Digital Commons Network^™

Visual-Enhanced Multimodal Framework For Flexible Job Shop Scheduling Problem, Peng Zhao, Zhiguang Cao, Di Wang, Wen Song, Wei Pang, You Zhou, Yuan Jiang

Research Collection School Of Computing and Information Systems

Multimodal models leverage complementary information across modalities to enrich feature representations. While visual information shows potential in representing structure for some combinatorial optimization problems (COPs), its application to complex scheduling like the Flexible Job Shop Scheduling Problem (FJSP) remains underexplored. Current learning-based FJSP solvers predominantly rely on handcrafted state features. This dependence can lead to inconsistencies and may not fully capture the problem's intricate dynamics. Crucially, these methods overlook visual modalities. Visual representations offer a distinct advantage by inherently capturing the global topological structure and complex resource interactions within the FJSP state. Unlike localized handcrafted features, this holistic, structural view …

Emoshortcuts: Emotionally Expressive Body Augmentation For Social Mixed Reality Avatars, Hyuna Seo, Youngki Lee, Rajesh Krishna Balan, Thivya Kandappu

Research Collection School Of Computing and Information Systems

We present EmoShortcuts1, a novel social Mixed Reality (MR) framework that enhances emotional expression by dynamically augmenting avatar body gestures to reflect users’ emotional states. While social MR enables immersive remote interactions through avatars, conveying emotions remains challenging due to limitations in head-mounted display (HMD) tracking (e.g., missing lower-body movements, such as stomping or defensive postures), and users’ tendency to deprioritize nonverbal expressions during multitasking. EmoShortcuts addresses these challenges by introducing an augmentation framework that generates expressive body gestures even when users’ physical movements are restricted. We conducted a formative study with 12 participants to identify key challenges in emotional …

Language-Driven 3d Human Pose Estimation In Multi-Person Scenarios: A New Dataset And Approach, Tingrui Shen, Bangzhen Liu, Zhirun Fan, Shiting Zhang, Weifeng Pan, Sun Fan, Dan Cao, Shengfeng He

Research Collection School Of Computing and Information Systems

In an NBA game scenario, consider the challenge of locating and analyzing the 3D poses of players performing a user-specified action, such as attempting a shot. Traditional 3D human pose estimation (3DHPE) methods often fall short in such complex, multi-person scenes due to their lack of semantic integration and reliance on isolated pose data. To address these limitations, we introduce Language-Driven 3D Human Pose Estimation (L3DHPE), a novel approach that extends 3DHPE to general multi-person contexts by incorporating detailed language descriptions. We present Panoptic-L3D, the first dataset designed for L3DHPE, featuring 3,838 linguistic annotations for 1,476 individuals across 588 videos, …

Advances In Iot, Ai, And Sensor‑Based Technologies For Disease Treatment, Health Promotion, Successful Ageing, And Ageing Well, Yuzhou Qian, Keng Siau

Research Collection School Of Computing and Information Systems

Recent advancements in the Internet of Things (IoT) and artificial intelligence (AI) are unlocking transformative opportunities across society. One of the most critical challenges addressed by these technologies is the ageing population, which presents mounting concerns for healthcare systems and quality of life worldwide. By supporting continuous monitoring, personal care, and data-driven decision-making, IoT and AI are shifting healthcare delivery from a reactive approach to a proactive one. This paper presents a comprehensive overview of IoT-based systems with a particular focus on the Internet of Healthcare Things (IoHT) and their integration with AI, referred to as the Artificial Intelligence of …

Morphology-Aware Hrv Estimation From Wrist Ppg In Sedentary Scenarios, Changshuo Hu, Hung Manh Pham, Dong Ma

Research Collection School Of Computing and Information Systems

Photoplethysmography (PPG) is widely used in wearable devices for non-invasive heart rate variability (HRV) monitoring. While most prior work focuses on mitigating motion artifacts, recent studies highlight that even subtle contact pressure variations can distort waveform morphology and lead to inaccurate HRV estimates. In this work, we propose a morphology-aware deep learning framework that conditions HRV estimation on beat-level waveform types. Our model jointly encodes the raw PPG waveform and a sequence of pressure-induced morphology labels using parallel encoders, integrates them via cross-attention, and predicts normal-to-normal (NN) intervals and beat count to support downstream HRV computation. Evaluated on the public …

