Digital Commons Network^™

Satirical Deepfakes, Surreal Dreamscapes & Nostalgic Pixels: The Rapid Evolution And Cultural Commentary Of Ai-Aesthetics, Andrew Smith, James Hutson

Faculty Scholarship

The rapid evolution of visual aesthetics driven by AI, shared globally through the internet and social media, has dramatically accelerated what once took centuries to develop. This article explores the unique visual tropes emerging from AI-generated content, characterized by surreal, uncanny, and often unsettling imagery. Examples range from the Dor Brothers' stylized narrative videos to horrifying depictions of transformations, such as people morphing into motorcycles. The article contextualizes this aesthetic within historical developments in creative experimentation, drawing parallels with David Bowie's unconventional approach to sound creation in the 1970s. It also considers how AI-driven art, free from copyright constraints in …

Contemplating Existence: Ai And The Meaning Of Life, Emily Barnes, James Hutson

Faculty Scholarship

This article explores the intersection of artificial intelligence (AI) with existential philosophy, examining how AI technologies influence human conceptualizations of purpose and meaning. Despite rapid advancements in AI, the domain's implications for existential thought remain underexplored. By integrating interdisciplinary perspectives from psychology, philosophy, and AI ethics, this study elucidates how AI can shape, challenge, or enhance our understanding of life's purpose. It investigates theoretical frameworks and practical implementations of AI engaging in existential questions, analyzing both the capabilities and limitations of AI systems such as ChatGPT in simulating human existential thought. The ethical implications of AI's role in existential inquiries …

The Influence Of The Race Of Defendant And The Race Of Victim On Capital Charging And Sentencing In California, Catherine M. Grosso, Jeffrey A. Fagan, Michael Laurence

Faculty Scholarship

The California Racial Justice Act of 2020 recognized racial and ethnic discrimination as a basis for relief in capital cases, expressly permitting several types of statistical evidence to be introduced. This statewide study of the influence of race and ethnicity on the application of capital punishment contributes to this evidence. We draw on data from over 27,000 murder and manslaughter convictions in California state courts between 1978 and 2002. Using multiple methods, we found significant racial and ethnic disparities in charging and sentencing decisions. Controlling for defendant culpability and specific statutory aggravators, we show that Black and Latinx defendants and …

Developing Empathetic Ai: Exploring The Potential Of Artificial Intelligence To Understand And Simulate Family Dynamics And Cultural Identity, Emily Barnes, James Hutson

Faculty Scholarship

The rapid advancement of Artificial Intelligence (AI) has significantly impacted various domains. Yet, the exploration of AI's potential to develop a deep understanding of family culture and identity remains underexplored. This study introduces the concept of "a love of grandma and apple pie" to symbolize the potential of various AI to internalize and appreciate familial relationships, cultural traditions, and personal identity. The proposed study would investigate how an advanced deep learning model, trained on diverse unstructured datasets—including multimedia data from 100 families-could learn and reflect human-like emotions, values, and cultural understanding. Utilizing Convolutional Neural Networks (CNNs) for visual data processing …

Inmate Assistance Programs, Tim Friehe, Murat C. Mungan

Faculty Scholarship

This paper analyzes the deterrence implications of different inmate assistance programs (IAPs), carefully distinguishing between deterrence of first offenses and recidivism. All IAPs considered in our model reduce recidivism, and we identify IAPs that also reduce the first offense rate. However, IAPs which increase work opportunities, improve the reintegration of exiting inmates, and moderate individual’s self-control issues may lower the deterrence of first offenses, if this possibility is not adequately anticipated when designing these IAPs.

Barriers And Facilitators To Incorporating An Integrative Mind–Body Intervention In Youth With Type 2 Diabetes, Irina Bransteter, Molly Mcvoy, David W. Miller, Rose A. Gubitosi-Klug, Martha Sajatovic

Faculty Scholarship

Objective: There has been little to no qualitative research done with adolescents and young adults (AYA) with type 2 diabetes (T2D) that can guide creation of interventions for this demographic. Using qualitative research methods, a novel mind–body intervention called Intervention for Early Onset Type 2 Diabetes (INTEND) has been developed for AYA aged 15 to 20 years, with the goal of improving self-management and coping skills, by enhancing routine care with augmented education coupled with mind–body skills. Method: Qualitative interviews with AYA 15 to 20 years of age with T2D, their parents, and professionals caring specifically for this population were …

