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Generative Ai In Transportation Analytics: Foundations, Deep Generative Models, And Practical Use Cases, Samrad Babaee, Mohsen Naghdi, Ali Mansouri, Abdolmajid Erfani

Michigan Tech Publications

Generative artificial intelligence (Gen-AI) is rapidly reshaping transportation analytics by enabling data synthesis, uncertainty modeling, and decision-oriented reasoning under sparse and complex conditions. This study presents a systematic, use-case-driven review of 142 empirical transportation studies published between 2018 and August 2025, synthesizing how Gen-AI has been adapted, evaluated, and integrated into real transportation workflows. This study distinguishes two dominant model families, deep generative models and foundation models, and show that they serve fundamentally different yet increasingly complementary roles: the former addressing data scarcity and distributional learning, and the latter enabling reasoning, coordination, and decision support. Through bibliometric analysis, topic modeling, …

From Homogeneous To Heterogeneous Adaptive Bounded-Confidence Opinion Dynamics On Networks, Sally Hafez, Fatma R. Farag, Amira S. N. Tawadros

Northeast Journal of Complex Systems (NEJCS)

Adaptive bounded-confidence models (ABCMs) elucidate the coevolution of agent states and network structure via local interactions and rewiring mechanisms. Traditional formulations assume uniform interaction parameters, leading to distinct regime shifts encompassing fragmentation, polarization, and consensus. A symmetric heterogeneous extension of the adaptive bounded-confidence model is introduced, in which interaction parameters vary according to whether agents belong to the same or different groups. The model retains the original update and rewiring protocols but integrates within-group and between-group confidence bounds alongside tolerance thresholds. Initially, the classic homogeneous model is replicated to establish a reference point. Subsequently, the heterogeneous extension is assessed under …

Integrating Oncology Into Entry-Level Physical Therapist Curricula, Shana Harrington, Christopher M. Wilson, Morgan Zaranec, Lori Boright

Oncology Rehabilitation in Practice

Print issue available for $25.

Background: Cancer and its treatments commonly result in adverse effects that impair function, well-being, and quality of life, necessitating access to skilled physical therapists (PTs). Although oncology is an essential component of physical therapist practice, entry-level education in cancer rehabilitation has historically been limited. In 2025, the Essential Competencies for Physical Therapy Entry-Level Education in Oncology were developed through a mixed-methods, modified Delphi process, establishing 19 competencies across six domains and defining minimum expectations for new graduates. To support translation of these competencies into academic curricula, a practical implementation resource was needed.

Purpose: To …

Wavelet-Based Multiscale Analysis Of Cave Co₂ Concentration In Response To Short-Term High-Intensity Tourism Activities: Spatiotemporal Heterogeneity And Lag Characteristics, Mingda Cao, Wenwen Song, Yan Zhang, Jie Zhang, Zhiqiang Yao

International Journal of Speleology

High-intensity tourism activities can cause a significant increase in cave air CO₂ concentration, thereby affecting the cave micro-environment and secondary carbonate deposition. During the 2023 National Day Golden Week, high-frequency continuous monitoring of cave air CO₂ partial pressure (PCO_2(A)) and visitor numbers was conducted in Dawang Cave, Anhui Province. Wavelet transform and cross-correlation analyses were used to reveal the multi-scale response characteristics of CO₂ concentration to tourism activities. The results show that: (1) PCO_2(A) exhibited clear diurnal variations (higher during the day, lower at night) and decreased spatially with enhanced ventilation, controlled jointly by …

Decentring Philosophical Education In African Tertiary Education: Integrating Global Perspectives In The Classroom, Isaac Mutelo

Comparative Philosophy

The philosophical discourse has been dominated by Western perspectives, an approach that continues to influence curriculum design and delivery in higher education. The historical dominance of the Western philosophical canon in university curricula has contributed to the marginalisation of other equally significant philosophical traditions from Africa, Latin America, Asia, and Indigenous cultures. This approach has contributed significantly to the narrow and limited scope and relevance of philosophy as an academic field globally. Rather than advocating for the dominance and superiority of the Western-centred curriculum, this paper acknowledges the centrality of integrating global philosophical perspectives in the philosophy curriculum and discourse …

