodulation In Stuttering: Current Status And Future Directions, Mehdi Bakhtiar, Karim Johari

Faculty Publications

Non-invasive neuromodulation methods such as transcranial Direct Current Stimulation (tDCS) and Transcranial Magnetic Stimulation (TMS), have been extensively utilized to enhance treatment efficacy for various neurogenic communicative disorders. Recently, these methods have gained attention for their potential to reveal more about the underlying nature of stuttering and serve as adjunct therapeutic approaches for stuttering intervention. In this review, we present existing research and discuss critical factors that might influence the efficacy of these interventions, such as location, polarity, intensity, and duration of stimulation, as well as the impact of combined behavioral training. Additionally, we explore implications for future studies, including …

Comparing The Restoration Effect And Stress Recovery In Real And Virtual Environments With A Green Wall, Alireza Sedghikhanshir, Yan Chen, Yimin Zhu, Melissa R. Beck, Amirhosein Jafari

Faculty Publications

Biophilic design, incorporating natural elements, is known to enhance stress recovery. Immersive virtual environments (IVEs) are increasingly utilized for biophilic design validation and research, but their efficacy in replicating the restorative effects of real environments remains uncertain. Varying responses to virtual settings suggest that specific design factors may affect their effectiveness. This study provides a novel comparison of the stress recovery and restoration effect between real and virtual green walls in a controlled climate chamber. Sixty-three participants were exposed to either a real or virtual green wall for seven minutes after a 5 min stressor task. Physiological stress responses, including …

Religious Nationalism: Narendra Modi’S 2019 Election Victory Speech, Nihar Sreepada

Faculty Publications

The ideology of nationalism is permeating and ascending across societies, eventually manifesting materially in several nations across the world. In this essay, I analyze the religious manifestation of nationalism within the context of India’s Hindu nationalism. I argue that Modi, in his 2019 election victory speech, constructs a grand narrative of Hindu nationalistic unification by positioning himself as a Hindu sanyasi (ascetic) and by alluding to Hindu mythologies. First, I present the historical context of India’s Hindu nationalism (Hindutva). Second, I explicate the formation of an ideological discourse through Kenneth Burke’s focus on identification and the constitutive rhetoric of calling …

Materiality In The Csr-Investor Reaction Relationship: A Replication And Extension Of Flammer (2013), Steven D. Kofford, Myles Melancon, Ben W. Lewis

Faculty Publications

We replicate and extend Flammer’s (2013) event study of investor reaction to environmental corporate social responsibility (CSR). Flammer found that investors reacted positively to eco-friendly events and negatively to eco-harmful events from 1980-2009 and that reaction to positive events decreased while reaction to negative events increased over time. We find similar results for Flamer’s original sample and an expanded sample including the same type of firms (U.S.-listed public firms) from 1980-2019. We then extend Flammer’s results by examining how materiality affects investor reaction over time. We find that investors only react to material events and that positive reaction to material …

Joyful Justice, Alexandra Kogl

Faculty Publications

Political Science is not an obviously joyful discipline, and wrestling with injustice in the classroom is not an intuitive way to open the door to joy. But when students and professor alike practice compassion for victims of injustices (such as sexual violence and white supremacy) and for each other, they sometimes find the kind of common ground that allows joy into the room. Treating one another as peers in a community aimed at seeking to understand what justice is and what it feels like, we experience justice as beautiful, shared work that we can practice at a small scale, setting …

Threat Perceptions, Defensive Behaviors, And The Perceived Suicide Prevention Value Of Specific Firearm Storage Practices, Michael D. Anestis, Craig J. Bryan, Anna Belle O. Bryan, Daniel W. Capron

Faculty Publications

Introduction: Secure firearm storage has been proposed as a suicide prevention method within the military; however, secure storage practices are uncommon. Service members may perceive limited value in secure storage as a suicide prevention tool and threat-related factors may influence such perceptions. Method: A nationally representative sample of firearm-owning military service members (n = 719) was recruited between December 3, 2021 and January 4, 2022 to complete a self-report survey by Ipsos using their KnowledgePanel calibration approach to optimize representativeness. Results: Threat sensitivity was associated with less perceived suicide prevention value across all within-home storage practices as well as out-of-home …

