Digital Commons Network^™

A Macrocognitive Design Taxonomy For Simulation-Based Training Systems: Bridging Cognitive Theory And Human-Computer Interaction, Jessica M. Johnson

Virginia Digital Maritime Center (VDMC) Faculty Publications

Simulation-based training systems are increasingly deployed to prepare learners for complex, safety-critical, and dynamic work environments. While advances in computing have enabled immersive and data-rich simulations, many systems remain optimized for procedural accuracy and surface-level task performance rather than the macrocognitive processes that underpin adaptive expertise. Macrocognition encompasses higher-order cognitive processes that are essential for performance transfer beyond controlled training conditions. When these processes are insufficiently supported, training systems risk fostering brittle strategies and negative training effects. This paper introduces a macrocognitive design taxonomy for simulation-based training systems derived from a large-scale meta-analysis examining the transfer of macrocognitive skills from …

Stages Of Being Foreign As Portrayed In Daughter Of Keltoum And Lost Birds, Fran Hassencahl

Communication & Theatre Arts Faculty Publications

In this paper, I use the intercultural communication model, The Stages of Being Foreign, developed by anthropologist Oberg (1960) and modified by Gullahorn & Gullahorn (1963), Lewis & Jungman (1986), and Ward, Bochner, and Furnham (2001) to explain the experience of culture shock. This model describes the stages that individuals experience when they leave, either voluntarily or involuntarily, their home country/culture and must adapt to a new culture. These stages as described by Oberg are a preliminary stage (a spectator stage), an increasing participation stage, the pit of the culture shock stage, the adaptation stage, and for some migrants a …

China's Economic Retaliation Against Norway After Liu Xiaobo's 2010 Nobel Peace Prize, Ian Murphy, Shaomin Li

Management Faculty Publications

This case study analyzes China's geoeconomic retaliation against Norway after the 2010 Nobel Peace Prize was awarded to Liu Xiaobo. China employed non-tariff barriers, diplomatic freezes, and restricted exchanges, severely impacting sectors like salmon exports. This occurred despite the Nobel Committee's independence from the Norwegian government. Although Norway's overall economic impact was mitigated by market adjustments, the six-year diplomatic freeze significantly influenced its human rights foreign policy. This case exemplifies China's strategic use of informal economic tools to punish and deter, showcasing the link between political sensitivities and economic leverage in international relations.

Can We Talk? A Correspondence Study To Examine Responsiveness Of Physical Educators To Requests For A Phone Call From Parents Of Children With Disabilities, Sean Healy, Justin A. Haegele, Steven K. Holland

Human Movement Studies & Special Education Faculty Publications

The Individuals with Disabilities Education Improvement Act (2004) mandates that parental input be considered when making educational decisions for children with disabilities, including in physical education. However, parents of children with disabilities often report suboptimal communication experiences with physical educators. The purpose of the current study was to examine if the initiation of a parent–physical educator relationship is influenced by whether students have a disability or not. An online message correspondence study methodology was used to detect potential disparities in the responsiveness of a sample of 320 physical educators to electronic message requests for a phone call to discuss physical …

Associations Between Accelerometer-Measured Physical Activity And Sleep Duration And Health Indicators In Children And Adolescents With Attention-Deficit Hyperactivity Disorder: A Systematic Review And Meta-Analysis, Xiao Liang, Hui Qiu, Justin A. Haegele, Xiao Li, Minghui Li, Jiayue Li, Shirley Xin Li

Human Movement Studies & Special Education Faculty Publications

Objective

This systematic review and meta-analysis synthesized available studies to explore relationships between accelerometer-measured physical activity (PA) levels or sleep duration and health-related outcomes in children and adolescents with attention-deficit hyperactivity disorder (ADHD).

