Digital Commons Network^™

Natural Language Generation In Healthcare: A Review Of Methods And Applications, Mengxian Lyu, Xiaohan Li, Ziyi Chen, Jinqian Pan, Cheng Peng, Sankalp Talankar, Yonghui Wu

Faculty, Staff and Student Publications

Objective: This study presents a systematic review of natural language generation (NLG) methods and applications in the medical domain, providing quantitative and qualitative analyses to answer four key research questions regarding methods, evaluation, applications, and challenges of NLG in healthcare.

Methods: We searched PubMed, ACM Digital Library, Web of Science, Science Direct, Scopus, Embase, and ACL Anthology for NLG-related studies in healthcare from 2018 to 2024. Out of 3,988 research articles, 113 met the inclusion criteria and were analyzed across data modality, model architecture, evaluation metrics, and application domain.

Results and conclusion: NLG in healthcare has grown substantially, with annual …

Traumatic Brain Injury And Risk Of Early-Onset Dementia: A Population-Based Cohort Study, Aishwarya Saravanan, Katherine Giorgio, Natalia Lakomski, Andrea L C Schneider, Barbara A Olson-Bullis, Behnam Sabayan, James S Pankow, Paul S De Vries, Kristine Yaffe, Alexa Beiser, Abbas Dehghan, Elizabeth A Peterson, Rachel Zmora, John J Stephen, Denise Scholtens, Maxwell Mansolf, Lenore J Launer, Richard F Maclehose, Pamela L Lutsey, Norrina B Allen, Sanaz Sedaghat

Faculty, Staff and Student Publications

Introduction: We investigated the association between traumatic brain injury (TBI) and incidence of early-onset dementia (EOD) versus late-onset dementia (LOD).

Methods: We included 501,710 UK Biobank participants (average age 56.5). Over a median 13.6 years of follow-up, 836 developed EOD (before 65) and 8947 developed LOD (after 65). We estimated hazard ratios (HRs) for TBI's association with EOD and LOD using Cox proportional hazard models with TBI as a time-varying exposure and coefficient.

Results: TBI was associated with higher risk of both EOD (HR: 4.06 [95% confidence interval: 3.13, 5.26]) and LOD (HR: 2.51 [2.31, 2.72]. Among participants included in …

Double-Crispr Knockout Simulation (Dkosim): A Monte-Carlo Randomization System To Model Cell Growth Behavior And Infer The Optimal Library Design For Growth-Based Double Knockout Screens, Yue Gu, Traver Hart, Luis Leon-Novelo, John Paul Shen

Faculty, Staff and Student Publications

Advances in functional genomic technology, notably CRISPR using Cas9 or Cas12, now allow for large-scale double perturbation screens in which pairs of genes are inactivated, allowing for the experimental detection of genetic interactions (GIs). However, as it is not possible to validate GIs in high-throughput, there is no gold standard dataset where true interactions are known. Hence, we constructed a Double-CRISPR Knockout Simulation (DKOsim), which allows users to reproducibly generate synthetic simulation data where the single gene fitness effect of each gene and the interaction of each gene pair can be specified by the investigator. We adapted Monte-Carlo randomization methods …

Continuous Versus Bolus Norepinephrine Administration To Treat Hypotension After Induction Of General Anaesthesia In Low-To-Moderate Risk Noncardiac Surgery Patients: A Randomised Trial, Kristen K Thomsen, Finn Külls, Christina Vokuhl, Linda Krause, Dominik Müller, Max Bossemeyer, Mirja Wegge, Alina Kröker, Alina Bergholz, Christian Zöllner, Daniel I Sessler, Bernd Saugel

Faculty, Staff and Student Publications

Background: Hypotension after induction of general anaesthesia (postinduction hypotension) is common in patients undergoing noncardiac surgery and frequently requires treatment with vasopressors such as norepinephrine. We tested the hypothesis that giving norepinephrine continuously using a syringe infusion pump, compared with giving it as repeated manual boluses, reduces postinduction hypotension within 15 min after starting induction of general anaesthesia in low-to-moderate risk noncardiac surgery patients.