Cultural Consensus Modeling To Identify Culturally Relevant Reasons For And Against Suicide Among Black Adolescents, Ryan M. Hill, Danielle Busby, Jennifer L. Brown, Eric Sumlin, Estefania Fernandez, Carla Sharp

Faculty Publications

Introduction: The development of evidence-based treatments relies on accurate theoretical frameworks sensitive to the lived realities of the populations from which they are derived. Yet, the perspectives of Black youth are vastly underrepresented in extant theories of suicidal behavior. Cultural Consensus Modeling provides an evidence-based approach for developing a culturally informed understanding of suicide risk among Black youth. Method: Participants were 50 Black adolescents (Mage = 16.20 years; 76.0% male) who completed Phase 1 of a Cultural Consensus Modeling study. Participants freely listed reasons for suicide and reasons for living among similar peer Black youth. Responses were synthesized and coded …

Counseling Students’ Perceptions Of Support During The Covid-19 Crisis: A Qualitative Study., Breahannah Hilarie, Galaxina G. Wright, Lea H., Laurie O. Campbell

Faculty Publications

The COVID-19 pandemic changed the counseling programs in clinical instruction, mentorship, and student’s perception of the university. The qualitative data presented in this paper identifies eight counseling students’ beliefs of support during their time in counseling program during the COVID-19 pandemic. Data was obtained through semi-structured interviews. An interpretive phenomenological analysis resulted in four themes: including higher education response, personal resources, emotions in crisis, and transitions in crisis.

Childhood Sexual Trauma, Substance Use, And Antiretroviral Therapy Adherence Among Older Adults Living With Hiv: A Mediational Analysis, Monique J. Brown, Josie Zhang, Prince Nii Ossah Addo, Amandeep Kaur, Daniel Amoatika, Elizabeth L. Crouch Ph.D., Steven A. Cohen

Faculty Publications

Childhood sexual abuse (CSA) is linked to substance use and lower antiretroviral therapy (ART) adherence. However, studies examining the mediational role of substance use between CSA and ART adherence are lacking. Therefore, the aim of this study was to determine the potential mediational role of substance use between CSA and ART adherence among older adults living with HIV (OALH) (n = 91). Mediation analyses assessed the direct and indirect relationships between CSA, substance use, and ART adherence. Statistically significant differences existed in substance use by gender (male vs. female: 12.3 vs. 9.97) and ART adherence by race (Black vs. …

Guardrails Needed For Social Science Research, James G. Dwyer

Faculty Publications

In an article written for a legal audience, The Most Dangerous Branch of Science?: Reining in Rogue Research and Reckless Experimentation in Social Welfare, (Dwyer, 2022), I illustrated this phenomenon by describing what has happened in the child welfare world in recent decades. In the article, I recommend legal reforms to address the problems, including mandating a more robust IRB [institutional review board] review, broadening the concept of unethical research, treating policy experimentation as research subject to ethical rules, and authorizing lawsuits against those who purchase or conduct intentionally skewed studies that result in harmful policy innovations. I offer here …

Review Of Carolyn Sharp, Jeremiah 26-52. (Kohlhammer: Stuttgart, Germany, 2021), Oliver Glanz

Faculty Publications

No abstract provided.

