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Book Review: Facing The Victorious Turks: How The French Misread The Turkish War Of Independence, Michael S. Neiberg Jan 2026

Book Review: Facing The Victorious Turks: How The French Misread The Turkish War Of Independence, Michael S. Neiberg

Parameters Bookshelf – Online Book Reviews

Author: Andrew Orr

Reviewed by: Dr. Michael S. Neiberg, chair of war studies, US Army War College

After World War I, French officials viewed the Middle East through a lens of Orientalism and imperial anxiety, leading them to misinterpret the rise of Turkish nationalism. In this gripping study, Andrew Orr reveals how flawed intelligence and racial biases shaped France’s response to Mustafa Kemal’s revolutionary movement. Facing the Victorious Turks offers a compelling reexamination of colonial misjudgment and its impact on the birth of modern Türkiye.


Book Review: Valiant Women: The Extraordinary American Servicewomen Who Helped Win World War Ii, Christine Cook Jan 2026

Book Review: Valiant Women: The Extraordinary American Servicewomen Who Helped Win World War Ii, Christine Cook

Parameters Bookshelf – Online Book Reviews

Author: Lena Andrews

Reviewed by: Dr. Christine Cook, director of theories and war, Department of Distance Education, US Army War College

In Valiant Women, author Lena Andrews compiles stories that were largely gathered through interviews with women who served during World War II and uncovers their important but often overlooked contributions to the war effort. Although the reviewer regrets Andrews’s missed opportunity to include academic sources alongside the firsthand accounts, she still sees this compilation of untold stories as relevant and important.

©2025 Christine Cook


Book Review: The Clausewitz Myth: Or The Emperor’S New Clothes, Darren W. Buss Jan 2026

Book Review: The Clausewitz Myth: Or The Emperor’S New Clothes, Darren W. Buss

Parameters Bookshelf – Online Book Reviews

Author: Azar Gat

Reviewed by: Colonel Darren W. Buss, faculty instructor, Department of Military Strategy, Planning, and Operations, US Army War College

Azar Gat, the author of The Clausewitz Myth, takes a closer look at Carl von Clausewitz’s On War and argues through looking at historical documents and unpublished versions of the text that there have been misinterpretations of his thoughts. The reviewer believes Gat’s assertions are not earth-shattering but still notes “engaging with [Clausewitz’s] thoughts through the lens of Gat is a valuable experience for readers.”


Adaptable Psychopathic Traits: Military And Para-Military Organizations, Mariana Ramirez Jan 2026

Adaptable Psychopathic Traits: Military And Para-Military Organizations, Mariana Ramirez

Student Theses

Although culturally distinct, both military and law enforcement careers demand individuals to operate effectively in high-risk environments; a characteristic shaped through processes of military and para-military occupational socialization, reinforced by an adaptable personality. Understanding the distinctions between military and law enforcement cultures provides a foundation for examining individual-level factors such as personality, behavior, and mental health. Recent research (e.g. Anestis et al., 2019; Batastini et al., 2023; Falkenbach et al., 2017; Falkenbach et al., 2018; McKinley & Verona, 2023; Patton et al., 2018; Preston et al., 2020; Roșca et al., 2021) has increasingly applied a psychopathic framework to study these …


Urban Sprawl And Residential Carbon Emissions: Evidence From Indonesia And The Philippines, Yi Jiang, Taylor Lathrop, Alexander D. Rothenberg, Yao Wang Jan 2026

Urban Sprawl And Residential Carbon Emissions: Evidence From Indonesia And The Philippines, Yi Jiang, Taylor Lathrop, Alexander D. Rothenberg, Yao Wang

Center for Policy Research

This paper studies how neighborhood density affects residential carbon emissions, using detailed data from Indonesia and the Philippines. To address simultaneity, we instrument density with soil characteristics, and to address sorting, we control for community averages of observed characteristics. Unlike cities in developed countries, we find that density is positively correlated with residential energy use. After controlling for sorting, we find a precise null relationship between density and residential carbon emissions. Our results suggest that policies to control urban sprawl may not be successful in reducing residential carbon emissions in developing country cities.