Methods: Patients undergoing elective noncardiac surgery were randomised to either continuous norepinephrine infusion or manual bolus norepinephrine administration intravenously during induction of general anaesthesia. In both groups, norepinephrine was administered through a peripheral venous catheter. Blood …

Fatigue Survival And Biomechanical Behavior Of Two-Piece Titanium And Zirconia Dental Implants, Jefferson David Melo De Matos, Guilherme Da Rocha Scalzer Lopes, Nathália De Carvalho Ramos, Mário Alexandre Coelho Sinhoreti, Alexandre Luiz Souto Borges, Daher Antonio Queiroz, Marco Antonio Bottino

Faculty, Staff and Student Publications

Background: Titanium implants are considered the gold standard for oral rehabilitation; however, zirconia implants have emerged as a metal-free alternative with promising esthetic and biological properties. Despite these advantages, limited evidence is available regarding their long-term fatigue behavior and fracture resistance.

Material and methods: In this in vitro experimental study conducted at São Paulo State University (UNESP), Brazil, forty implants were divided into two groups (n = 20): zirconia implants (ZZ) and titanium implants (TZ) (4.1 × 10 mm). Implants were embedded in polyurethane blocks according to ISO 14801:2016 specifications. Monolithic zirconia crowns were fabricated using CAD/CAM technology and cemented …

Preliminaries & Editor's Introduction: In The Work Of Tension, Dinah Tapia Roma

Akda: The Asian Journal of Literature, Culture, Performance

No abstract provided.

Literary Colonization And Locating Avenues Of Subversion In Bobby Flores-Villasis' Suite Bergamasque, Michael Aaron C. Gomez

Akda: The Asian Journal of Literature, Culture, Performance

This paper examines four short stories included in the collection titled Suite Bergamasque, written by multi-awarded Negrense playwright and fictionist Bobby Flores-Villasis. A materialist reading situates Villasis within the canon of Philippine literature in English and analyzes the way his stories formally render the class antagonisms of history through the interconnected narratives of Dumaguete City’s sugar elite. Finally, this paper also contends that the political imagination of Villasis’ work exhorts contemporary Dumaguete writers to critically examine inherited hagiographies in order to describe fully the conditions that have shaped the city into its contemporary formation, particularly the phenomena of gentrification …

Han Kang On Time And Body, Clarissa V. Militante

Akda: The Asian Journal of Literature, Culture, Performance

Han Kang's novel Human Acts delves into the liminality of time-space, as memories about a historical event become a ritual of remembering for those who survived tragedy. Time is not only historical, but can also be foregrounded by bodies, both dead and surviving. The survivors do not merely recall the past but inhabit it, too, so that they will not forget. This in itself is an act of defiance and resistance.

Justice And The Algorithm: Beyond Bias, Robert H. Sloan, Richard Warner

Northwestern Journal of Technology and Intellectual Property

No abstract provided.

A Medical Home: How Pediatrics Challenges Systemic Barriers Through Relationships And Time., Doris Serrano , ‘26

Senior Theses, Projects, and Awards

No abstract provided.

Und Leads Event Stories: Affinity, University Of North Dakota

LEADS Implementation Documents

Storytelling presentation for the AFFINITY core value of UND LEADS, prepared for the March 2026 outreach event. The slides highlight UND stories connected to belonging, campus culture, campus environments, workforce recognition, first-year experience, athletics, global engagement, cultural connection, and military-affiliated students.

Smu Launches Longevity Societies And Economies Institute To Advance Knowledge And Innovation For Singapore’S Longevity Transition, Singapore Management University

SMU Press Releases and News

Singapore Management University (SMU) launched the SMU Longevity Societies and Economies Institute (LSEI) which will focus on the economic and societal transitions needed for economies and societies to continue thriving despite an ageing population. The new institute will consolidate SMU’s ageing-related research and drive an interdisciplinary agenda to build resilient and opportunity-rich longevity societies and economies.

Development And Evaluation Of An Mpas-Based Urban Modeling System For The New York City Region, Marco S. Yu, Kristian Rice

Publications and Research

Complex geometry and varying land cover make urban environments difficult to simulate accurately. This research presents a performance evaluation of the newly developed urban modeling system in the Model for Prediction Across Scales (MPAS). Weather over the New York metropolitan area during June 2018 was simulated using supercomputing resources and the new urban modeling system. Modeled 2-m air temperature was compared with historical hourly observations from five NYC Mesonet stations, one located in each of the five boroughs. Comparison showed that the model follows the timing of warming and cooling well, but overestimates the magnitude of temperature swings at peaks …

Glioblastoma Multiforme: A Pathologic Breakdown Of One Of Neuro-Oncology's Greatest Challenges, Rosemary Westphal, Ms