Predicting Individual Long-Term Prognosis Of Spatial Neglect Based On Acute Stroke Patient Data, Lisa Röhrig, Daniel Wiesen, Dongyun Li, Chris Rorden, Hans-Otto Karnath

Faculty Publications

One of the most pressing questions after a stroke is whether an individual patient will recover in the long term. Previous studies demonstrated that spatial neglect—a common cognitive deficit after right hemispheric stroke—is a strong predictor for poor performance on a wide range of everyday tasks and for resistance to rehabilitation. The possibility of predicting long-term prognosis of spatial neglect is therefore of great relevance. The aim of the present study was to test the prognostic value of different imaging and non-imaging features from right hemispheric stroke patients: individual demographics (age, sex), initial neglect severity and acute lesion information (size, …

From Mricro To Mricron: The Evolution Of Neuroimaging Visualization Tools, Christopher Rorden

Faculty Publications

Visualization software is a critical component at every stage of neuroimaging research. It enables researchers to inspect raw or processed datasets for artifacts, to identify anomalies, to verify the accuracy of automated processing, and to interpret the location of statistical results within the complex structure of the human brain. Since 2006, MRIcron has provided a free, open-source, cross-platform tool designed to meet these needs. Despite its minimal system requirements, MRIcron supports various popular neuroimaging file formats, ensuring compatibility with widely-used tools in the field, such as SPM, FreeSurfer, FSL, and AFNI.

The intuitive graphical interface allows for …

Amplifying Women’S Voices In Menopause Research: The Importance Of Inclusive Perspectives, Camille Cronin, Sarah B. Donevant Phd, Rn, Ccrn, Kerri-Ann Hughes, Marja Kaunonen, Jette Marcussen, Rhonda Wilson

Faculty Publications

Menopause, a significant life transition for half the global population, intersects biological, cultural and social dimensions. Despite its universal occurrence, menopause research has historically been dominated by biomedical perspectives, often neglecting women's voices and diverse experiences. This article highlights the importance of including women's perspectives in menopause research to ensure relevance, accuracy and equity. It explores cultural variations in menopause experiences, the impact of socioeconomic status and the often-overlooked emotional and psychological dimensions. This article advocates for participatory approaches, emphasising that women's involvement enhances research design, implementation and policy development. Evidence-based interventions that are tailored to the individual can better …

Associations Between Social Determinants Of Health And Mental Health Disorders Among U.S. Population: A Cross-Sectional Study, S. Tanarsuwongkul

Faculty Publications

Aims

The impact of social determinants of health (SDOH) on mental health is increasingly realized. A comprehensive study examining the associations of SDOH with mental health disorders has yet to be accomplished. This study evaluated the associations between five domains of SDOH and the SDOH summary score and mental health disorders in the United States.

Methods

We analyzed data from a diverse group of participants enrolled in the All of Us research programme, a research programme to gather data from one million people living in the United States, in a cross-sectional design. The primary exposure was SDOH based on Healthy …

Co-Development Of A Gamified Physical Education Movement Competence Intervention With School Stakeholders, Jenna Rice, Lawrence Foweather, Jonathan Foulkes, Ceriann Magill, An V. De Meester, David F. Stodden Ph.D., Matthieu Lenoir, Katie Fitton Davies

Faculty Publications

Movement competence (MC) and emotional intelligence (EI) are positively associated and important for child development. Intervention research is needed to determine causal relationships between these outcomes. Gamification is a pedagogical model that may enhance MC and EI, but implementing interventions in schools is complex and requires multi-stakeholder involvement to ensure feasibility, acceptability and sustainability. However, methodological evidence to inform co-development work within physical education (PE) is lacking and further research is required. This study describes the process of co-developing a gamified PE intervention with school stakeholders to increase MC and EI among primary-aged children. A total of 91 children and …

"It Would Ruin My Life”:Pacific Islander Male Adolescents’ Perceptions Of Mental Health Help-Seeking Interpretative Phenomenological Analysis Focus Group Study, Melia Fonoimoana Garrett, Elizabeth Cutrer, G. E. Kawika Allen, Ellie Young, Kristopher J. Urbina, Isabel Medina Hull

Faculty Publications

Given rising mental health concerns among Pacific Islander (PI) adolescents, this population remains underserved by available mental health resources. This interpretative phenomenological analysis with focus groups (IPA-FG) examined the lived experiences and perceptions of 19 male PI adolescents (ages 14–16) from Native Hawaiian, Maori, Samoan, and Tongan backgrounds regarding mental health help-seeking behaviors. Four overarching themes emerged: stigma and judgment, cultural misalignment in professional services, impact of disclosure and perceived punitive consequences, and a complex ecosystem of trusted relationships as mental health support. Notably, participants expressed belief that disclosing mental health challenges would “ruin their lives” and held misconceptions about …