Methods

Following the Preferred Reporting Items for Systematic Review and Meta-analyses guidelines, the six databases APA PsychInfo, CINAHL Ultimate, Embase, MEDLINE, SPORTDiscus with Full Text and Web of Science were searched from inception through July 2024. The correlation coefficient (r) was employed to determine the effect size in the meta-analysis. A random-effects model was utilised to estimate the potentially heterogeneously distributed effect sizes with a 95 % …

Professional Standards For School-Based Behavior Analysts (2nd Edition), Selena J. Layden, Emily Muise, Karen L. Berlin, Samantha Gregory, Daniel Irwin, Kaylan Long, Daria K. Lorio-Barsten, Jennifer L. O’Berry, Hannah Riddle

Human Movement Studies & Special Education Faculty Publications

Public educational settings are unique and complex environments that require specific knowledge and skills for the professionals that work in these environments. School-based behavior analysts can be a great asset to public schools. However, these professionals must be able to firmly understand and perform the responsibilities of a behavior analyst in collaboration with educators and service providers in a public school setting. The presence of behavior analysts in public schools is still relatively new, when compared with other specialized services. Therefore, behavior analysts, teachers, administrators, and others should focus on collaboration to promote the success for all stakeholders with an …

Considerations For School Leadership In Leveraging School-Based Behavior Analysis For Systemic Improvement In Public Education, Virginia Public Schools Behavior Analyst Network, Kira Austin, Elizabeth Boynton, Amanda K. Cash, Meredith Eads, Daniel Irwin, Selena Layden, Daria K. Lorio-Barsten, Emily Muise, Nadine Pittman, Felicia Shelton, Indya Watts-Graves

Human Movement Studies & Special Education Faculty Publications

Public schools face significant challenges, including rising student behavioral needs, chronic absenteeism, and high rates of teacher burnout. These issues are interconnected with and inextricably linked to a need for effective, evidence-based behavioral supports. Educators frequently enter the field lacking the necessary skills and training to manage complex student behavior, often resulting in a reliance on punitive practices that exacerbate problems.

This paper proposes that the expertise of school-based behavior analysts (SBBAs), who are Board Certified Behavior Analysts® (BCBAs®) specializing in education, offers a powerful, underutilized solution. SBBAs are trained in applied behavior analysis (ABA), a data-driven science focused on …

Felt Ambivalence Weakens The Attitude-Intention Pathway For Regular Leisure-Time Physical Activity In Chinese Adolescents: A Three-Wavee Prospective Study, Yaogang Han, Yubing Wang, Pan Li, Guohua Zheng

Human Movement Studies & Special Education Faculty Publications

Background: Favorable attitudes toward regular leisure-time physical activity may not always translate into intention if adolescents feel ambivalent about the behavior. This study tested whether felt ambivalence weakens the prospective attitude–intention association and the indirect effect of attitude on later behavior through intention. Methods: Chinese adolescents (N = 1714; Grades 7–12; mean age = 15.0 years) completed a three-wave survey at approximately two-week intervals. Wave 1 assessed attitudes toward regular leisure-time moderate-to-vigorous physical activity, felt ambivalence, and physical activity habit; Wave 2 assessed intention; and Wave 3 assessed leisure-time physical activity. Moderated mediation was tested in a structural equation model …

From Intention To Enactment: Action Planning And Habit Automaticity Distinguish Successful From Unsuccessful Intenders To Engage In Regular Leisure-Time Moderate-To-Vigorous Physical Activity, Yaogang Han, Yubing Wang, Pan Li, Binn Zhang

Human Movement Studies & Special Education Faculty Publications

University students often intend to exercise regularly but fail to translate intention into action. The present study tested which post-intentional processes distinguish successful from unsuccessful intenders in self-reported regular leisure-time moderate-to-vigorous physical activity (MVPA) enactment. Chinese undergraduates from 10 universities completed a three-wave survey administered at roughly two-week intervals. Habit automaticity was assessed at Wave 1, intention together with action planning and coping planning at Wave 2, and self-reported regular-exercise status at Wave 3. Because the dependent variable was assessed using a single stage-based self-report item, the findings should be interpreted as explaining self-reported regular-exercise status rather than objectively measured …

The Relationship Between Physical Activity, Sleep, And Hallucinations In Adults With Charles Bonnet Syndrome, Jarrod Hollis, Rohit Narayan, Eldre W. Beukes, Rosie Lindsay, Aliyah Bharwani, Umair Mughal, Ikra Yaqoob, Justin A. Haegele, Scott Muriden, Peter M. Allen

Human Movement Studies & Special Education Faculty Publications

Physical activity levels, hallucination experiences, sleep quality, and perceived stress were assessed using a survey administered to 57 adults with a confirmed diagnosis of Charles Bonnet Syndrome (CBS). Physical activity demonstrated a significant negative correlation with hallucination severity (r = –0.335, p = 0.011, two-tailed). A significant negative correlation was also observed between physical activity and perceived stress (r = –0.497, p < 0.001, two-tailed). In contrast, no significant association was identified between hallucination frequency and sleep disruption or insomnia. These findings suggest that engaging in appropriate levels of physical activity may help reduce the severity of hallucinations and mitigate stress among individuals with CBS. The observation that higher levels of physical activity are associated with reduced hallucination burden may help the development of evidence-based management strategies for CBS. Additionally, the finding that physical activity was significantly related to hallucination severity, whereas sleep disruption was not, merits deeper exploration in future research.