The Employment Situation Of Veterans: December 2025, Institute For Veterans And Military Families At Syracuse University Jan 2026

The Employment Situation Of Veterans: December 2025, Institute For Veterans And Military Families At Syracuse University

Institute for Veterans and Military Families

In December 2025, U.S. unemployment held steady at 4.6%, while veteran unemployment rose from 3.4% to 3.9%. Post-9/11 veterans saw a sharper increase to 5.1%. Younger veterans (18–24) faced the highest rate at 14.8%, far above nonveterans (8.4%). Female veteran unemployment jumped to 4.5%, exceeding nonveteran women (3.8%), while male veterans remained slightly below nonveteran men. Racial trends varied: Black veterans’ unemployment fell to 6.6%, below nonveterans, while Hispanic veterans rose to 4.3%. Employment gains occurred in food service, healthcare, and social assistance, while retail declined. Overall, veteran unemployment trends diverged significantly by age, gender, and ethnicity.


A Policy Reversal As Structural Break: A Lesson From China’S Land Lease Financing For Infrastructure, Yilin Hou, Lin Li, Lei Shao Jan 2026

A Policy Reversal As Structural Break: A Lesson From China’S Land Lease Financing For Infrastructure, Yilin Hou, Lin Li, Lei Shao

Center for Policy Research

Land-based revenues as a fiscal instrument to finance infrastructure tie public investment to real estate markets, where demand fluctuations cause fiscal consequences. This paper takes policy reversals as structural breaks and examines their impacts on infrastructure investment. We dissect China’s 2016 policy reversal that disallowed developers to finance land purchase with debt, causing sharp declines in local government land revenues, slashing their fiscal base for infrastructure investment. Using prefecture-level panel data and continuous difference-in-differences identification, we estimate the reversal reduced land-lease revenues by 55%. Two-stage least squares estimates suggest a 10% land-revenue decline translates into 6.6% investment reduction. Decomposing the …


Stakeholder Perspectives On Humanistic Implementation Of Computer Perception In Health Care: Qualitative Study, Kristin M Kostick-Quenet, Meghan E Hurley, Syed Ayaz, John D Herrington, Casey J Zampella, Julia Parish-Morris, Birkan Tunç, Gabriel Lázaro-Muñoz, Jennifer Blumenthal-Barby, Eric A Storch Jan 2026

Stakeholder Perspectives On Humanistic Implementation Of Computer Perception In Health Care: Qualitative Study, Kristin M Kostick-Quenet, Meghan E Hurley, Syed Ayaz, John D Herrington, Casey J Zampella, Julia Parish-Morris, Birkan Tunç, Gabriel Lázaro-Muñoz, Jennifer Blumenthal-Barby, Eric A Storch

Center for Medical Ethics and Health Policy Staff Publications

Background: Computer perception (CP) technologies-including digital phenotyping, affective computing, and related passive sensing approaches-offer unprecedented opportunities to personalize health care, especially mental health care, yet they also provoke concerns about privacy, bias, and the erosion of empathic, relationship-centered practice. At present, it remains elusive what stakeholders who design, deploy, and experience these tools in real-world settings perceive as the risks and benefits of CP technologies.

Objective: This study aims to explore key stakeholder perspectives on the potential benefits, risks, and concerns associated with integrating CP technologies into patient care. A better understanding of these concerns is crucial for responding to …


Airbnb And The End Of The Local, Nadia Beyersdorf Jan 2026

Airbnb And The End Of The Local, Nadia Beyersdorf

Theses and Dissertations

This thesis examines how second-home ownership and self-catered tourism reshape community life in Tenby, Wales. While gentrification research often focuses on permanent displacement, less attention has been given to the movement of temporary residents that erodes local culture, social ties, and transforms everyday relationships in coastal towns.