Impact Of Sars-Cov-2 (Covid-19) Infections On Mental Health Diagnoses In Youth With Chronic Illness, Molly Mcvoy, Rina Hung, Irina Bransteter, David W. Miller, Jeffrey A. Dusek, Martha Sajatovic

Faculty Scholarship

Objective: Stressors from the COVID-19 pandemic and limited availability of mental health care services have negatively impacted youth mental health in a significant way. In the first year of the pandemic, global prevalence of anxiety and depression increased by roughly 25% in pediatric populations. While the general trend is clear, this research aimed to explore the added mental health burden of acute COVID-19 on pediatric patients with chronic conditions and describe the differences in mental health outcomes between pediatric patients with 2 common chronic conditions (asthma and diabetes) to better understand specific factors that may increase susceptibility to mental health …

Contemplating Existence: Ai And The Meaning Of Life, Emily Barnes, James Hutson

Faculty Scholarship

This article explores the intersection of artificial intelligence (AI) with existential philosophy, examining how AI technologies influence human conceptualizations of purpose and meaning. Despite rapid advancements in AI, the domain's implications for existential thought remain underexplored. By integrating interdisciplinary perspectives from psychology, philosophy, and AI ethics, this study elucidates how AI can shape, challenge, or enhance our understanding of life's purpose. It investigates theoretical frameworks and practical implementations of AI engaging in existential questions, analyzing both the capabilities and limitations of AI systems such as ChatGPT in simulating human existential thought. The ethical implications of AI's role in existential inquiries …

The Incoherence Of Evidence Law, G. Alexander Nunn

Faculty Scholarship

What is the purpose of evidence law? The answer might seem intuitive. Evidence law exists, of course, to foster verdict accuracy, legitimacy, and efficiency. But these kindred aims often come into conflict. Policy tradeoffs are inescapable in evidence law, meaning that an evidentiary regime must clarify how its normative objectives cohere. Do accuracy, legitimacy, and efficiency work together on equal footing, such that the goal of a code is to maximize each objective to the extent possible? Or does one of evidence law’s aims take precedence over the rest? And if one goal takes priority, what is the role of …

Even Laypeople Use Legalese, Eric H. Martinez, Francis Mollica, Edward Gibson

Faculty Scholarship

Whereas principles of communicative efficiency and legal doctrine dictate that laws be comprehensible to the common world, empirical evidence suggests legal documents are largely incomprehensible to lawyers and laypeople alike. Here, a corpus analysis (n=59 million words) first replicated and extended prior work revealing laws to contain strikingly higher rates of complex syntactic structures relative to six baseline genres of English.

Next, two pre-registered text generation experiments (n=286) tested two leading hypotheses regarding how these complex structures enter into legal documents in the first place. In line with the magic spell hypothesis, we found people tasked with writing official laws …

Questionable Arbitrator Habits, Robert H. Smit

Faculty Scholarship

International arbitrators do some things in conducting arbitrations, that tend to go without saying, but that I struggle to accept without question. I speak not of major procedural missteps that run afoul of principles of due process or of procedural “best practices” codified in soft law instruments like the IBA Rules on the Taking of Evidence. Rather, I speak of some of the smaller, uncodified procedural behaviors — procedural habits, I call them — that international arbitrators adopt within the confines, and between the interstices, of those codified due process and soft law “best practice” parameters. I speak of widely …

A Framework For The Foundation Of The Philosophy Of Artificial Intelligence, Emily Barnes, James Hutson

Faculty Scholarship

In recent years, the rapid advancement of artificial intelligence (AI) technology has sparked profound questions about the nature of machine intelligence and the possibility of AI consciousness. As AI systems become increasingly sophisticated, examining their philosophical foundations has become imperative. This article investigates the intricate relationship between AI and existential thought, aiming to establish a comprehensive framework for understanding AI's philosophical underpinnings. The historical development of AI, from symbolic AI to contemporary machine learning paradigms, highlights the increasing complexity and sophistication of AI systems, prompting significant philosophical debates about machine consciousness. Theoretical models such as the Independent Core Observer Model …

Bridging The Gap: Ai And The Hidden Structure Of Consciousness, Emily Barnes, James Hutson