When Price Varies Across Otas: How Room Rate Disparity Shapes Switching Behavior And Brand Trust, Ling Ling, Chich-Chien Chen, Zvi Schwartz

Human Movement Studies & Special Education Faculty Publications

This study investigates how room rate disparity across Online Travel Agencies (OTAs) influences consumers’ switching behavior and perceptions of hotel brand integrity. Employing a scenario-based experimental design with a sample of 430 Chinese consumers, we explored price differences interact with loyalty status, price trajectory information, and brand consistency. Our findings reveal a complex non-linear inverse sigmoid relationship between rate disparity and channel switching. Contrary to expectations, loyalty membership did not reduce switching intent or increase discount thresholds. Moreover, rate disparity triggered brand integrity concerns, with brand doubt consistently exceeding switching intent. While price trajectory information did not change switching likelihood, …

Early And Sustained Improvements In Sense Of Smell With Tezepelumab Treatment In Patients With Chronic Rhinosinusitis With Nasal Polyps (Waypoint), Joaquim Mullol, Joseph K. Han, Tanya M. Laidlaw, Claire Hopkins, Anju T. Peters, Oliver Pfaar, Martin Desrosiers, Stella E. Lee, Andrew P. Lane, Claudia Chen, Yun Chon, Sandhia S. Ponnarambil, Andrews Foster, Andrew W. Lindsley, Christopher S. Ambrose

Department of Otolaryngology (ENT) Faculty Publications

Background

Loss of smell is a principal symptom of chronic rhinosinusitis with nasal polyps (CRSwNP), affecting health-related quality of life and posing a safety hazard.

Methods

WAYPOINT (NCT04851964), a phase 3, multicenter trial in adults with uncontrolled CRSwNP, randomized patients 1:1 to receive tezepelumab 210 mg or placebo subcutaneously every 4 weeks for 52 weeks. Changes from baseline in biweekly mean Nasal Polyposis Symptom Diary (NPSD) loss of smell item, University of Pennsylvania Smell Identification Test (UPSIT), and 22-item Sino-Nasal Outcome Test (SNOT-22) loss of smell/taste item scores, as well as anosmia (UPSIT score ≤18) prevalence, were assessed over 52 …

Real-World Anti-Amyloid Therapy Beyond Traditional Symptomatic Populations: A Longitudinal Case Series, Jayoung Han, Yuan Fang, Darlingtina Esiaka, Olufunmilola Abraham

Mathematics & Statistics Faculty Publications

Introduction: Anti-amyloid monoclonal antibodies are approved as disease-modifying therapies for early Alzheimer’s disease (AD), but real-world evidence remains limited, particularly among individuals treated during preclinical or minimally symptomatic stages. This study characterized clinical and biomarker trajectories among anti-amyloid therapy recipients across disease stages.

Method: We conducted a longitudinal retrospective case series of three biomarker-positive individuals from the Alzheimer’s Disease Neuroimaging Initiative who received lecanemab or donanemab. Clinical, cognitive, cerebrospinal fluid, plasma biomarker, and amyloid PET data were examined.

Results: In all three cases, most of the observation period preceded anti-amyloid therapy initiation. Clinical trajectories varied by biomarker profile and treatment …

Improving Expository Reading Comprehension In College Students, Danielle M. De Lucia, George Noell

Psychology Faculty Publications

This study investigated the impact of the Collaborative Strategic Reading (CSR) method on reading comprehension and psychological well-being among college students, addressing a gap in research on expository reading comprehension at the post-secondary level. A total of 47 students from Introduction to Psychology courses participated in the study. Participants initially completed pre-test assessments, including a cloze test, the Wide Range Achievement Test, and scales for self-worth, depression, anxiety, and stress. Of these, 23 students underwent CSR intervention sessions, conducted over three weeks with bi-weekly 50-minute sessions using their course textbook. Post-intervention data from 44 students were analyzed using repeated-measures ANOVA. …