A Visualization-Supported, Hierarchical, Action-Learning Model For Driving Behavior In A V2x Environment, Xuantong Wang, Jing Li, Jecca Bowen Jan 2026

A Visualization-Supported, Hierarchical, Action-Learning Model For Driving Behavior In A V2x Environment, Xuantong Wang, Jing Li, Jecca Bowen

Geography and the Environment: Faculty Scholarship

Understanding human driving decisions is crucial for intelligent transportation research. Most existing studies focus on individual vehicles in limited contexts, which restricts broader applicability of results. Leveraging Vehicle-to-Everything (V2X) infrastructure, this study introduces a machine learning framework to model driving actions and detect outliers across diverse environments. This approach features a semantically enabled clustering method that groups similar driving behaviors based on speed and actions. It also adds a time-series learning model to identify typical driving behaviors across various contexts, thereby enabling detection of abnormal driving actions. A suite of visual tools has been developed to help interpret driving patterns, …


Medicaid Expansion And Breast Cancer Care And Outcomes-What Lies Ahead?, Meghan H. Maceyko, Oluwadamilola M. Fayanju Jan 2026

Medicaid Expansion And Breast Cancer Care And Outcomes-What Lies Ahead?, Meghan H. Maceyko, Oluwadamilola M. Fayanju

Department of Surgery Faculty Papers

No abstract provided.


Reported Safety Practices Of Publicly Advertised Psychedelic Retreats, Amy L Mcguire, Logan Neitzke-Spruill, Jill O Robinson, Caroline S Beit, Nikita Singh, David S Mathai, Lynnette A Averill Jan 2026

Reported Safety Practices Of Publicly Advertised Psychedelic Retreats, Amy L Mcguire, Logan Neitzke-Spruill, Jill O Robinson, Caroline S Beit, Nikita Singh, David S Mathai, Lynnette A Averill

Center for Medical Ethics and Health Policy Staff Publications

Importance: The availability of psychedelic retreats has grown to meet the demand for access to these substances. Despite centuries of use among Indigenous communities, psychedelics can pose serious risks for some users.

Objective: To determine safety precautions that retreat organizations that offer psychedelic substances currently use.

Design, setting, and participants: This qualitative study included structured interviews conducted by phone or email with representatives from 49 organizations publicly advertising psychedelic retreat offerings from July to October 2023. Organizations were eligible if they marketed their services in English, offered at least 1 psychedelic substance, and made contact information available online. Organizations were …


Restoring The Organization For The Security And Cooperation In Europe’S Role In Human Rights And Security After Russian Invasion, Roman Nekoliak Jan 2026

Restoring The Organization For The Security And Cooperation In Europe’S Role In Human Rights And Security After Russian Invasion, Roman Nekoliak

Human Rights Brief

This Article diagnoses a systemic erosion of rights-based multilateralism driven by geopolitical realignment, reduced leadership by traditional human rights defenders, the rise of authoritarian coalitions, and the growth of transactional and securitized diplomacy. This Article argues that revitalizing the Organization for the Security and Co-operation in Europe (OSCE) around a rights-centered, cross-dimensional concept of security is essential to restoring both regional stability and the credibility of international human rights commitments. It places the war in Ukraine within broader patterns of democratic backsliding, institutional paralysis, and the rise of authoritarian governance, demonstrating how domestic repression and interstate aggression mutually reinforce one …


Environmental Degradation And Food Systems In Ghana: Gold Mining And Synthetic Pesticides, Da'mirah Vinson Jan 2026

Environmental Degradation And Food Systems In Ghana: Gold Mining And Synthetic Pesticides, Da'mirah Vinson

Honors Theses

This research examines the relationship between environmental degradation and food systems in Ghana. Although sociological research has explored how extractive practices like gold mining dispossesses farmers of land (Gilbert and Albert 2016; Agariga 2021; Kwang and Blagogie 2025), the consequences for food sovereignty and security remain understudied. Research that considers food and land from a sociocultural perspective is even more limited. My research addresses these gaps by asking: How do environmental degradation practices—specifically gold mining and chemical use—affect food production, distribution, and security in Ghana? And how does the decline of arable land reshape cultural food identity? To explore these …