Intercultural Questioning: Teaching Report On A Question-Oriented Pedagogy In Teaching Chinese Philosophy, Sai Hang Kwok

Comparative Philosophy

Language and cultural barriers pose major obstacles to teaching Chinese philosophy to Western philosophy students. Without a cultural and linguistic background, students often struggle to read the original Chinese philosophical texts. Translation also involves issues of interpretation that are difficult to be settled in undergraduate-level courses. To address this situation, this paper introduces a question-oriented pedagogy called “intercultural questioning”. Instead of aiming at a comprehensive understanding of the entire Chinese philosophical tradition, the question-oriented pedagogy reveals the implicit assumptions in one’s conceptual frameworks and unexamined questions in Western philosophy through the East-West dialogue. Students can obtain philosophical insights from Chinese …

Why Minds Need Bodies: Organismic Unity And Limits Of Artificial Consciousness, Renée Snow

Comparative Philosophy

This paper argues that functional organization alone is not sufficient for phenomenal consciousness or the existence of a unified subject of experience. While many contemporary accounts of artificial consciousness assume that replicating the causal or computational structure of the brain would be sufficient for subjective experience, this paper identifies a deeper constraint: consciousness depends on organismic unity. The argument proceeds through a triangulation of conceptual, empirical, and metaphysical considerations. First, Zuboff’s thought experiment shows that functional organization can be preserved while the unity of the subject dissolves, suggesting that causal pattern replication alone cannot secure subjectivity. Second, findings from neuroscience …

Fang Zhu’S Shen-Mie-Lun And Contemporary Physicism: A Cross-Cultural Dialogue, Soo Lam Wong

Comparative Philosophy

Fan Zhen’s 范缜 “Shen-Mie-Lun 神灭论” can be read as a debate between a physicalist and a dualist in the philosophy of mind. Many of Fan’s arguments found in the “Shen-Mie-Lun” correspond to contemporary physicalism in Western analytic philosophy. My aim in this essay is to bring Fan's “Shen-Mie-Lun” into conversation with contemporary physicalism in the following way: (1) offer an outline of Fan’s physicalism as presented in the “Shen-Mie-Lun” (2) map his view onto the key positions and concepts of contemporary physicalism, (3) show how his view is (a) incompatible with eliminative …

Can Skepticism Be Politically Progressive? An Approach From Zhuang Zi, Tammo Lossau

Comparative Philosophy

Ancient skeptics, both in the West and East, suggest their philosophy as a form of life. One reservation about living as a skeptic is that it turns us into political conformists—this is also Jonathan Ichikawa’s (2024) objection to philosophical skepticism. Skeptics take their own perspective on the world to be limited, and in this sense they will be hesitant to fully embrace a conservative ideology. But the Pyrrhonian skeptic Sextus Empiricus recommends that in their actions, skeptics will follow existing laws and common moral beliefs. In this paper, I want to develop a different conception of skepticism based on the …

The Limits Of Universal Logic: A Cross-Cultural Archaeology Of Logical Critique, Murat Kelikli

Comparative Philosophy

This study examines critiques of logic articulated across diverse historical and cultural traditions within a comparative framework. The critiques developed in Islamic, Buddhist, Chinese, Indian, Zen, and modern Western philosophy do not, in the main, reject logic or reasoning as such; rather, they target the conceptualization of logic as a universal, context-independent, and singular normative standard. The analysis shows that objections raised at ontological, epistemic, linguistic, methodological, and political levels converge on a set of shared concerns rooted in the structural features of logic itself, most notably categorical determinacy, universalist assumptions, and claims of context-independence. At the same time, these …

