Digital Commons Network^™

Unraveling The Enigma Of Classification Of Synthetic And Genuine Information Using Machine Learning And Explainable Ai, Vishnu S. Pendyala

Faculty Research, Scholarly, and Creative Activity

There is a preponderance of AI-generated text everywhere today. Literature shows that there has been considerable success in detecting such text. This paper uses explainable AI (XAI) techniques to get insights into the workings of the machine learning models used to classify synthetic text. In detecting such text, this work analyzes synthetic and genuine information from visualization and explainability perspectives. The text is converted into vector embeddings using Robustly Optimized BERT Pretraining Approach (RoBERTa). Variational Autoencoders (VAEs) are used for visualization and Support Vector Machine (SVM) is used for classification. Local Interpretable Model-Agnostic Explanations (LIME), SHapley Additive exPlanations (SHAP), and …

Large Language Models For Quantitative Analysis Of Statutory Stringency And Its Correlation With Sexual Assault Crime Rates, Samhita Konduri, Vishnu S. Pendyala

Faculty Research, Scholarly, and Creative Activity

Sexual assault (SA) crimes are among the most important issues for our current society to solve, with these crimes in particular having long-term consequences on victims and their communities. To solve this issue, one approach is to make laws and penalties for these crimes stricter. However, there have not been any studies on the relationship between stricter penalties and lower crime rates, especially about SA crimes, in a quantitative manner. The biggest barrier to conducting a quantitative study on the strictness of laws and statutes is the lack of a standardized measure of how strict a legal text is. This …

Comparing Self-Construal Scales: Cultural Implications For The United States, East Asia, Southeast Asia, Latin America, And The Middle East, Jon Lim, Christine Ma-Kellams

Faculty Research, Scholarly, and Creative Activity

Contemporary self-construal research indicates that people define themselves either as independent or interdependent. We review self-construal scales across the United States, East Asia, Southeast Asia, Latin America, and the Middle East to compare/contrast their operationalizations of interdependence (or independence). Taken together, this body of research suggests that, consistent with findings on American and East Asian selves, Southeast Asian cultures also exhibit interdependent self-construal. Latin Americans, however, display independent self-construal despite their long-standing characterization as a collectivist culture, while Arabs display both independence and interdependence. Future directions—including the improved validity of multidimensional measures of the self over dichotomous scales, cultural differences …

‘Making A Positive Environmental Impact’: Exploring The Role Of Volunteering At A Campus Community Garden, Dina Izenstark, Barbara Ann Boone

Faculty Research, Scholarly, and Creative Activity

Promoting sustainability in higher education is a social and environmental imperative. This paper explores how and why volunteering at a campus community garden (CCG) can serve as a unique context for promoting sustainability. Twenty-five undergraduate students between the ages of 18 and 27, who had volunteered at a campus garden, participated in individual semi-structured interviews. A majority of participants identified as female (80%) and Asian American (52%). Using reflexive thematic analysis, we first found students were motivated to volunteer for personal and academic reasons as well as to learn more about gardening. Childhood gardening experiences influenced participants’ re-engagement as adults. …

Variability In Undergraduate Academic Stress: The Role Of Ethnicity, Early Adverse Family Experiences, And Psychological Distress, Teresa Mejia, Elana B. Gordis, Mitch Earleywine, Li Shen Chong

Faculty Research, Scholarly, and Creative Activity

Early adverse family experiences (e.g., abuse, neglect, and family conflict) can create vulnerabilities that can alter the association between psychological distress and academic stress, particularly for some ethnic groups. This study examined whether the link between psychological distress and academic stress varies in the presence of early adverse family experiences across ethnic groups. Participants (N = 284, 38.4% male, 59.5% female, 1% non-binary, and 0.7% transgender, 56.5% European American, 15.6% African American, 12.6% Hispanic and Latino, 8.5% Asian, 6.8% Mixed/Biracial) self-reported psychological distress, early adverse family experiences, and perception of academic stress. Regression analyses revealed a three-way interaction between adverse …

Getting Boxed In: How Race And Gang Labeling Shape Solitary Confinement Use, Rebecca Tublitz, Keramet Reiter, Dallas Augustine, Melissa Barragan, Kelsie Chesnut, Gabriela Gonzalez, Natalie Pifer, Justin Strong