Student Papers, Posters & Projects

Glioblastoma multiforme is the most common adult primary tumor with a grim median survival time of 14.6 months. It is characterized by rapid progression, diffuse infiltration, and rather poor clinical outcomes. The WHO classifies GBM as a grade 4 diffuse astrocytic tumor with distinctive histopathological features including high mitotic activity, marked cellular atypia, microvascular proliferation, and necrosis. Advances in molecular diagnostics have further classified GMB into IDH-wild type and IDH-mutant subtypes, with important therapeutic and prognostic implications. Key genetic alterations, such as EGFR amplification, PTEN loss, TP53 mutations, TERT promoter mutations, and MGMT methylations, have been identified as contributing to …

Predicting Ventilation From Single Breathing Phase Non-Contrast Ct Using Swin Transformers, Yi-Kuan Liu, Hsu-Ting Kuo, Alaa Melek, Richard Castillo, Yevgeniy Vinogradskiy, Lili Zhao, Girish Nair, Edward Castillo

Department of Radiation Oncology Faculty Papers

BACKGROUND: Pulmonary ventilation imaging enables functional avoidance radiotherapy treatment plans by quantifying regional lung function. However, current clinical standards, such as 99𝑚Tc-based single-photon emission computed tomography (SPECT), rely on radioactive tracers, which can introduce imaging deposition artifacts. CT ventilation imaging (CTVI) methods based on both physical models and deep learning approaches currently require multiple CT images as input, such as the inhale/exhale phases of a 4DCT. While the theoretical foundation of physics-based CTVI is built on multi-phase information, the feasibility of single-phase deep learning CTV models has not been determined.

PURPOSE: While deep learning methods have predicted SPECT ventilation from …

Computed Tomography For Four-Dimensional Dose Calculation: Effect Of Detector Array Length, Inhwan Yeo, Qianyi Xu

Department of Radiation Oncology Faculty Papers

PURPOSE: Four-dimensional computed tomography (4DCT) is susceptible to a geometrical error when respiration changes upon patient shift. 4DCT using 16-cm detector arrays, not needing the shift, has been shown to improve geometrical accuracy, compared with a conventional 4DCT (4-cm array), albeit with some Hounsfield unit discrepancies. The 4DCTs were validated for 4D planning.

MATERIALS AND METHODS: A lung-mimicking phantom containing a spherical target with ten respiratory traces and three tumor-shaped targets with their traces was respectively imaged when, to each of the ten-positions/phases, the lung was moved (1) step-wisely by helical scan at each movement (ground truth; 4DCT_GT), …

Spanglish: Un Viaje Al Pasado Observado Por El Presente, Nyleen Benavides, Raquel Christopherson, Rose Jouini, Kennedy Kuchta

Posters - 2026

Since its founding in 1852, St. Mary’s University has evolved from a small institution into a diverse and inclusive community that has worked to overcome discriminatory barriers. Originally founded to serve Mexican students in underserved communities, the university has reflected San Antonio’s Cultural diversity since its earliest years. Its founder, Reverend John Marie Odin, envisioned supporting a “melting pot” of cultures within the city (Flores, 2019). While the university has grown significantly in enrollment, Hispanic culture and traditions have remained a central part of its identity. Today, with over two thousand students enrolled, St. Mary’s University continues to not only …

The Willow Who Kept The Secrets Of The Heart, Ana Suarez

Speak for the Trees!

This digital museum exhibit features the climate change fairy tale The Willow Who Kept the Secrets of the Heart, presented as a written narrative and recorded reading that explores the symbolic relationship between the Weeping Willow, water, and ecological care in the face of climate change. It also includes an infographic highlighting the Weeping Willow’s habitat, characteristics, and environmental challenges in Texas, along with a curator’s talk and curator’s board. The exhibit features an artifact entry using a half-filled vial of water to represent climate instability and the often-overlooked resources that sustain life, as well as a persuasive essay, …

A Qualitative Examination Of Mentoring Practices For First-Generation, Low-Income Stem Students Through A Critical Intersectionality Lens, Christina Torres Garcia, Laura Zamudio-Orozco, Martin Meraz Garcia