Addressing Methodological Challenges In Follow-Up Rcts During The Covid-19 Pandemic: The Impact Of The Good Behavior Game And Myteachingpartner™ On Teacher Burnout And Self-Efficacy, Alexa C. Budvari, Heather L. Mcdaniel, Antonio A. Morgan-López, Rashelle J. Musci, Jason T. Downer, Nicholas S. Isalongo, Catherine P. Bradshaw

Faculty Publications

Retention of early career teachers is a critical issue in education, with burnout and self-efficacy serving as important precursors to teachers leaving the field. An integration of the PAX Good Behavior Game (GBG; Barrish et al., 1969) and MyTeachingPartner (MTP; Allen et al., 2015) was tested in a randomized controlled trial (RCT) to investigate whether the combined programs would improve long-term outcomes for early career teachers. However, due to the COVID-19 pandemic, there was a higher proportion of missing data and attrition in follow-up data collection than otherwise would have been expected. The current paper focused specifically on …

Patient Autonomy, Public Safety, And Drivers With Cognitive Decline, Sharona Hoffman, Cassandra Burke Robertson

Faculty Publications

With a growing elderly population, cognitive decline in drivers has become a significant public safety concern. Currently, over thirty-two million individuals who are seventy or older have driver’s licenses, and that number is growing quickly. In addition, almost ten percent of U.S. seniors (those sixty-five and older) have dementia, and an additional twenty-two percent have mild cognitive impairment. Between a quarter and a half of individuals with mild to moderate dementia still drive. As cognitive abilities such as memory, attention, and decision-making skills deteriorate, a driver's ability to operate a vehicle safely can be compromised. This not only puts the …

Exploring Rubrics And Ai, Beth Bailey

Faculty Publications

In the evolving landscape of educational assessment, rubrics have long been considered essential tools that bridge the gap between subjective evaluation and objective measurement of student performance (Bean, 2011). As educational institutions increasingly embrace digital learning environments, the integration of artificial intelligence (AI) tools in rubric development can represent a significant advancement in assessment methodology. This paper explores the fundamental principles of rubric design, examines various types of rubrics, and investigates how AI tools can enhance the creation and implementation of effective assessment instruments.

The importance of clear, consistent, and fair assessment cannot be overstated in educational contexts. Rubrics serve …

The Efficacy And Usability Of Motivational Interviewing Just-In-Time Trainings For Youth Mentors, Mackenzie J. Hart, Samuel D. Mcquillin, Aidyn Iachini Ph.D., Msw, Lsw, Daniel K. Cooper, Mark D. Weist

Faculty Publications

Using youth mentors to deliver evidence-based psychosocial services has been proposed to increase the reach of treatments, in part given the affordability and ubiquity of mentors in youth settings. Further, tests of mentor-delivered motivational interviewing (MI) have shown increases in youth mentees' academic performance and wellbeing. Yet, traditional methods of training mentors to use MI can be costly and time-consuming. Previous work has suggested the value of asynchronous, brief, just-in-time training (JITT) to help offset these challenges; however, MI JITT for mentors has not yet been formally evaluated. As such, here, we report on a preliminary study of MI JITT …

The Identity Factor, Jessica Feinberg

Faculty Publications

Identity development is one of the most important processes that occur during childhood. For certain populations of children, such as those who are LGBTQ+ or multiracial, the path to healthy identity development is substantially more complicated. These children must navigate the development of their identities while existing in a world in which they will frequently encounter a lack of societal understanding and acceptance. Children within these populations face elevated risks of short- and long-term harms, including suicidal ideation, depression, substance abuse, and low self-esteem. As a result, it is critically important that LGBTQ+ and multiracial youth receive support in developing …