Faculty Research, Scholarly, and Creative Activity

Restrictive housing imposes isolation in austere conditions on people who commit serious rule violations or are too dangerous (or endangered) to house in the general prison population. We contribute to a growing body of scholarship analyzing restrictive housing placements, asking how gang membership, race/ethnicity, and misconduct interact to predict placement and lengths of stay. We integrate analysis of qualitative interviews with a random sample of 106 people in long-term solitary confinement in 2017 with analysis of 15 years of administrative data, both from Washington state prisons. We find that official gang labels “stick” to people, amplifying their risk of solitary …

The Effectiveness Of Empowerment Versus Fear Messaging On Sugary Beverage Consumption Intentions Among Young Adult Latinas, Mi Zhou, A. Susana Ramírez, Dean Schillinger, Sandie Ha, Deepti Chittamuru

Faculty Research, Scholarly, and Creative Activity

Excessive sugar-sweetened beverage (SSB) consumption poses a significant public health concern, particularly among historically marginalized populations targeted by industry marketing. This study compares the effectiveness of empowerment-based versus fear-based messaging on individual sugary beverage consumption intention and critical health literacy among Latinas aged 18 to 29 years (N = 231). Participants were randomized online to view either an empowerment-based video highlighting the risks of sugary beverage consumption and the beverage industry’s manipulative practices or a usual care fear-based video centering on individual behaviors and risks. Between- and within-subject analyses were conducted using analysis of variance (ANOVA) and repeated ANOVA. Results …

Chains Of Equity: How Nationwide Injunctions Are Unconstitutional, Irfan Mohamed

Themis: Research Journal of Justice Studies and Forensic Science

Since the early judicial beginnings in the English Courts of Chancery, the principles of equity have guided judicial remedies for centuries. Modern American courts inherited these principles through reception statutes passed by newly independent states, which adopted English common law, including the concept of equity as a means of providing narrowly tailored remedies to resolve specific injuries. This paper examines the historical foundations of equity and argues that nationwide injunctions, which extend beyond the immediate litigants to affect the general public, are inconsistent with these principles and, therefore, unconstitutional. A historical and doctrinal analysis of the English Court of Chancery, …

Understanding Deviance Through General Strain Theory: A Study Of The Chowchilla Bus Kidnapping, Yazmin Robles

Themis: Research Journal of Justice Studies and Forensic Science

The following paper demonstrates the validity of Robert Agnew’s general strain theory. In particular, the paper thoroughly examines empirical support for general strain theory, applies the theory to the infamous 1976 Chowchilla bus kidnapping, and introduces policy recommendations. The paper finds support, limitations, and suggestions for general strain theory through qualitative literature analysis. Clear connections are made between the empirical findings of the theory and the motivation behind the kidnapping. In particular, the paper highlights the significance of financial strain, emotions, and opportunity as motivators in the Chowchilla case. Policy recommendations are made in connection with the theory application to …

How Mass Incarceration Has Destroyed African American Communities, Angeliki Karvounis

Themis: Research Journal of Justice Studies and Forensic Science

Beginning with the “Tough on Crime” movement of the 1970s, policies such as mandatory minimums, the War on Drugs, and the Three Strikes law have reinforced racial disparities in the criminal justice system. Multiple historical and systemic factors have contributed to the disproportionate imprisonment of African American individuals. This paper explores the long-term consequences of incarceration, including the erosion of family structures, the economic marginalization of affected communities, and the perpetuation of poverty and crime. The repercussions of parental incarceration on children and the challenges faced by formerly incarcerated individuals seeking reintegration into society are examples of the long-term consequences …

Human Trafficking: An Examination Of Policies And The Impact Of Trafficking On Victims, Hannah Lyons

Themis: Research Journal of Justice Studies and Forensic Science

Human trafficking is a pervasive and complex global issue that involves the exploitation of individuals. While there is also the trafficking of objects, this study solely focuses on sexual exploitation and forced labor of humans. This paper defines trafficking and examines the impact that trafficking has on victims’ physical and mental health. This paper also examines the intersection of human trafficking and policies designed to combat it, focusing on the effectiveness of legal frameworks and enforcement mechanisms. By analyzing the strengths and weaknesses of current anti-trafficking laws and initiatives, the paper explores how policies can be improved to better address …