Minimizing Travel Burden Of Gynecologic Cancer Surveillance Through A Unique Multidisciplinary Telehealth Program, Avni Shridhar, Suzanne Viator, Tara Castellano, Holly Provost, Navya Nair, Elizabeth Neupert, Amma Agyemang, Amelia Jernigan

School of Medicine Faculty Publications

OBJECTIVE: STEEL MAGNOLIAS (shared telehealth for multidisciplinary gynecologic cancer survivorship) is a novel gynecologic cancer surveillance care-delivery program in which rural patients see a close-by gynecologist in person with simultaneous virtual gynecologic oncology consultation. This study assesses feasibility of STEEL MAGNOLIAS by examining travel burden reduction, cancer outcomes, visit activities, guideline adherence, and patient satisfaction. METHODS: We retrospectively reviewed charts of patients with gynecologic cancer in remission under the STEEL MAGNOLIAS program in rural south Louisiana (March 2020-September 2023). Travel metrics, patient satisfaction, cancer outcomes, survival status, reasons for visit, and adherence to follow-up as per National Comprehensive Cancer Network …

Analyzing Sea Level Rise Scenarios Impact On The Mobility, Infrastructures, Environment Of Abu Dhabi And Defining Solutions By Creating A Digital Twin Using Gis And Game Engine, Justine Sylviane Lucie Sarrau

Dissertations

This dissertation investigates the potential impact of future sea level rise (SLR) scenarios on the city of Abu Dhabi. With climate change, many coastal towns are at risk of experiencing this type of natural hazard. Currently, no precise scenario simulations have been developed, mainly due to the use of low spatial resolution elevation data. Additionally, the difficulty in understanding the real impacts persists when analyses rely solely on traditional cartography and GIS methods. This dissertation aims to advance the field by offering a new approach, which involves creating a comprehensive dynamic 3D simulation with dynamic flowing water. This model, defined …

Eeg And Media Multitasking: Adhd As A Moderating Factor, Xiaoying Guo

Theses and Dissertations

Media use has become an integral part of everyday life. It has risen dramatically over the past century with the advent of television, computers, and digital platforms, and more recently, it has been characterized by individuals using multiple devices simultaneously (Bushman & Anderson, 2001; Nielsen Media Research, 1998; Rideout & Robb, 2019, 2021). Media multitasking (MMT) has been linked to cognitive control challenges and attentional difficulties. This study examined EEG workload (Fz theta/Pz alpha ratio), survey accuracy, and ADHD traits (ASRS v1.1) in 33 adult participants across baseline and single-versus dual-media conditions. Results indicated that mental workload was significantly higher …

Predictors Of Outpatient Follow-Up Attendance And Subsequent Psychiatric Readmission, Sandra J. Beltran

Theses and Dissertations

Psychiatric readmissions remain a persistent challenge in mental health care, often reflecting gaps in continuity of treatment following discharge. The Agency for Healthcare Research and Quality (2019) indicated that a key component in preventing inpatient readmission is adequate outpatient care following discharge. Moreover, early attendance in outpatient follow-up visits is associated with improved patient outcomes (Boston Medical Center, 2022). Various predictors are associated with engagement in outpatient services, such as age, medication compliance, and socioeconomic variables (Carson et al., 2014; Li et al., 2005; Marino et al., 2016; Stubbs et al., 2024).