A Constructive Engagement With Confucian Gender Ethics: Reinterpreting The Three Obediences And Four Virtues In Contemporary Vietnam, Vo Van Dung

Comparative Philosophy

This paper examines the influence of the doctrines of the Three Obediences and Four Virtues on the moral thought of Vietnamese women in contemporary society. The study addresses the central question of whether and how these doctrines remain relevant within current social and cultural contexts. It traces the historical introduction and transformation of these doctrines in Vietnam. It analyses their dual impact on women’s moral values, highlighting both their enduring ethical contributions and their role in sustaining gendered constraints. The findings suggest that while certain elements of the Four Virtues have been reinterpreted and selectively integrated into modern ethical frameworks, …

Editor's Words

Comparative Philosophy

No abstract provided.

Vol 17 No 2 Contents Page

Comparative Philosophy

No abstract provided.

Vol 17 No 2 Informaton Page

Comparative Philosophy

No abstract provided.

A Poetic Call For And A Reflection And Commentary On Clarity, Understanding, Hope, Courage, And Compassion, Carroy U. Ferguson

Psychology Faculty Publication Series

Finding a published poem I had written as a teenager, titled “The Heavens Weep.” this article uses that poem as the basis for a commentary that reflects on the state of the world today (2026),  As a commentary, the article uses the poetic and metaphoric words in the poem as a relevant "reality check" for what is still going on today.  In essence, the commentary is about a call for Clarity, Understanding, Hope, Courage, and Compassion, or what I call Archetypal Energies, Higher Vibrational Energies that operate deep within our individual and collective psyches to creatively urge us to "see" …

Leventhal, Alan, San Jose State University

Emeritus and Retired Faculty Biographies

San Jose State University, Anthropology, MA 1993

(MA Thesis Title: A Reinterpretation of Some San Francisco Bay Mound Sites: A View from the Mortuary Complex from Prehistoric Site CA-ALA-329, The Ryan Mound): https://scholarworks.sjsu.edu/etd_theses/694/

City College of New York, Major: Anthropology; Minor: Education and Geology, BA 1973

Archaeological Field Schools

University of Nevada: Nevada State Museum Archaeological Field School, Dr. Robert Elston, Director, June - August 1972

City College of New York Archaeological Field School, Dr. Robert Schuyler, Director, June - August 1971

See CV for Awards/Scholarships, 1972-2013.

The Aste-Bgc Data-Assimilative Regional Ocean Biogeochemical Model, L. A. Moseley, G. A. Mckinley, D. Carroll, D. Menemenlis, R. Dussin, A. T. Nguyen

Faculty Research, Scholarly, and Creative Activity

We present a data-assimilative regional ocean biogeochemical model, ASTE-BGC, which simulates the physical and biogeochemical state of the North Atlantic Ocean from 2002 to 2017. Model physics are provided by a physical state estimate (ASTE), which assimilates O(10⁹) in situ and satellite-based observations over the model domain and time period. Model biogeochemistry is simulated by a medium-complexity biogeochemical module (BLING), which simulates nine prognostic biogeochemical tracers and three ecological classes. Through a three-step optimization process which combines informal adjustments and formal mathematical optimization, we minimize model-data misfit between a “spun-up” simulated biogeochemical state and O(10⁵) BGC-Argo …

Applications And Insights Of The Use Of Ethnographic Research In A Local Context Of Nepal, Dipak Raj Rai, Sunita Dangol, Megh Raj Dangal

The Qualitative Report

This paper expounds on ethnographic research in comprehending the cultural, economic, and social nuances in the Nepali local community. The paper also emphasizes the significance of ethnographic research in providing profound insights into the daily lives, traditions, and interactions of cultural groups. This writing aims to describe the historical concept of ethnography, its philosophical standpoint, types of ethnography, fields of ethnographic research and commonly used methods for collecting ethnographic data. The main idea of the paper is to present the methods employed such as participant observation, ethnographic interviews, self-reporting, and artifacts that enable the researcher to obtain the true lived …