Faculty Scholarship

The quest to develop Artificial Intelligence (AI) systems that possess human-like consciousness necessitates a deep dive into both theoretical and practical aspects underpinning this ambitious goal. This article builds on initial philosophical explorations of AI consciousness by examining the intricate and often hidden structures that may facilitate conscious experiences in AI. Drawing from concepts in cognitive science and neuroscience, the article elucidates how AI systems can be designed to replicate the structural and functional aspects of human consciousness. The discussion includes the Hierarchy of Spatial Belongings proposed by Forti (2024), frameworks like the Integrated Information Theory (IIT), and models linking …

Using Latent Variables To Improve The Management Of Depression Among Hemodialysis Patients, Douglas D. Gunzler, Martha Sajatovic, Ashwini R. Sehgal

Faculty Scholarship

Background: Screening for depression can be challenging among hemodialysis patients due to the overlap of depressive symptoms with dialysis or kidney disease related symptoms. The aim of this study was to understand these overlapping symptoms and develop a depression screening tool for better clinical assessment of depressive symptoms in dialysis patients. Methods: We surveyed 1,085 dialysis patients between March 1, 2018 and February 28, 2023 at 15 dialysis facilities in Northeast Ohio with the 9-item patient health questionnaire (PHQ-9) and kidney disease quality of life (KDQOL) instrument. To evaluate overlap across questionnaire items, we used structural equation modeling (SEM). We …

Three-Year Outcomes Of 6-Month Paliperidone Palmitate In Adults With Schizophrenia: An Open-Label Extension Study Of A Randomized Clinical Trial, Martha Sajatovic

Faculty Scholarship

Importance: Long-acting injectable (LAI) antipsychotics have the potential to improve adherence and symptom control in patients with schizophrenia, promoting long-term recovery. Paliperidone palmitate (PP) once every 6 months is the first and currently only LAI antipsychotic with an extended dosing interval of 6 months. Objective: To assess long-term outcomes of PP received once every 6 months in adults with schizophrenia. Design, Setting, and Participants: In a 2-year open-label extension (OLE) study of a 1-year randomized clinical trial (RCT), eligible adults with schizophrenia could choose to continue PP every 6 months if they had not experienced relapse after receiving PP once …

Psychedelic Experiences And Long-Term Spiritual Growth: A Systematic Review, William A. Schutt, Julie J. Exline, Kathleen C. Pait, Joshua A. Wilt

Faculty Scholarship

Psychedelic substances, which can occasion mystical experiences, are sometimes used for religious and spiritual reasons. Despite strong links between psychedelics and spirituality, no previous systematic review has investigated connections between psychedelics and indicators of long-term spiritual growth. Thus, 34 empirical studies were analyzed with 19,724 total participants from 32 independent samples. A variety of methodologies were used among the reviewed studies, and some studies included international samples. Results showed that psychedelics—especially classic psychedelics (e.g., psilocybin, LSD, and DMT)—have been studied more often in this context than other substances. Findings indicate that psychedelic use is linked with a variety of subjective …

Enhancing Adult Learner Success In Higher Education Through Decision Tree Models: A Machine Learning Approach, Emily Barnes, James Hutson, Karriem Perry

Faculty Scholarship

This article explores the use of machine learning, specifically Classification and Regression Trees (CART), to address the unique challenges faced by adult learners in higher education. These learners confront socio-cultural, economic, and institutional hurdles, such as stereotypes, financial constraints, and systemic inefficiencies. The study utilizes decision tree models to evaluate their effectiveness in predicting graduation outcomes, which helps in formulating tailored educational strategies. The research analyzed a comprehensive dataset spanning the academic years 2013–2014 to 2021–2022, evaluating the predictive accuracy of CART models using precision, recall, and F1 score. Findings indicate that attendance, age, and Pell Grant eligibility are key …

Whistle-Blowing And The Incentive To Hire, Jef De Mot, Murat C. Mungan

Faculty Scholarship

We consider a previously neglected cost of whistle-blower awards: employers may base their hiring decisions, on the margin, not on the productivity of an employee but rather on the probability that the employee will become a whistle-blower. We develop a three-stage model to examine how productivity losses due to distortions at the hiring stage influence optimal whistle-blower rewards. We characterize optimal rewards for whistle-blowing, and show that when rewards can be chosen according to either the benefits of the employer from offending or the productivity of the worker being hired, productivity-based rewards are superior to benefit-based rewards.