The present study sought to determine whether psychiatric …

Parent Perspectives On Contemporary Adolescent Concerns, Allyson Worthy

Theses and Dissertations

Adolescence is a critical developmental period that marks the transition between childhood and adulthood. Psychopathology is known to emerge during this time, in which many internalizing and externalizing disorders have their onset. The assessment of adolescent psychopathology involves use of questionnaire measures to obtain perspectives from the adolescent themselves, their parents, and their teachers. Parents have been found to be especially important informants of adolescent functioning. With new challenges that arise for present-day adolescents (e.g., social media use), parents can provide insight into the different areas that need to be evaluated when assessing domains of contemporary adolescents’ development and psychopathology. …

Advancing University Student Health And Wellbeing Through Peer-Led Health Promotion: A Quality Improvement Project​ ​, Rojeda Merani, Elizabeth Page, Elizabeth Roth

DNP Projects

Background: Peer-led health promotion is widely recognized as an effective strategy for increasing engagement, trust, and health literacy among university students. However, few frameworks guide development and implementation of these programs.

Objective: To evaluate the feasibility, implementation process, and perceived effectiveness of a peer-led health promotion model supported by Doctor of Nursing Practice (DNP) mentorship at a mid-sized private university.

Participants: Thirteen undergraduate students from a diverse set of academic programs were recruited as Peer Health Ambassadors (PHAs) and paired with DNP student mentors.

Methods: Guided by the Implementation Research Logic Model, the project used a four-phase QI process: targeted …

¡Charlemos De Comida Y Cultura En España!, Lucia Osa-Melero

Open Education Materials

¡Charlemos de comida y cultura en España! is a culturally immersive Spanish language textbook designed for intermediate- high level learners who wish to explore the rich and diverse culinary traditions of Spain while enhancing their linguistic skills. Organized thematically by culinary concepts, this text blends language instruction with cultural insights to provide a meaningful and engaging learning experience while developing communicative skills and intercultural learning. Each chapter introduces students to regional specialties, food-related vocabulary, idiomatic expressions, and authentic readings and videos that reflect the traditions, values, and social common practices surrounding food in Spain.

Networks For Survival: North Korea’S Systematic Evasion Of International Sanctions, Kaeli Rasnake

Senior Honors Theses

This paper aims to address the evolution and methodologies of North Korea’s sanction evasion tactics. The nation’s ability to maintain its economy sustains its capacity to pose a threat to the United States and its allies. This paper has identified four major networks that North Korea utilizes to survive, which include sanctions evasion tactics, partnerships with China, Russia, and the Developing World. The study utilizes a qualitative research methodology to analyze and assess the behaviors and interactions at play. This paper concludes that foreign policy towards North Korea centered on sanctions is not enough, as North Korea has proven it …

The Science Of Sound: Studying The Cognitive, Emotional, And Physiological Effects Of Frequency, Genre, And Music, Jett Yarborough

Senior Honors Theses

Music influences emotion, physiology, and cognition, yet little is known about how the frequency it is tuned to affects these influences. Prior research has shown that music tuned to 432 Hz can reduce stress, lower blood pressure, and improve sleep. My colleagues and I conducted two studies to investigate this. Our research found that music tuned to 432 Hz promotes a significant increase in memory retention and induces a state of focus and relaxation. These results suggest that shifting from the standard tuning frequency of 440 Hz to 432 Hz could have a profoundly positive impact on our daily lives. …

From Altamont To Astroworld: An Analysis Of Management Issues In Large Scale Music Festivals, Jennifer Morriss

Honors College Theses

The most common problems in music festivals can largely be broken into two categories: risks to the individual and risks on a grand scale. It is the responsibility of event managers to consider how to best keep everyone safe and maintain proper organization. Risks to the individual are often things like substance use and abuse, harm reduction, and sexual assault or harassment. Meanwhile, broad risks tend to be issues of evacuation and emergency management, crowd safety, stampedes, and casualties or violence. It is crucial to reflect on prior common safety and security issues when setting out to produce a large …

Program Evaluation Of Tms Treatment For Patients With Comorbid Major Depressive Disorder And Ptsd, Alec Wilson

Doctor of Nursing Practice

Nearly six million in the U.S. experience symptoms associated with the diagnoses of comorbid Major Depressive Disorder (MDD) and Post Traumatic Stress Disorder (PTSD). Many with these diagnoses fail to respond to first line treatments that include medication and psychotherapy. Transcranial magnetic stimulation (TMS) therapy is a non-invasive treatment option for individuals who fail to respond to first line treatments.