Driving Employee Engagement Across Sectors: Current Evidence And An Agenda For Future Research, Taha Hameduddin, Kerstin Alfes, Adrian Ritz Jan 2026

Driving Employee Engagement Across Sectors: Current Evidence And An Agenda For Future Research, Taha Hameduddin, Kerstin Alfes, Adrian Ritz

Public Policy and Administration Faculty Publications

Employee engagement has emerged as a critical employee attitude linked to employee motivation and organisational performance and has successfully embedded itself in governments around the world. Apart from a few exceptions, however, much of what we know about engagement does not attend to the institutional context of public institutions and whether private-sector theories and approaches to driving employee engagement work well in public sector organisations. To address this gap, we systematically review the evidence on antecedents of employee engagement, and determine whether and how sectoral differences may matter. We then discuss the findings and contextualise the debate surrounding the employee …


The Impact Of Social Media On The Occurrence And Prevalence Of Stress And Anxiety On College Students, Pushpita Paul Jan 2026

The Impact Of Social Media On The Occurrence And Prevalence Of Stress And Anxiety On College Students, Pushpita Paul

Theses and Dissertations

The purpose of this study was to examine the ways that social media affects stress and anxiety levels within college students. A self-administered, anonymous survey was used to assess college students’ perceptions of social media’s impact on mental health. The 14- item survey included questions on social media use, stress, anxiety, social interaction, and demographics. Data were collected both online and in person at St. John’s University. Online surveys were shared through student groups using Google Forms. In-person surveys were conducted at campus locations such as the cafeteria, student lounge, library, and events. Each survey took about 5–10 minutes to …


Domestic Worker Abuse Among Diplomatic Force: The Need To Enhance Communication For Domestic Worker Safety, Martyne A. Volcy Jan 2026

Domestic Worker Abuse Among Diplomatic Force: The Need To Enhance Communication For Domestic Worker Safety, Martyne A. Volcy

Theses and Dissertations

This study investigates patterns of domestic worker abuse in the working relationship between a foreign migrant domestic worker and their diplomat employer. This study focuses on the role of communication as a protection for domestic worker safety. The aim of this research is to explore the unique employer-employee relationship between a domestic worker and diplomat, and whether there are safeguards in place that allow for the domestic worker to perform their duties, without circumstances of domestic worker abuse. This study examines the relationships between communication, knowledge, and power within the system of Diplomacy through the lens of domestic employees alleging …


Comparing The Evolution Of The Advanced Practice Nurse Role: Insights From Switzerland And Kenya, Carole Mackavey, Sara Kohler, Eunice Ndirangu, Rachel Kimani, Constance Shumba, Bernard Mutwiri, Colette Henderson, Anna Jones Jan 2026

Comparing The Evolution Of The Advanced Practice Nurse Role: Insights From Switzerland And Kenya, Carole Mackavey, Sara Kohler, Eunice Ndirangu, Rachel Kimani, Constance Shumba, Bernard Mutwiri, Colette Henderson, Anna Jones

School of Nursing & Midwifery, East Africa

The article explores the evolution of Advanced Practice Nurse (APN) roles in Switzerland and Kenya, highlighting their development, challenges, and influence on healthcare delivery. Despite notable differences in income levels and healthcare infrastructure, both countries are committed to strengthening primary care through the deployment of APNs. Switzerland uses APNs to address provider shortages and improve chronic disease management, whereas Kenya uses them to increase access in underserved areas. A comparative analysis explores how regulatory frameworks, educational models, scope of practice, and health system priorities influence the adoption of advanced practice nursing (APN). Switzerland’s established healthcare system supports the integration of …


Digital Redlining In The Smart City: Artificial Intelligence, Housing Law, And Structural Urban Inequality, Spurthi Nrusimhadevara Jan 2026

Digital Redlining In The Smart City: Artificial Intelligence, Housing Law, And Structural Urban Inequality, Spurthi Nrusimhadevara