Reflections On Focus Group Participant Recruitment In An Indian Youth Mental Health Study, Debanjali Saha, Ketoki Mazumdar

The Qualitative Report

In this article, I (DS) critically reflected on my journey as an Indian graduate student while navigating dissonant expectations versus reality from the planning to data collection phase of my doctoral research, especially the challenges involved in the participant recruitment process for focus group discussions. The goal of my study was to understand the narratives of various stakeholders of the Indian higher education community on students’ mental health on Indian college campuses using Participatory Action Research strategy with the help of focus group discussions. Recruiting participants was a crucial first step in this endeavor. Six FGDs were conducted with a …

“Caring Makes Students Learn English More Easily And Enthusiastically”: Exploring The Emotional And Academic Outcomes Of Experiencing Teacher Care In Medical Sciences University Efl Classes In Iran, Kiyana Zhaleh, Shima Azizbeigi

The Qualitative Report

Previous research on teacher care in university second/foreign language (L2) classes have primarily concentrated on non-medical sciences students, resulting in a lack of insights into its effects in medical sciences education. This is surprising considering the field-specific challenges of medical sciences education, potentially influencing teacher caring behaviors in this context. Addressing this gap, this qualitative study employed the emotional response theory (ERT) and positive psychology to explore how Iranian medical sciences undergraduates perceive teacher care in university EFL classes, how they emotionally respond to it, and how their experiences of care impacted their academic outcomes. In this descriptive qualitative research …

Reimagining Photovoice: Leveraging Ai For Inclusive And Equitable Engagement In Refugee Research, Areej Al-Hamad, Kateryna Metersky, Yasin M. Yasin, Victoria Hayrabedian, Rezwana Rahman

The Qualitative Report

This methodology paper reimagines photovoice, a visual research method, by integrating artificial intelligence (AI), thereby expanding methodological options for both researchers and participants to foster more inclusive and equitable engagement in refugee research. Using AI-generated images, metaphors, and photocollage, displaced Ukrainian women in Canada co-created symbolic visuals to express complex emotions and experiences that may be difficult to capture through traditional photography. This approach addresses limitations of conventional photovoice by reducing technological and linguistic barriers, enhancing emotional expression, and supporting diverse representations of displacement and resettlement. Rather than replacing existing methods, this AI-assisted approach expands the methodological options available to …

A Review On Bridge Scour Analysis In Cohesive Soils And Scour-Susceptible Rocks, Darud E. Sheefa, Zhen Liu, Stanley Vitton, Brian Barkdoll

Michigan Tech Publications

Bridge scour analysis, especially scour depth calculation practices implemented mostly by hydraulics and geotechnical engineers, was traditionally built upon flume tests with cohesionless materials, e.g., sands. As a result, the analysis of bridge scour in cohesive materials, i.e., cohesive soils and scour-susceptible rocks, was less understood and thus has been gaining increasing attention. This paper presents a state-of-the-practice survey on the analysis of bridge scour in cohesive materials represented by cohesive soils and scour-susceptible rocks. This includes a literature review covering the concepts and understanding of scour susceptibility, material sampling, erodibility tests, bridge scour calculation methods for cohesive soils and …

Embedding Belonging: Community-Based Good Practices Supporting The Integration Of Migrant Children And Young People In Ireland, Shirley Martin Dr, Jacqui O'Riordan Dr, Naomi Masheti Dr

Irish Journal of Applied Social Studies

Ireland has experienced significant demographic change over recent decades, creating new opportunities and challenges for the socio-educational integration of migrant and refugee children. While research has identified a range of factors associated with successful integration outcomes, less attention has been paid to the processes through which integration and belonging are fostered within community and educational settings. Drawing on data from the Horizon 2020 IMMERSE (Integration Mapping of Refugee and Migrant Children in Educational and Other Experiential Environments in Europe) project, this paper examines nine Irish initiatives identified as examples of good practice in supporting migrant and refugee children and their …