Methods: This program evaluation completed a retrospective chart review of adult patients with comorbid MDD and PTSD, who received TMS treatments at a private practice clinic between the time frame of September 2024 and October of 2025.

Results: All …

An Evidence-Based Practice Review: Outpatient Opioid, Narcan, And Non-Opioid Treatments For Pain Management, Kayla Culp

Doctor of Nursing Practice

Background: There were nearly 645,000 deaths from 1991-2021 related to opioid overdose. Despite the U.S. representing only four percent of the global population, Americans consume 80% of the world’s opioids. Ten million Americans misuse opioid prescriptions, and this contributes to the thousands of annual deaths. Preventable mortality related to the opioid epidemic persists despite advancements in primary, secondary, and tertiary prevention efforts.

Purpose: The purpose of this evidence-based practice (EBP) project was to compare components of CDC’s (Center for Disease Control and Prevention) Clinical Practice Guideline for Prescribing Opioids for Pain to current prescribing practices amid an ongoing …

A Program Evaluation Of An Integrated Mental Health Model In A Rural Primary Care Clinic, Shelley Rickett

Doctor of Nursing Practice

Background: Mental health issues are not unique to Eastern Montana, in February 2021 there were 44,000 adults in Montana diagnosed with a serious mental illness (NAMI,2021). Access to mental health services in Eastern Montana is challenging due to the number of small rural towns that have a significant distance between them. There is an insufficient number of mental health providers and counselors to cover this large geographical area, significantly impacting access to mental health services. In an attempt to impact mental health access, primary care clinics are integrating these services into an integrated mental health model.

Purpose: The …

Misuse Of Financial Services For The Sexual Exploitation Of Children: A Socio-Legal Study In Indonesia, Ahmad Sofian

The Indonesian Journal of Socio-Legal Studies

This paper discusses children in the online space who are entrapped in interactions across various social media applications and digital platforms and became victims of sexual exploitation practices and how this sexual exploitation is facilitated by the availability of diverse financial service providers that allow for transactions between perpetrators and victims as well as distributors and producers. In view of ongoing efforts by the Indonesian government to formulate more relevant and effective regulations for child protection, this study is crucial for our understanding of the realities of sexual exploitation in the context of children’s use of social media and may …

The Power A Generation Holds: A Study On Students Generating Change In American Social Movements, Caroline E. Koziol

Dartmouth College Master’s Theses

Social activism ebbs and flows throughout American history. In the contemporary period, high visual coverage of activism has contributed to frustrations over the apparent decrease in change despite perceptions of increased participation. Young activists in the classroom ask questions to learn from their predecessors. This paper focuses on answering, “How can students create sustained change through social activism?” The present work recenters activism in the role of students and higher education institutions, noting their potential for creating change through a formula for future activists to engage with. The proposed formula targets methods and theories to bolster success towards the cause …

47th Biennial Convention Of Sigma Gamma Epsilon, Western Illinois University, April 11–13, 2025, Richard L. Ford, Lee S. Potter

The Compass: Earth Science Journal of Sigma Gamma Epsilon

The Society of Sigma Gamma Epsilon (SGE), the national honorary society for the Earth sciences, held its 47th biennial convention (April 11–13, 2025) at the Quad Cities campus, located in Moline, Illinois, of Western Illinois University (WIU). The convention was hosted by SGE’s Delta Psi Chapter and the Department of Earth, Atmospheric, and Geographic Information Sciences at WIU. Ten (10) of SGE’s approximately 57 active collegiate chapters sent delegates to the convention. The traditional convention field trip, an exploration of the Paleozoic stratigraphy and economic geology of the Quad Cities area of Illinois and Iowa, made stops at the Fryxell …

The Compass - Volume 94 Issue 3 - Complete Issue, Scott R. Beason

The Compass: Earth Science Journal of Sigma Gamma Epsilon

No abstract provided.