Cfl Learners’ Real-Time Processing Of Chinese Radicals: An Eye-Tracking Study, Yihsuan Wood, Jeffrey Jack Green, Ellen Knell, Yu Liu

Faculty Publications

This study used eye-tracking to investigate the real-time processing of phonetic and semantic radicals (components of Chinese characters that give clues to their pronunciation and meaning) by intermediate-level university Chinese foreign language (CFL) learners. Additionally, the study examined how knowledge and awareness of radicals affect real time character processing. Real-time radical processing involves identifying radicals and understanding their phonetic or semantic roles, while real-time character processing includes recognizing radicals and instantly comprehending entire characters’ meanings and pronunciations. This study’s first task focuses on radical processing, where CFL learners use radical knowledge to interpret multiple characters simultaneously. The second task extends …

International Society Of Sports Nutrition Position Stand: Nutritional Concerns Of The Female Athlete, Ralf Jäger, Jeffery L. Heileson, Sidney Abou Sawan, Broderick L. Dickerson, Megan Leonard, Richard B. Kreider, Chad M. Kerksick, Stephen M. Cornish, Darren G. Candow, Dean M. Cordingley, Scott C. Forbes, Grant M. Tinsley, Tindaro Bongiovanni, Roberto Cannataro, Bill I. Campbell, Shawn M. Arent Ph.D., Cscs*D, Fissn, Facsm, Fnak, Jeffrey R. Stout, Douglas S. Kalman, Jose Antonio

Faculty Publications

Position Statement: The International Society of Sports Nutrition (ISSN) presents this position based on a critical examination of the literature surrounding the effects of long-chain omega-3 polyunsaturated fatty acid (ω-3 PUFA) supplementation on exercise performance, recovery, and brain health. This position stand is intended to provide a scientific foundation for athletes, dietitians, trainers, and other practitioners regarding the effects of supplemental ω-3 PUFA in healthy and athletic populations. The following conclusions represent the official position of the ISSN: Athletes may be at a higher risk for ω-3 PUFA insufficiency. Diets rich in ω-3 PUFA, including supplements, are effective strategies for …

Common Questions And Misconceptions About Energy Drinks: What Does The Scientific Evidence Really Show?, Jose Antonio, Brandi Antonio, Shawn M. Arent Ph.D., Cscs*D, Fissn, Facsm, Fnak, Darren G. Candow, Guillermo Escalante, Cassandra Evans, Scott Forbes, David Fukuda, Maureen Gibbons, Patrick Harty, Andrew R. Jagim, Douglas S. Kalman, Chad M. Kerksick, Jennifer A. Kurtz, Joseph Lillis, Lonnie Lowery, Gianna F. Mastrofini, Scotty Mills, Michael Nelson, Flavia Pereira, Justin Roberts, Michael Sagner, Jeffrey Stout, Jaime Tartar, Adam Wells

Faculty Publications

Energy drinks are a commonly consumed beverage, and studies suggest a possible performance-enhancing effect. A Google Scholar search using the keywords “energy drinks” and “exercise” yields numerous results, underscoring the voluminous research on this topic. However, there are questions regarding the effectiveness and safety of energy drinks. These questions include, but are not limited to: (1) What are the main active ingredients in energy drinks? (2) Do energy drinks assist in weight management? (3) Do energy drinks enhance aerobic performance? (4) Do energy drinks enhance athletic speed? (5) Do energy drinks improve reaction time? (6) Do energy drinks enhance lean …

Electing The Supreme Court, Dmitry Bam

Faculty Publications

There is a curious irony in how we select United States Supreme Court justices. According to basic constitutional theory, as well as the arguments made by many leading Framers at the time of the Founding, one of the Court’s primary roles is to serve as a check on the executive and legislative branches when they exceed the constitutional limits imposed by the American people. Yet, we ask those very branches to jointly select the justices responsible for enforcing these limits, leaving the American people with only an indirect (if any) role in the process. Not surprisingly, the justices nominated by …