Using Creativity Tools To Improve Perception Of Mental Health Resource Access On A College Campus, Laura Reindl

Creativity and Change Leadership Graduate Student Master's Projects

This paper outlines the planning and implementation processes for executing a Creative Problem Solving (CPS) session at Binghamton University, with the goal of developing new ways to communicate accurate information about mental health resources available to students on campus and refuting common misconceptions. Led by communications and marketing staff in the Division of Student Affairs, the process included staff from Health and Counseling Services, staff involved in delivering health promotion and prevention services, and students with an interest in health and wellness. The project focused on the ideation and development stages of CPS and offered ideas for future implementation.

Bureau Of Private Postsecondary Education, Josephine Wang, Katie Gonzalez, Marcus Friedman

California Regulatory Law Reporter

No abstract provided.

Department Of Insurance, Lisbeth Abigail Rosales, Charlotte Fuchs, Marcus Friedman

California Regulatory Law Reporter

No abstract provided.

Utilization Of An On-Site Primary Care Clinic – An Evaluation, Joulvous Jarvis Drake

Doctor of Nursing Practice Projects

Background: Employers incorporate on-site primary care clinics into their workplace health strategies to improve employees’ access to timely care and chronic disease management and reduce absenteeism and healthcare-related costs. Yet despite the demonstrated organizational and health benefits, many worksite clinics experience lower-than-expected utilization. Purpose: This evaluation project aimed to identify the behavioral and structural factors that influenced employee utilization of a corporate on-site primary care clinic. Method: A quantitative, cross-sectional design was used to evaluate the factors contributing to employees’ low utilization of the on-site primary care clinic. Approximately 1,000 eligible full-time employees at a large corporate campus in Texas …

The Use Of Foamed Glass Aggregate (Fga) As A Lightweight Fill Above Culverts, Amr Morsy

Mineta Transportation Institute

Transportation infrastructure—including buried utilities, drainage systems, and culverts—is frequently subjected to significant external stresses arising from existing conditions and new construction, especially in urban environments where deformation and failures can lead to significant operational and safety consequences. Lightweight fills offer a viable strategy to mitigate these stresses by reducing imposed loads. This study investigates the use of lightweight fills, specifically Foamed Glass Aggregate (FGA), as a sustainable solution to support California Senate Bill 1 (SB1) efforts to repair and maintain culverts, as well as for new construction applications. A numerical investigation was conducted to evaluate the performance of culverts backfilled …

Mind The Gap: Freight And Rail System Resilience Between Planning And Practice A Synthesis Of Freight Plan Best Practices And Survey Results From U.S. Transportation Professionals, Serena Alexander, Carmella Uwineza

Mineta Transportation Institute

Freight and rail networks across the United States face mounting risks from weather-related hazards and other systemic disruptions that threaten operational continuity, economic stability, and community well-being. While state freight plans are federally mandated, local and metropolitan freight planning varies widely, leaving gaps in how resilience is addressed across scales. This study examines how resilience is being integrated into freight and rail planning through a two-part approach: (1) a content analysis of 43 recent state and metropolitan freight plans, and (2) a nationwide survey of 56 transportation professionals engaged in freight and rail planning. Findings show broad consensus on the …

Automated Battery Management Systems For Electric Vehicles, Woonki Na, Yuanyuan Xie

Mineta Transportation Institute

Electric vehicle (EV) safety, efficiency, and lifetime are strongly influenced by how well battery cells are managed, and as EV adoption accelerates, improving battery performance has become critical to vehicle reliability, cost, and public trust. This report conducts a field study on the core technologies and challenges in Battery Management Systems (BMS), focusing on the classification of BMS circuit topologies (design/structures) and systematically reviewing different topologies of active cell balancing circuits (systems that move energy from stronger battery cells to weaker ones). The study provides a detailed analysis of the working principles, advantages, and disadvantages of various active balancing circuit …