Reward Deficits In Co-Occurring Social Anxiety And Depression: The Roles Of Anhedonia, Boredom, Loneliness, And Covid-19 Social Restriction, Nathan M. Hager, Alicia L. Milam, Hannah C. Hamrick, Benjamin Swanson, Matt R. Judah

Psychology Faculty Publications

Prior research points toward reward deficits as crucial to the link between social anxiety disorder and major depressive disorder. However, studies have not explored specific types of reward deficits or how social-environmental factors may impact them. The current study examined whether the indirect effects of three reward deficits (anhedonia, boredom, and loneliness) accounted for the connection between social anxiety and depression. Questionnaires were collected in a sample of college students (N = 523) during the first year of the COVID-19 pandemic, allowing examination of environmental stressors (i.e., remote learning and current friend network size) on reward deficits. Indirect effect models …

Monarch: Old Dominion University Magazine, Victoria Bourne (Editor)

Monarch Magazine

Spring/Summer 2026 issue of Monarch, the Old Dominion University Magazine.

Subtitled: Honoring a HEROIC Monarch

But Who Are The Victims? Reassessing The 568 Higher Education Cartel, James V. Koch

Economics Faculty Publications

Thirty prestigious independent American institutions of higher education were at some time members of the 568 higher education group (often labeled a cartel). Seventeen of them were sued by the U.S. Government and representative students who alleged that their meetings and deliberations resulted in collusion that caused students to pay higher prices. Twelve of the seventeen institutions subsequently settled their cases and by 2024 collectively had paid $284 million to do so. However, an inspection of these institutions' pricing reveals that the median 568 Group institution lowered its average real net annual cost to its undergraduate students by 19.07% between …

Living In A Bubble: How Children And Adults Use Generics To Talk About Social Kinds In Unique Sociocultural Contexts, Ny Vasil, Alejandro Curiel, Tiffany Zhu, Anna Pederneschi, Katherine Ritchie

Philosophy Faculty Publications

Generics like "kids love sugar" convey generalizations. But what is their scope? Are they taken to be global, or can generics communicate regularities restricted to "sociocultural bubbles"? Two studies examined the developing capacity for contextual restriction of generics in 137 4-7-year-olds (63/70/4 female/male/other) and 222 adults (128/89/5 female/male/other). Participants evaluated generics attributing group properties prevalent globally vs. "within-bubbles," with contextual cues that speakers conveyed broad vs. contextually restricted regularities. Both children and adults appreciated that generics can communicate group characteristics occurring within narrow sociocultural contexts. Adults selectively endorsed global or local generics depending on context, but younger children allowed socially …

An Explainable Transformer Framework For Sentiment Analysis In Aviation Workforce Data, Sovon Chakraborty, Protiva Das, Fahmid Al Farid, Fuyad Hasan Bhoyan, Farig Yousuf Sadeque, Jia Uddin, Hezerul Abdul Karim

Computer Science Faculty Publications

Aviation is one of the predominant sectors that contribute significantly to the global economy. With the advent of technology, this industry is witnessing a paradigm shift towards data-driven approaches. The morale of the airline employees is barely noticed, which causes fatigue and depression. Furthermore, these mental health issues can be active reasons for destructive accidents. In this research, the authors are focused on collecting insightful information on aviation employees from Glassdoor.com. Moreover, the authors focus on analyzing the sentiments of the employees of renowned aviation companies. Primarily, the authors scraped necessary data from Glassdoor.com and created a dataset named JetJobJoy …

Sociocultural Outsidership In Entrepreneurship: Rethinking The Double-Edged Role In Marginalisation, Robert J. Pidduck, Susana C. Santos, Eric W. Liguori, Reginald Tucker, Alexander Newman

Management Faculty Publications

This editorial introduces the special issue on marginalisation and entrepreneurship. While entrepreneurship research has long examined the impact of economic deprivation and structural barriers, far less attention has been given to sociocultural elements of outsidership – such as status incongruence, class-based identity conflict or cultural misalignment, among other related facets. We bring these dynamics to the fore, offering a conceptually rich yet ideologically neutral lens through which to understand how outsider dynamics can shape entrepreneurial cognition, legitimacy and venture development. Further, by synthesising emerging work across fragmented literatures, we propose a research agenda that explores sociocultural outsidership not only as …