Parental Political Engagement And Self-Efficacy: An Exploratory Study, Christina Randolph, Robert Needlman, Ellen Hutchinson

Faculty Scholarship

Political engagement (PE) is associated with a sense of empowerment. PE by parents affects children's lives. This study explored parents' attitudes about inclusion of political engagement discussion in well-child care. Because voting is an expression of empowerment, we hypothesized that voting would be related to higher parenting self-efficacy. We administered a brief questionnaire to a convenience sample of parents/guardians at well-child visits at an urban hospital. The questionnaire included 10 Likert scale questions touching on parenting efficacy; beliefs about political engagement; voting behaviors; and demographics. Analysis included descriptive statistics, correlations, and factor analysis. Among the 70 respondents 84% were mothers; …

Supernatural Attributions For Extraordinary Events: Examining Cognitive And Contextual Predictors, Joshua A. Wilt, Julie J. Exline, Nick Stauner

Faculty Scholarship

Why do people make supernatural attributions (SA) for events? This article focused on five possible predictors: stressfulness, unusual events, religiousness, seeing a supernatural explanation as meaningful, and seeing supernatural entities as powerful. We also predicted that people would be more likely to adopt supernatural explanations seen as highly accessible, motivating, and plausible. We focused primarily on SA in general and secondarily on specific entities. We tested preregistered hypotheses using survey data in two samples of undergraduates: one reporting life-changing events (N = 594) and another reporting on an event with a supernatural air, or supernaturally perceived events (N = 475). …

Mri Measurement Of Cerebral Perfusion In Severe Congenital Heart Disease: Just The First Step, Kevin B. Kilgallon, Ira M. Cheifetz

Faculty Scholarship

Two questions on the mind of many parents of children with complex congenital heart disease (CHD) are: Will my child survive? And, how will their life be affected? As diagnostic procedures, along with medical and surgical treatments, for these infants have improved over the recent decades, more and more of these children are surviving into adolescence and adulthood. Despite these advances in care, children with complex CHD are at higher risk of neurodevelopmental disability (NDD) and decreased quality of life (QOL) compared to their peers without CHD.1,2

Excess Prevalence Of Preexisting Chronic Conditions In Older Adults With Incident Epilepsy, Siran M. Koroukian, Hannah L. Fein, Long Vu, Wyatt P. Bensken, Nicholas K. Schiltz, Martha Sajatovic

Faculty Scholarship

Objective: Prior studies have examined chronic conditions in older adults with prevalent epilepsy, but rarely among those with incident epilepsy. Identifying the chronic conditions with which older adults present at epilepsy incidence assists with the evaluation of disease burden in this patient population and informs coordinated care development. The aim of this study was to identify preexisting chronic conditions with excess prevalence in older adults with incident epilepsy compared to those without. Methods: Using a random sample of 4 999 999 fee-for-service Medicare beneficiaries aged >65 years, we conducted a retrospective cohort study of epilepsy incidence in 2019. Non-Hispanic Black …

The Effects Of A Brand-Specific, Hemp-Derived Cannabidiol Product On Physiological, Biochemical, And Psychometric Outcomes In Healthy Adults: A Double-Blind, Randomized Clinical Trial, Gianna F. Mastrofini, Bridget A. Mcfadden, Alexa J. Chandler, Blaine S. Lints, Harry P. Cintineo, Nathaniel D. Rhoades, Caroline S. Vincenty, Sten O. Stray-Gundersen, Abbi D. Lane, Shawn M. Arent

Faculty Scholarship

Background

Cannabidiol (CBD) is a non-psychoactive phyto-cannabinoid derived from the Cannabis sativa plant. CBD exhibits various interactions at receptor sites, prompting the research of its potential anti-inflammatory, immunomodulatory, psychological, and pain-relieving effects. This study aimed to investigate the physiological, biochemical, and psychometric effects of a brand-specific, hemp-derived CBD product in healthy adults over a 12-week observation period.