Sigma Gamma Epsilon Chapter And Student Awards For Academic Year 2024–2025, Lee S. Potter

The Compass: Earth Science Journal of Sigma Gamma Epsilon

The Society of Sigma Gamma Epsilon (SGE) encourages efforts to broaden the education and impact of its members through community outreach. In Academic Year 2024–2025, seven (7) awards were given at the chapter level: The Chapter Service Award to Gamma Sigma, Gamma Chi, and Epsilon Sigma; and The James C. Walters Quality Chapter Award to Gamma Sigma, Gamma Chi, Epsilon Sigma, and Theta Beta. Individual merit was recognized through the W. A. Tarr awards given to thirty-two members by their respective chapters. Two awards, the Austin A. Sartin and Charles J. Mankin Outstanding Poster Awards, were given to two students …

The Question Not Presented: Government And Social Media Corruption After Murthy V. Missouri, Richard Painter

Penn State Law Review (2003 - Present)

No abstract provided.

The Question Not Presented: Government And Social Media Corruption After Murthy V. Missouri, Christopher Lin

Penn State Law Review (2003 - Present)

No abstract provided.

Building The Housing Justice Pipeline: Law Schools’ Role In The Right To Counsel Movement, Erica Braudy, Andrew Scherer, Thomas Honan, Tuhfa Begum ’23

Articles & Chapters

No abstract provided.

Common Law Notice-And-Takedown, Michael Goodyear

Articles & Chapters

Platform liability is a complex landscape under U.S. law. The immunity for users’ torts provided by Section 230 of the Communications Decency Act has understandably garnered the most attention. In addition, many intellectual property law scholars have also examined the requirements of the Digital Millennium Copyright Act (“DMCA”), which provides safe harbors for users’ copyright infringements. The DMCA enumerates a long series of requirements that online platforms must satisfy to be immunized for their users’ infringements, including a notice-and-takedown regime, a repeat infringer policy, and a prohibition on having the right and ability to control and a direct financial benefit. …

Delaware Supreme Court Clarifies Standard Of Review For Advance Notice Bylaw, Robert S. Reder, Noah Nance

Vanderbilt Law School Faculty Publications

Of the myriad corporate defenses erected during the hostile takeover boom of the mid-to-late 1980s, the one that has received the least scrutiny by the Delaware judiciary-at least until recently-is the so-called advance notice bylaw. Advance notice bylaws adopted by corporate boards of directors are "designed and function to permit orderly meetings and election contests and to provide fair warning to the corporation so that it may have sufficient time to respond to shareholder nominations." Kellner v. AIM ImmunoTech Inc., 320 A.3d 229 (Del. July 11, 2024) ("Kellner") (quoting Openwave Sys. Inc. v. Harbinger Cap. Partners Master Fund I, Ltd., …

Two Moles, Two Worlds: Network Analysis Of Infernal Affairs And The Departed, Melissa Vu

IPHS 200: Programming Humanity

This project aims to explore how adaptation reshapes the social architecture of a movie. To do this, I used social network analysis to compare the character dynamics between Infernal Affairs(Hong Kong, 2002) and its U.S. adaptation The Departed(2006) in two ways: co-presence networks (characters connected when they appear in the same scene, with edge weights capturing repeated co-appearance) and directed dialogue network (arrows representing who speaks to whom, with thicker arrows indicating more frequent dialogue). Comparing the network structures across the two films reveals meaningful differences in group structure, connecting roles, and the concentration of dialogue around key characters, which …

French Reactions To 9/11: An Analysis Of French Newspaper Articles Published September 12, 2001, Rose Plottel

IPHS 200: Programming Humanity

This research presents a hierarchical cluster analysis and aspect based sentiment analysis (ABSA) of French newspaper articles about the September 11 attacks published on September 12, 2001. The study focuses specifically on the key thematic clusters discussed across these articles and the variance in sentiment scores across them. Using Dendrogram Hierarchical Modeling and ABSA, the model identified six thematic clusters and measured thematic scores for each cluster as well as their key terms on a scale ranging [-1,1]. The analysis revealed simultaneous sympathy for the American people alongside scrutiny of potential American retaliation.