A Review Of Replications Over 88 Years Of The American Speech-Language Hearing Association Journal Publications, Andrea L.B. Ford, Jessica S. Riccardi, Austin Thompson, Helen L. Long, James C. Borders, Scott R. Schroeder, Alisa Baron, Mariam El Amin, Danika L. Pfeiffer

Speech-Language Pathology Faculty Publications

Purpose: This review aimed to determine the prevalence of replication studies in the field of Communication Sciences and Disorders and examine longitudinal changes in this prevalence across American Speech-Language-Hearing Association (ASHA) journals from 1936 to 2024. It is a conceptual replication of Cook and colleagues' review of replications in special education journals.

Method: Our data source comprised 17,843 journal articles published in seven ASHA peer-reviewed journals between 1936 and 2024. We identified 3,903 articles, excluding duplicates, that had at least one instance of replicat*. Two research team members screened articles independently, and then one research team member coded each article, …

Students' Perception Of Generative Ai-Assisted Collaborative Argumentation, Jinhee Kim, Seongryeong Yu, Rita Detrick, Liangjie Fan, Na Li

STEMPS Faculty Publications

The rapid scaling of generative artificial intelligence (GenAI) technology presents opportunities for personalised learning experiences and facilitates collaborative learning, including collaborative argumentation (CA). However, empirical research examining students' perceptions of GenAI-assisted CA within classroom contexts remains limited. This study explored university students' experiences with GenAI-assisted CA through in-depth interviews with 36 students following a CA activity using a ChatGPT4-embedded argumentation platform developed by the research team. Findings indicate that students viewed GenAI as serving multiple roles, including tool, facilitator, teaching assistant and machine buddy. Students perceived that GenAI-assisted CA could empower task performance and create a collaborative learning environment. Meanwhile, …

"When I Think Of The Public Library, I Think Of White": Black Families Counter-Narratives Of Library Irrelevance And Community Repair, Amber Matthews

STEMPS Faculty Publications

While public libraries espouse equitable access, few studies examine Black community disengagement. Drawing on Critical Race Theory and the theme "Information in Repair," this paper analyzes semi-structured interviews with seven Black parents of youth aged 13-24 in London, Ontario. Findings reveal that their lack of library engagement stems not from access barriers but from libraries functioning as racialized spaces irrelevant to Black lived experiences in Canada. Where libraries fall short, Black-led organizations perform continuous, invisible reparative labour through culturally responsive programming and trusted information networks. Meaningful repair requires confronting institutional whiteness, redistributing resources to Black-led organizations, and sustaining authentic relationship-building …

Artificial Intelligence And Consumer Well-Being: A Cross Domain Systemic Review, Setar Lytle, Mahesh Gopinath

Marketing Faculty Publications

Artificial intelligence (AI) is increasingly embedded in everyday consumption, yet evidence on its longer-term implications for consumer eudaimonic well-being remains dispersed across disciplines and application contexts. This review integrates that literature to clarify the domains, theoretical explanations, and conditions through which AI shapes consumer well-being. Following PRISMA and SPAR-4-SLR procedures, we reviewed research published from January 2010 to January 2026. From 6058 records, 480 studies across psychology, business, and human-technology interaction met the inclusion criteria. The evidence is organised through psychological, social, and technological perspectives and identifies six interconnected domains: mental health, cognitive development, physical health, personal growth, autonomy and …

Beauty Isn't Always Better: How Salesperson Attractiveness Affects Consumers' Approach Behaviors, Veronica L. Thomas, Stephanie M. Mangus, Dora E. Bock

Marketing Faculty Publications

This research examines how a consumer's committed romantic relationship influences their decision to approach an attractive salesperson in a retail environment. To date, the majority of research espouses the benefits of salesperson attractiveness in enhancing consumers' perceptions of the salesperson and the represented retailer. This is problematic because it creates a managerial bias toward attractive salespeople and, as we propose, provides an incomplete view of the effect of salesperson attractiveness on consumers' behavior. Drawing on the interpersonal relationship literature on commitment, we propose that consumers in committed relationships activate relationship-maintenance motives that override the beauty bias when a salesperson's attractiveness …