The Lasting Effects Of Gun Violence On Victims And Communities, Anthony Do

Themis: Research Journal of Justice Studies and Forensic Science

Gun violence is a pressing public health and criminal justice issue with lasting effects on victims, families, and communities in the United States. The psychological impact of gun violence can contribute to conditions such as post-traumatic stress disorder, anxiety and sleep deprivation. The issues are pronounced within marginalized or disadvantaged neighborhoods. The emergence of 3D-printed “ghost guns” presents further complications in the effort to regulate firearms. The United States stands out for its disproportionately high rates of firearm deaths. The findings in this paper highlight the urgent need for comprehensive prevention strategies that address both the current and future impacts …

The Rape Kit Backlog: Problems And Solutions, Tracey Cao

Themis: Research Journal of Justice Studies and Forensic Science

This literature review examines the ongoing issue of rape kit backlog in the United States. Rape kits are a means of evidence collection from victims of sexual assault that can be used in court. Across the nation, many state jurisdictions have hundreds and thousands of rape kits left untested and locked away in storage facilities. Consent for testing, police bias, and funding issues are the main issues that will be addressed. Many victims choose not to have their kits tested. Other kits never get tested due to police choosing not to submit a kit due to their bias against some …

The Role Of Criminology In The Courtroom, Nia Mehroke

Themis: Research Journal of Justice Studies and Forensic Science

Criminology and expert witness testimony play a crucial role in modern-day court proceedings. Scientific data and insights utilized in criminology can assist with seeking justice and fairness. This essay aims to provide a basis for the history of criminology and define the practice. It will explore the evolution of criminology practices and how theories have developed that are still utilized today. Furthermore, it will discuss criminologists’ many contributions as expert witnesses, including the role of ethics that criminologists must follow in court. Some key ideas presented include the methodologies criminologists use to present evidence and what standard criminologists must follow …

Forensic Psychology Of Serial Killers, Karla Suarez

Themis: Research Journal of Justice Studies and Forensic Science

Many serial killers share patterns in psychological and neuropsychological disorders and behaviors. These behaviors and patterns should be recognized and acknowledged to understand why serial killers murder without remorse or guilt. It is important to discuss matters such as common patterns, typologies, and characteristics within serial killers. After looking at these essential aspects of serial killers, common neurodevelopmental disorders, brain damage, and biological epigenetics will be further explored. In order to fully assess this topic, forensic psychology and behavioral analysis are essential to aid in understanding serial killers and how their brains function to lead them to the actions that …

Comparative Analysis Of Forensic Science Systems: Scotland Vs. America, Alec Noland

Themis: Research Journal of Justice Studies and Forensic Science

Forensic science plays an important role in the justice system of both the United States and Scotland, but the structure, application, and effectiveness differ significantly. This research paper presents a comparative analysis of forensic science in two different legal and institutional contexts, examining differences between the two forensic science systems. This includes forensic laboratories and services, education and training, policing, court procedures, legal framework, and crime scene investigation. The analysis highlights significant differences such as Scotland’s centralized system versus America’s decentralized system, which impacts resource allocation and standardization for forensic science. Despite major differences, both countries emphasize scientific reliability, standardized …

Perceptions Of Perinatal Depression Among Immigrant Mothers: Screening Practices In Nurse Home Visitation, Silvia E. Arabia

Doctoral Projects

Screening for perinatal depression is a recommended strategy aimed at prevention and timely management of mood disruption in pregnancy and the postpartum (ACOG, 2024). Screening for perinatal depression is often integrated in evidence-based home visitation curriculums. The aim of this qualitative descriptive quality improvement project was to explore perceptions of perinatal depression among immigrant mothers engaged in nurse home visitation to identify barriers, if any, to disclosure and treatment of perinatal depression among a group at increased risk of developing perinatal depression (Gennaro, S., et al, 2016). Immigrant mothers residing in a large urban county in the San Francisco Bay …