Undergraduate Scholarship and Creative Works

Artificial intelligence is increasingly used in urban housing systems, where it shapes decisions about tenant screening, rent pricing, lending, zoning, and neighborhood investment. Although these tools are often promoted as efficient and impartial, they frequently rely on historical data that reflect racial, economic, and spatial inequality. As a result, AI systems can reproduce discriminatory outcomes even when protected characteristics are not directly used. This paper examines digital redlining in the smart city and argues that algorithmic housing tools mirror long standing structural inequities that raise significant concerns under fair housing and civil rights law. It evaluates how automated screening, predictive …


The Ones Who Watched: Technology, Proxy Warfare, And The Testing Ground Hypothesis, Sean J. Oliver Jan 2026

The Ones Who Watched: Technology, Proxy Warfare, And The Testing Ground Hypothesis, Sean J. Oliver

Graduate Theses/Dissertations

Great powers need laboratories for war. This thesis argues that great powers find these laboratories in proxy forces. Proxy warfare is not just a tool for strategic influence. It is a machine for experimentation. This study posits a central testing-ground hypothesis. It contends that great powers deliberately use surrogates to vet emerging technologies, doctrines, and mobilization schemes under the pressure of real combat. The analytical methodology is historical. It traces patterns from the ancient world's proxy forces and the innovations of the Crusades to the Cold War and the digital age. The thesis examines enduring patterns, including the tension between …


Children Past Curfew: Surveillance, Resistance, And Childhood In Philippine Martial Law Children's Literature, Krisna Marie T. Balolong Jan 2026

Children Past Curfew: Surveillance, Resistance, And Childhood In Philippine Martial Law Children's Literature, Krisna Marie T. Balolong

Children's Literature (MA) Theses

This paper examines how two Philippine children's books depict state surveillance and its effects on a child's perspective of family, authority figures, and childhood. Through analysis of Augie Rivera's Isang Harding Papel and Sandra Nicole Roldan's At the School Gate, this project makes a connection between children's literature and surveillance studies, offering new framework to engage with children’s literature depicting authoritarian regimes and state violence, especially in cases where children were targets of their governments. Each book is examined by their representations of state surveillance during the Martial Law era of the Philippines, as well as each characters’ individual …


Between ‘Technology Futures’: How Standards Are Transforming Digital Trade, Craig Atkinson Jan 2026

Between ‘Technology Futures’: How Standards Are Transforming Digital Trade, Craig Atkinson

Centre for Digital Law

Digital trade relies on technical standards. As information technologies advance, international digital standards make the technologies used in trade – or ‘tradetech’ – more interoperable, scalable, and secure.

A wide range of tradetech use cases depend on digital standards, including those for document formats, electronic signatures, digital identity, and cybersecurity. They also encompass system specifications for cross-border payments, electronic transferable records (ETRs), transportation/logistics, trade facilitation, and financial compliance.

Most digital standards are voluntary and are produced by international Standards Development Organisations (SDOs) alongside a growing number of industry-led consortia.


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 Jan 2026

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 …


Understanding Child Welfare, Richard P. Barth, Jill Duerr Berrick, Melissa Jonson-Reid, Antonio R. Garcia, Johanna Greeson, John Gyourko, Brett Drake Jan 2026

Understanding Child Welfare, Richard P. Barth, Jill Duerr Berrick, Melissa Jonson-Reid, Antonio R. Garcia, Johanna Greeson, John Gyourko, Brett Drake

Faculty Scholarship

This volume provides a foundational overview of the means by which the United States (and, to a more limited extent in coverage, other peer nations) endeavor to protect children from child maltreatment and related harms. Readers will be exposed to the best evidence available on the ways that child welfare and ancillary services operate and the results they achieve. This entails a comprehensive review of recent scholarship on scores of child welfare topics.