All Faculty Scholarship for the College of Arts and Humanities

This study examines the mentoring experiences of first-generation, lowincome, and underrepresented students in STEM through the lens of Critical Intersectional Mentoring (CIM). Drawing on testimonios from McNair Scholars, this study identifies the systemic barriers and power dynamics that shape mentoring relationships and limit academic success. Traditional mentorship models often ignore intersecting identities, leading to experiences of marginalization, mentor absenteeism, and cultural disconnection. The CIM framework integrates Critical Race Theory, Intersectionality, and Culturally Responsive Pedagogy to reframe mentoring as a social justice practice grounded in equity, empowerment, and relational trust. Using qualitative content analysis of pláticas, the study uncovers three key …

Rethinking News Classification Through A Multi-Dimensional Framework, Luana De Jesus Ferreira

Honors Theses

This thesis proposes a multi-dimensional framework for news classification that evaluates articles across three independent dimensions: headline accuracy, language neutrality, and content reliability. These dimensions produce both a continuous reliability score and a five-tier interpretive scale, while additionally classifying articles by genre and topic. To operationalize this framework, a structured annotation protocol was developed and applied to a dataset of 373 news articles drawn from 79 outlets spanning a wide range of contemporary media ecosystem. A binary Logistic Regression classifier trained on the ISOT Fake News Dataset was then evaluated against this dataset to examine how a model trained on …

Cultivating Success: The Role Of Self-Determination In Autonomy For Post-Secondary Students With Disabilities, Cloè Knight

Honors Theses

Self-determination is a crucial theoretical framework influencing the post-secondary success and the quality of life for students with disabilities (SWD). A case study mixed-method design was used to investigate the lived experiences of students with disabilities and how their self-determination skills shaped by parent styles and teacher practices, impacted their success in the post-secondary world. Despite the well-researched benefits of self-determination in the lives of students with disabilities, a systematic literature review revealed important gaps in research related to the roles parents and teachers play in facilitating self-determination skills impacting post-secondary success in students with disabilities. The current study sought …

A Comparative Legal Analysis Of The English And Scottish Reformations, Erin Hanson

Honors Theses

This thesis examines the legal and institutional mechanism that contributed to the decline in Catholicism in early modern England and Scotland during the Reformation period. By analyzing statutory developments, ecclesiastical court structures, and enforcement practices, it compares how each kingdom implemented religious reform and regulated religious conformity. Rather than focusing solely on theological differences, this study emphasizes the role of legal structure and legal institutions in shaping religious governance.

Chapter I outlines the historical and legal background of the English and Scottish Reformations. Chapter II examines prior literature, and Chapter III states the methodology used in this study. Chapter IV …

Bodies As Vessels: (Re)Production, Consumption, And Female Identity In The Handmaid’S Tale And Dawn, Shelby Clark

Honors Theses

This honors thesis examines how reproduction and food are used to signify power and impact female identity in Margaret Atwood’s The Handmaid's Tale and Octavia Butler’s Dawn. Both feminist dystopian novels portray societies that secure futurity through the commodification and management of women's domestic labor. The protagonist of each novel, Offred in The Handmaid's Tale and Lilith in Dawn, is responsible for ensuring the survival of humanity through forced reproduction and is additionally expected to produce or manage food. In this thesis, I argue that in both novels, female identity is reclaimed and affirmed as separate from a commodified state …

The Impact Of Social Emotional Learning On Chicanx Students And Their Educators, Alesia Renee Camacho

Chicana and Chicano Studies ETDs

My research on the impact of social emotional learning on Chicanx students and their educators aims to analyze how the planned implementation of a carefully curated curriculum centering on the students’ culture and lived experiences makes for a better overall experience. For this study, I use the interpretive paradigm as it allows me to explain how education can serve as a tool to illuminate the injustices that students and their families face in their lives and, in turn, how these injustices are addressed in Ethnic Studies courses. Chicana/o/x Studies scholars have long advocated for utilizing students’ knowledge, experiences, perspectives, and …

Occupational Therapy & Zoo Exhibit Design: Embedding Accessibility Within, Jacqui Randall

Capstone Projects

This doctoral capstone project was completed at the Indianapolis Zoo. Zoos and museums infrequently contract, but very few employ an occupational therapist to assist with exhibit design development. An occupational therapy consultant could assess exhibit accessibility and provide potential solutions to make them more accessible and inclusive for individuals with disabilities. The goal of the project was to create a list of refined recommendations to make the oceans building more accessible and incorporate more multisensory experiences when it is renovated in the spring of 2027. Also, the Accessibility and Sensation Among Zoo Exhibits and Interactives: Checklist and Application Guide was …