Cross Cultural Mentoring: Including Diversity Awareness Strategies Into Healthcare Leadership Mentor Curriculum To Support Career Advancement Of Underrepresented Racial And Ethnic Groups, Deidra R. Burris

Doctoral Projects

Background: Mentoring programs in healthcare organizations can establish clear pathways for advancement through various management and leadership levels to senior-level positions. While mentoring develops leaders, many healthcare organizations do not offer mentoring programs that address unique issues experienced by members of racially and ethnically underrepresented groups. A study was conducted using a single-group, repeated-measures design to assess the impact of an intervention aimed at improving mentor attitudes, behaviors, and confidence regarding cultural awareness in the mentoring relationships of healthcare leaders. Methods: The study was conducted in a large California healthcare organization. The Cultural Diversity Awareness related to Race/Ethnicity (CDA-R/E) subscales …

Navigating Accountability: The Role Of Paradata In Ai Documentation And Governance, Scott Cameron, Patricia C. Franks, Isto Huvila, Norman Mooradian

Faculty Research, Scholarly, and Creative Activity

Purpose: The increased use of Artificial Intelligence (AI) has prompted governments internationally to provide guidance and legislation to maximize the benefits of AI while minimizing the risks to humans and organizations. This paper explores how published requirements for documentation in a sampling of authoritative texts address the challenges of creating, capturing and preserving records of the design, implementation and use of AI tools for accountability and transparency, and how the analytical concept of paradata can help to meet the recordkeeping challenges presented by the design, development and implementation of AI systems. Design/methodology/approach: Inductive reading and conceptual analysis of a set …

What Is The Impact Of An Education Program Designed To Remove The Healthcare Professional As A Barrier To Care For The Transgender And Gender Diverse Community?, Richard D. Dansereau

Doctoral Projects

Healthcare disparities disproportionately affect transgender and gender-diverse (TGD) individuals, often due to implicit biases among healthcare providers. This study examines the impact of an educational intervention designed to address these biases and improve care for TGD patients. Using the Biased Care Model as a guiding framework, the intervention targeted three critical phases of bias: pre-visit assumptions, in-visit interactions, and post-visit decisions. Conducted in the intensive care unit of a mid-sized hospital in Northern California, the study employed a pretest-posttest quasi-experimental design involving multidisciplinary healthcare workers. Participants completed a modified Jefferson Scale of Empathy survey to assess changes in cognitive and …

Yoga Therapy For Psychological Safety In Healthcare Staff, Kristen Fabiszewski

Doctoral Projects

Establishing a culture of psychological safety is a necessary foundation for creating a High Reliability Organization. Healthcare professionals must practice emotional self-regulation to maintain equanimity and facilitate positive communications with their colleagues. This can be exceptionally challenging when increasing numbers of healthcare professionals are experiencing burnout. Using the framework of Polyvagal Theory, yoga practices have been demonstrated to support emotional self-regulation and reduce symptoms of burnout. The purpose of this project was to implement yoga therapy to increase the perception of psychological safety in healthcare staff. Veterans Affairs Long Beach Healthcare System (VALBHS) staff invited to attend one 45minute yoga …

Book Review: Overdue: Reckoning With The Public Library, Amanda C. Davidson

School of Information Student Research Journal

No abstract provided.

Sjsu Erfa Board Minutes, April 7, 2025, San Jose State University, Emeritus And Retired Faculty Association

SJSU ERFA Minutes

SJSU ERFA Executive Board Minutes

April 7, 2025

Using Video Education To Improve Patient Knowledge Of Cellular Therapy Side Effects: Cytokine Release Syndrome, Neurological Toxicities, & Prolonged Pancytopenia, Leslie Bennett

Doctoral Projects

This project evaluated the effectiveness of short educational videos on CAR T-cell therapy, cytokine release syndrome, neurological toxicities, and prolonged pancytopenia for blood cancer patients. At Stanford Health Care in California, in the ambulatory clinic of Blood and Marrow Transplantation and Cellular Therapy (BMT-CT), we obtained a convenience sample of individuals with multiple myeloma or lymphoma preparing for CAR T-cell therapy. A pre-and post-questionnaire assessed the patients' knowledge of CAR T-cell therapy and its side effects. Wilcoxon signed-rank tests were used to determine changes in knowledge. Thirteen patients enrolled, eight completed post-surveys, and four watched the videos. The median knowledge …