Examining Inclusive Computing Education For Blind Students In India, Akshay Kolgar Nayak, Yash Prakash, Md Javedul Ferdous, Sampath Jayarathna, Hae-Na Lee, Vikas Ashok Jan 2026

Examining Inclusive Computing Education For Blind Students In India, Akshay Kolgar Nayak, Yash Prakash, Md Javedul Ferdous, Sampath Jayarathna, Hae-Na Lee, Vikas Ashok

Computer Science Faculty Publications

The growing demand for computer professionals, driven by the expanding Information Technology industry, has led to numerous inclusive computing education efforts. These efforts have even included blind or visually-impaired (BVI) students, who are being increasingly encouraged to pursue education and a career in computing, despite the visually-oriented nature of the discipline. Extant literature has predominantly focused on identifying and addressing the accessibility barriers faced by BVI students to promote more inclusive learning environments. While few studies have also investigated the accessibility of computing education from the perspectives of BVI learners and instructors, these have been primarily situated in the Global …


The Global Onboard Training Programme (Gobt) : A Comprehensive Review, World Maritime University Jan 2026

The Global Onboard Training Programme (Gobt) : A Comprehensive Review, World Maritime University

Reports

A stable supply of qualified seafarers is a critical component of the global maritime logistics industry, which relies heavily on maritime transportation. According to the 2021 BIMCO Manpower Report, an additional 89,510 officers will be needed by 2026. In 2021 alone, there was already a deficit of 26,240 STCW-certified officers, clearly indicating that demand continues to outpace supply. The report also noted a 45.8% increase in the number of female seafarers since 2015, although they still represent only a small share of the overall workforce. Maritime Education and Training (MET) institutions around the world continue to provide training to develop …


Examining The Effectiveness Of Housing First Models On Transitional-Aged Youth Experiencing Homelessness: A Systematized Review, Cadyn Golisano Jan 2026

Examining The Effectiveness Of Housing First Models On Transitional-Aged Youth Experiencing Homelessness: A Systematized Review, Cadyn Golisano

Honors Theses and Capstones

Abstract

Purpose: The purpose of this review is to examine the outcomes of Housing First (HF) programs or models for transitional-age youth (TAY) experiencing homelessness. Specifically, this review aims to synthesize existing evidence on how Housing First influences housing stability and over-all wellbeing for young adults ages 18-25. By evaluating the effectiveness of these programs within this specific population, the review seeks to identify key benefits, limitations, and gaps in the current literature to inform future practice, policy, and research. The following research question was utilized to guide this paper: How do Housing First principals and interventions impact housing stability …


Revisionist Political Coalitions, Queering, And The Transmission Of Violence, Tom Y. Inouye Jan 2026

Revisionist Political Coalitions, Queering, And The Transmission Of Violence, Tom Y. Inouye

CMC Senior Theses

This thesis examines the ways in which violent non-state actors (VNSAs), specifically revisionist political coalitions (RPCs), emerge from a state-centric international system that denies them access to formal avenues of political advocacy, legitimacy, and recognition. Challenging dominant portraits in international security that cast non-state-perpetrated violence as irrational or deviant, I argue that RPCs turn to brutality as a strategic response to exclusion produced by the Westphalian paradigm. Queer theory, particularly the concepts of legibility and strategic disidentification, is central to the reconceptualization of RPCs as “queered” political objects whose existence falls outside the normative boundaries of sovereignty and legitimacy.

To …


Taking Off The “Blindfold”: Exploring Montana’S Public Trust Doctrine And The Right To A Clean And Healthful Environment After Held V. Montana, Lizzy Gazeley Jan 2026

Taking Off The “Blindfold”: Exploring Montana’S Public Trust Doctrine And The Right To A Clean And Healthful Environment After Held V. Montana, Lizzy Gazeley

Lewis & Clark Law Review

As global average temperatures continue to rise, the threat of climate change looms closer. To evade climate catastrophe, greenhouse gas emissions will need to be substantially reduced. Despite climate change’s imminent risks, in the United States, both the federal government and states remain resistant to transitioning away from fossil fuel energy sources. To combat this government inaction, some litigants have turned to an ancient doctrine. The public trust doctrine provides that sovereigns must protect natural resources from substantial impairment to ensure the public’s right to use those resources.

In Held v. Montana, youth plaintiffs alleged that the State of Montana …


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 Jan 2026

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 …