Methods

54 healthy males and females (age = 25 ± 7y; BMI = 24.82 ± 3.25 kg/m2) recruited from a large Southeastern University completed the study. Participants arrived at the laboratory after > 8 h of fasting, and > 48 h without alcohol consumption and …

Navigating The Ethical Terrain Of Ai In Higher Education: Strategies For Mitigating Bias And Promoting Fairness, Emily Barnes, James Hutson

Faculty Scholarship

Artificial intelligence (AI) and machine learning (ML) are transforming higher education by enhancing personalized learning and academic support, yet they pose significant ethical challenges, particularly in terms of inherent biases. This review critically examines the integration of AI in higher education, underscoring the dual aspects of its potential to innovate educational paradigms and the essential need to address ethical implications to avoid perpetuating existing inequalities. The researchers employed a methodological approach that analyzed case studies and literature as primary data collection methods, focusing on strategies to mitigate biases through technical solutions, diverse datasets, and strict adherence to ethical guidelines. Their …

The Sources And Consequences Of Disputes Over Contractual Meaning, Randy D. Gordon

Faculty Scholarship

With some frequency, parties agree to the particular words used in a contract they sign, only to later disagree as to the meaning of those words and their legal effect. That is, they each assent to something, but that “something” is something different for each of them. In this Article, I first categorize and trace the sources of recurring points of disagreement as a matter of language and linguistics. Then, I look at the consequences of a dispute that leads a fact finder to conclude that the parties genuinely did not agree to the same thing, which is to say …

Putting The Lawyer First: Framing Well-Being In Law As An Ethical Dilemma, Aric Short

Faculty Scholarship

A disturbingly high percentage of our students continue to be unwell. In the most recent and comprehensive survey of law student well-being in 2021, almost 70% of law students responded that, in the past twelve months, they believed they needed to seek help for emotional or mental health problems. Embedded screening tools in the survey suggested that 34% of respondents were clinically depressed and 54% suffered from clinical anxiety. 44% of respondents reported being drunk in the past thirty days, 33% had engaged in binge drinking in the preceding two weeks, and 38% had smoked marijuana in the past twelve …

Adoption As Substitute For Abortion?, Malinda L. Seymore

Faculty Scholarship

In Dobbs v. Jackson Women’s Health, Justice Samuel Alito relied on adoption as part of the justification for holding that abortion is not constitutionally protected: “States have increasingly adopted ‘safe haven’ laws, which generally allow women to drop off babies anonymously; and that a woman who puts her newborn up for adoption today has little reason to fear that the baby will not find a suitable home.” Using adoption as an adequate substitute for abortion is a long-standing strategy for the antiabortion movement; but it is often embraced by pro-choice advocates as well. This position is supportable only if the …

Breaking Down Siloes And Building Up Students: The Transformational Possibilities Of Professional Identity Formation, Lindsey P. Gustafson, Aric K. Short, Robin Thorner

Faculty Scholarship

Under the ABA’s sequenced approach to implementation of Standard 303(b)(3), schools should now have developed plans for providing opportunities for professional identity formation and should be implementing them. These plans must provide students with an “intentional exploration of the values, guiding principles, and well-being practices considered foundational to successful legal practice.” In addition, these plans should provide for frequent opportunities for development, “during each year of law school and in a variety of courses and co-curricular and professional development activities.”

Because Standard 303(b)(3) is necessarily tied to the unique character, existing
structures, and available resources of a law school, each …

Strategic Integration Of Ai In Higher Education And Industry: The Ai8-Point Model, Emily Barnes, James Hutson

Faculty Scholarship

The AI8-Point Model, derived from extensive experience in technology, AI, and higher education administration, addresses the critical need for cost-effective, high-impact strategies tailored to higher education. Despite the transformative potential of AI in enhancing student engagement, optimizing processes, and improving educational outcomes, institutions often struggle with practical implementation. The AI8-Point Model fills this gap by offering strategies that balance cost and impact. Visualized as a circle divided into four quadrants, the model encompasses phases of student engagement and institutional interaction: pre-enrollment beyond institutional control, pre-enrollment within institutional control, post-enrollment within institutional control, and post-enrollment beyond institutional control. Each quadrant contains …

Transforming The Welfare State, One Case At A Time: How Utrecht Makes Customized Social Care Work, Charles F. Sabel, Jonathan Zeitlin, Jan-Kees Helderman

Faculty Scholarship

Advanced welfare states are under pressure to customize services, promptly enough to prevent a cascade of harms. With these goals, the Netherlands in 2015 decentralized social care services to municipalities, and within municipalities to neighborhood teams in continuing contact with clients. The overall results have been disappointing. But the experience of Utrecht, the Netherlands’ fourth-largest city, has been strikingly different. By using hard-to-resolve cases to signal conflicts in rules, obstructive jurisdictional boundaries, and the shortcomings of private service providers, Utrecht is learning to customize and speed delivery of social care through incremental steps. This article explains how Utrecht’s success addresses …