Healthcare Provider Comfort Surrounding Adverse Childhood Events (Aces), Cameo Culcasi

Doctoral Projects

Adverse Childhood Experiences (ACEs) are strongly linked to long-term health outcomes, yet discussions around ACEs in clinical settings remain inconsistent. This study investigates the comfort levels of healthcare providers in addressing ACEs with their patients, identifying barriers and facilitators to such conversations. Using a Quasi-experimental, single group, pretest-post test experimental design, we surveyed a diverse group of physicians, nurse practitioners, and physician assistants working in a primary care setting, providing ACE training, and an opportunity for learning reflection. Preliminary results indicate that while most providers acknowledge the importance of discussing ACEs, many report discomfort due to time constraints, lack of …

Telegroup Parent Behavior Management Training For Disruptive Behavior: Mixed-Methods Comparison Of Effectiveness And Engagement For White And Bipoc Caregivers, Li Shen Chong, Nicole B. Groves, Erin S. Gonzalez

Faculty Research, Scholarly, and Creative Activity

Background: Parent Behavior Management Training (PBMT) is the first-line psychosocial intervention for child disruptive behavior, though research documents disparities in PBMT engagement and effectiveness between Black, Indigenous, and People of Color (BIPOC) and White families. Objective: This study aimed to quantitatively compare clinical outcomes and satisfaction ratings of telegroup PBMT and qualitatively identify themes related to engagement and challenges among White and BIPOC caregivers. Method: Data from 177 caregivers (78% White; 22% BIPOC) of children aged 5 to 12 referred for treatment of disruptive behavior and/or ADHD were collected as part of measurement-based care (MBC) before and after participation in …

Patient Perception Of Nurse Practitioner Care, Nurse Practitioner Scope Of Practice And How That Influences Provider Choice, Naomi Hemp

Doctoral Projects

This project investigates patients' perceptions of nurse practitioner (NP) care versus physician (MD) care, the factors influencing these perceptions, and patients' understanding of NP scope of practice. A cross-sectional design was used, gathering quantitative data through an anonymous one-time survey distributed via Qualtrics, open for three months. Questions were based on The Watson Caritas Patient Score (WCPS) and the Hospital Consumer Assessment of Healthcare Providers and Systems Survey (HCAHPS). Data were analyzed using Intellectus Statistics software™, with descriptive statistics summarizing the findings. A two-tailed paired samples t-test revealed statistically significant differences in favor of patients' perceptions of NP care versus …

Spartan Daily, May 6, 2025, San Jose State University, School Of Journalism And Mass Communications

Spartan Daily, 2025

Volume 164, Issue 41

School Resources And Teen Suicide Risk, 1991–2016: A Longitudinal Analysis At The State Level, Megan Thiele Strong, Javier Corredor

Faculty Research, Scholarly, and Creative Activity

Purpose: Research shows that teachers’ salaries influence educational and non-educational outcomes. And still, too few studies explore whether teacher compensation patterns correlate with student mental health outcomes. This research attends to this gap and asks: at the state level, does the average K-12 teacher salary predict teen suicide risk? Design/methodology/approach: We use an original panel time-series dataset which includes average teacher salary, teen suicide rate and economic, religious and sociocultural control variables at the state level. We analyze this data using two analytical strategies. First, we build mixed models with teachers’ salaries and the covariates as fixed effects and state …

Models Of Inquiry And The Learner: A Fresh Look, David Vickers Loertscher, Michelle Young

Learning Hub

This article re-examines models of inquiry through a learner-centered lens, challenging traditional notions of how information fluency is taught in school libraries. Drawing from decades of inquiry research and current developments like artificial intelligence, design thinking, and student motivation science, the authors advocate for a more personalized, visual, and student-driven approach to inquiry instruction. Key examples include student-generated inquiry models and visual representations of learning journeys as tools for assessment and reflection. The article also explores the librarian’s role in embedding inquiry across disciplines and collaborating with educators to foster critical, creative, and self-directed learners. Practical proposals include the use …