Icarus’S Fall: Villainization In Wicked, Star Wars, And The Untamed, Laura Renfroe

Honors Theses

When looking back on the most beloved, yet infamous, villains of popular culture, one can note an abundant rise of prequels and backstory-driven media exploring the paths that villain characters take that lead them to their tragic fall. Some of those stories include John M. Chu’s Wicked, George Lucas’s Star Wars: Episode III: Revenge of the Sith, and Chen Jialin and Zheng Weiwin’s The Untamed, each of which explores protagonists who are labeled as “wicked” and depicted as fallen to the “dark side.” While these characters are often studied in existing literary research, there have yet to be explicit ties …

Social Cognition In Young Adults Who Endorse A Cannabis Use Disorder, Gabrielle Abbott, Lisa-Marie Greenwood, Jessica G. Bartschi, Suraya Dunsford, Isabella Goodwin, Anastasia Paloubis, Marianna Quinones-Valera, Eugene Mctavish, Antonio Verdejo-Garcia, Janna Cousijn, Gary C. K. Chan, Nadia Solowij, Valentina Lorenzetti

School of Psychology

Rationale: Cannabis use disorder (CUD) affects over 50 million people globally. Emerging evidence shows that some people with CUD may experience altered social cognition (e.g., emotion recognition or differentiation). These impairments can affect their ability to understand others’ emotional states and navigate social interactions, potentially contributing to chronic cannabis use, even when it leads to interpersonal problems. However, the literature on social cognition in cannabis users is inconsistent, based on a paucity of studies, and characterised by methodological issues including conflation of remitted and current CUD (i.e., does not consider abstinence effects on cognition), limited assessment of cannabis metrics (e.g., …

Profession-Related Accreditation Requirements In Australia Regarding Anatomy Teaching: A Web-Based Desktop Audit, Anita Zacharias, Daniel J. English, Jennifer Selkirk-Bell, Kelly Fielden, Bradley Halliday, Carol Mckinstry

School of Health Professions

For effective and safe practice, health professionals need an understanding of functional anatomy. Registration boards, councils or self-regulating professional associations determine the standards, codes, graduate competencies and education program accreditation requirements which inform health curricula development and content. The aim of this study was to identify professional accreditation standards in Australia that specifically relate to the content and teaching of anatomy knowledge. A web-based desktop audit of professional accreditation standards was conducted. Health professions included Audiology, Chiropractic, Dentistry, Dietetics, Exercise Science, Exercise Physiology, Medical Radiation, Medicine, Midwifery, Nursing, Occupational Therapy, Optometry, Oral Health, Orthotics and Prosthetics, Osteopathy, Paramedicine, Pharmacy, Physiotherapy, …

Advancing Dental Research: From Biomaterials And Precision Dentistry To Population-Based Oral Health And Service Delivery, Acing H. Mude, H. Hasanuddin, Nisrina E. Nasrun, Muhammad Ikbal

Journal of Dentomaxillofacial Science

Objective: This editorial review aims to synthesize the thematic contributions of 14 manuscripts published in Journal of Dentomaxillofacial Science Volume 11 Issue 1, and to identify emerging scientific trends across contemporary dental research.

Methods: A descriptive thematic review was conducted by systematically analyzing the titles, abstracts, study objectives, methodologies, and key findings of all included manuscripts. Articles were grouped through qualitative synthesis into major thematic categories to capture the shared scientific directions and methodological patterns.

Results: The analysis identified six major thematic clusters: (1) biomaterials and oral tissue regeneration, (2) oral hygiene, saliva, microbiology, and vulnerable populations, (3) oral pathology …

Bridging Communities Through Sport: A Social Work Study On Refugees Teaching Cricket To American Citizens, Nafees Alam

Social Work Faculty Publications

This qualitative study explores the psychosocial and communal impacts of a reciprocal integration initiative where refugees from Afghanistan, Pakistan, and Somalia taught cricket to Americans in New York City, New York and Boise, Idaho (2022–2024). Grounded in Erikson's psychosocial theory and Bandura's self-efficacy framework, the study examines how sport fosters dignity, self-determination, and cross-cultural cohesion. This study recruited 15 refugee coaches and 30 American learners using qualitative methods through interviews, focus groups, and observations. Findings reveal refugee coaches gained self-worth and resolved Eriksonian conflicts, while 78% of American learners reported reduced stereotypes. Cricket fostered social capital, transforming public parks into …