Ideational Behavior And Occupational Identity Achievement: A Study Of Emerging Adult College Students Preceding Entry Into The Fouth Industrial Revolution Workforce, Carrington M. Faulk, Michael F. Kosloski, Philip Reed

Marketing Faculty Publications

As emerging adults transition into the Fourth Industrial Revolution (4IR) workforce, it is essential to understand the factors that predict successful occupational identity achievement, as automation will impact human occupational identity crises. This descriptive cross-sectional study employed a correlational design to determine the degree to which ideational behavior predicts occupational identity achievement prior to entry into the 4IR workforce. Using a sample of 166 emerging adult college students from a Mid-Atlantic, diverse, four-year university, data were collected using Runco's Ideational Behavior Scale (RIBS) and Melgosa's Occupational Identity Achievement subscale (OIA). Results showed that ideational behavior significantly predicted occupational identity achievement …

Teachers' Perspectives On Inclusive Education For Children With Special Needs, Abakah Francis, Ava-Gay Annakaye Morgan, Emmanuel Ogheneovo Sodje, Francis Dugbartey, Gabriel Lagbel, Okezie Chika Chibundu

Educational Leadership & Workforce Development Faculty Publications

Inclusive education is widely recognized as a key approach to ensuring equitable access to quality education for children with special needs, requiring teachers to possess adequate knowledge, skills, and supportive resources. In the Nigerian context, particularly in private schools, gaps in teacher training, limited resources, and insufficient institutional support continue to hinder the effective implementation of inclusive education practices. This study investigates teachers' perspectives on inclusive education for children with special needs in Nigerian private schools. The primary purpose is to assess teachers' understanding of inclusive education, their familiarity with effective teaching strategies, and their preparedness to implement inclusive practices. …

Partnerships Establishing And Sustaining High-Quality Youth Pre-Apprenticeship: Exploring Key Roles And Skills, Russel L. Parker, James E. Bartlett Ii, Michelle E. Bartlett

Educational Leadership & Workforce Development Faculty Publications

This study examined the partners, roles, structures, and skills needed to develop and operate successful youth pre-apprenticeship programs for CTE programs and explored how they were evaluated. The purpose of the study is to provide insights for CTE leaders on developing and sustaining youth pre-apprenticeship programs, pathways to apprenticeships to offer youth career opportunities and livable wages without attending four-year colleges. This study highlights the roles partners play in successful youth pre-apprenticeship programs, emphasizing collaboration between education, industry, and communities. It identifies collaborators serving business functions such as leadership, marketing, finance, human resources, customer service, general management, public relations, and …

Infusing Authenticity Into A Service-Learning Program: Examining Long-Term Impacts On Professional Development, Mohan Yang, Jonathan Harbor, Belle Li, Jacqueline Nikiema

Educational Leadership & Workforce Development Faculty Publications

Purpose

The employability of postgraduate students remains a critical concern in higher education, as postgraduate programs, particularly at the doctoral level, traditionally focus on disciplinary and research competencies. This leads to a lack of adequate preparation for employment, especially for non-academic roles. This study examines the long-term impacts of an authentic service-learning program on trainees' professional lives, with a particular emphasis on academia. This addresses the need for insight into the long-term impacts of initiatives that enhance postgraduate programs with opportunities for students to acquire transferable competencies prior to entering employment.

Design/methodology/approach

We adopted a narrative inquiry approach to investigate …

Simulating Social Attitudes With Llms: Accuracy, Demographic Effects, And Refusal Behavior In The Sensitive Domain Of Suicide Prevention, Cristina J. Perez, Michael P. Vasquez Jr., Philippe J. Giabbanelli, Patrick Y. Wu

VMASC Publications

Large language models (LLMs) are increasingly used to simulate public opinion, yet their validity in sensitive policy domains remains underexplored. We evaluate whether LLMs can reproduce attitudes toward suicide prevention policies using 32 questions drawn from seven nationally representative U.S. surveys (2023-2025). We systematically vary demographic conditioning (race/ethnicity, gender, age, education, income, party), prompt framing (direct elicitation, respondent embodiment, specialist embodiment), and model architecture (GPT-5 Nano, DeepSeek V3.2, Meta Llama 3.1 8B, Mistral Small 24B). Across 811,560 prompts, the mean absolute error—the average gap between predicted and human response distributions—is 23 percentage points. We also find that LLM responses to …