Digital Commons Network^™

Evaluation Of Multiple Generative Large Language Models On Neurology Board-Style Questions, Mohammad Almomani, Vijaya Valaparla, James Weatherhead, Xiang Fang, Alok Dabi, Chih Ying Li, Peter Mccaffrey, Dan Hier, Jorge Mario Rodríguez-Fernández

Electrical and Computer Engineering Faculty Research & Creative Works

Objective: To compare the performance of eight large language models (LLMs) with neurology residents on board-style multiple-choice questions across seven subspecialties and two cognitive levels. Methods: In a cross-sectional benchmarking study, we evaluated Bard, Claude, Gemini v1, Gemini 2.5, ChatGPT-3.5, ChatGPT-4, ChatGPT-4o, and ChatGPT-5 using 107 text-only items spanning movement disorders, vascular neurology, neuroanatomy, neuroimmunology, epilepsy, neuromuscular disease, and neuro-infectious disease. Items were labeled as lower- or higher-order per Bloom's taxonomy by two neurologists. Models answered each item in a fresh session and reported confidence and Bloom classification. Residents completed the same set under exam-like conditions. Outcomes included overall and …

Self-Calibrating Uav Navigation: Reinforcement Learning Approaches For Horizontal Trajectory Estimation, Shirin Nasr-Esfahani, S. Jagannathan

Electrical and Computer Engineering Faculty Research & Creative Works

Accurate unmanned aerial vehicle (UAV) trajectory estimation is essential for autonomous navigation, particularly in GPS-denied environments. Visualodometry and simultaneous localization and mapping (SLAM) approaches require precise camera intrinsic parameters, which are typically obtained through predefined or offline calibration. Instead, in this work, we propose a reinforcement learning (RL)-based self-calibration framework that estimates camera intrinsic parameters directly from monocular video sequences, without requiring prior knowledge of the camera, environment, or calibration targets. This intrinsic parameter estimation is then leveraged to achieve robust UAV trajectory estimation using only video data. We formulate the problem as a sequential decision-making task, where an RL …

Sapphire Optical Fiber Bragg Grating Sensors Based On Dispersive Microwave-Photonic Frequency-Time Domain Analysis, Ruimin Jie, Chen Zhu, Farhan Mumtaz, Koustav Dey, Bohong Zhang, Jie Huang

Electrical and Computer Engineering Faculty Research & Creative Works

Sapphire fiber Bragg gratings (SFBGs) have attracted growing interest for high temperature sensing in harsh environments, yet their interrogation typically relies on optical spectrum measurements, demanding a high-resolution optical spectrum analyzer (OSA) that is bulky, expensive, and constrained in acquisition speed. Moreover, the inherently multimode nature of sapphire fiber further complicates spectrum-based demodulation, thereby limiting the achievable sensing resolution. In this paper, we propose and experimentally demonstrate a microwave-photonic interrogation approach for SFBG sensors. Instead of measuring the optical reflection spectrum, the complex frequency response in the microwave domain of an SFBG is acquired using a vector network analyzer (VNA) …

Enhancing Explainable Ai For Medical Imaging: Improved Lime Interpretation With Influence Mapping, Abiha Tahsin Chowdhury, Dhanush Bavisetti, Daniel B. Hier, Rahul Dubey, Tayo Obafemi-Ajayi

Electrical and Computer Engineering Faculty Research & Creative Works

The integration of artificial intelligence (AI) into medical imaging is progressing rapidly. It is essential for these AI tools to be transparent, interpretable, and explainable to gain the trust of clinicians and regulators. Current state-of-the-art explainable AI (XAI) techniques in imaging includes Local Interpretable Model-Agnostic Explanations (LIME), Shapley Additive Explanations (SHAP), and Gradient-weighted Class Activation Mapping (Grad-CAM). Recent studies have shown that LIME often suffers from inconsistency and unreliability which limits their utility in sensitive fields like medical imaging. This paper proposes Influence Map based Explanation (IME), an enhanced variant of the original LIME framework, that aggregates multiple runs to …

From Measuring Clicks To Inclusion: Coverage Of Digital Adolescent Sexual And Reproductive Health Programs, Miriam Temin, Christabel Gero

Adolescents and Young People

Digital platforms have become popular tools to address adolescents’ sexual and reproductive health and rights (ASRHR) in low- and middle-income countries. Digital programming has the potential to bridge the SRHR information gap, especially for adolescents who face SRHR risks. Given what is known about the digital divide, it is essential to understand who digital ASRHR programming reaches, who is excluded, and how coverage aligns with risk. This brief summarizes an exploration that aims to stimulate interest and seed research on issues of coverage of digital programming for adolescents and its public health importance.

Safety And Effectiveness Of Emicizumab In People With Haemophilia A Enrolled In The Athn 7 Haemophilia Natural History Study., Tyler W. Buckner, Shannon L. Carpenter, Nabil Daoud, Christine L. Kempton, Lucy Lee, Lynn Malec, Thomas W. Mclean, Paul Morton, Carrie O'Neill, Janice M. Staber, Michael Wang, Stacy E. Croteau, Michael Recht

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: The Natural History Study of the Safety, Effectiveness, and Practice of Treatment for People with Haemophilia (ATHN 7) monitors use of contemporary haemophilia therapies, including emicizumab, a bispecific antibody substituting for activated factor (F)VIII in people with haemophilia A (HA).

AIM: To report participant characteristics and real-world safety and effectiveness of emicizumab in ATHN 7.

METHODS: ATHN 7 is a prospective observational cohort study conducted across 26 American Thrombosis and Haemostasis Network (ATHN)-affiliated sites. People with HA receiving emicizumab were eligible for inclusion in this analysis. Clinical information was collected quarterly through participant interview and medical record review. Safety …

A Survivor's Tale: How The Northern And Eastern Districts Of Oklahoma Survived The Tidal Wave Collision Of Mcgirt V. Oklahoma, Darbi E. Robertson

American Indian Law Review

No abstract provided.

With Religious Freedom Came Religious Authority: Apache Stronghold V. United States And The Exclusion Of Native American Religion Within The Legal Understanding Of Religious Freedom, Cassidy Beck

American Indian Law Review

No abstract provided.

Tulsa V. O’Brien: A City Adds To The Battle Over Jurisdiction In Indian Country, Fatima D. Jaime

American Indian Law Review

No abstract provided.

Native Gifts In An Electric Universe: Exploring Tribal Sovereignty Through Digital Data, Spectrum, And Technological Imaginings, Michael Johnson

American Indian Law Review

No abstract provided.

A First Amendment Right To Know, David S. Ardia

Faculty Publications

This Article tackles an increasingly important question: Can police round up people on American streets and keep secret the names of those they detain without violating the First Amendment? Alarmingly, the government made this very argument in the summer of 2020 when it sought to break up Black Lives Matter protests occurring in cities across the country. Based in part on a Supreme Court decision from the 1970s involving access to prisons, the government argued that the First Amendment imposes no constraints on government secrecy. If it is true that the government can shield its exercise of police power from …

Endothelin-1 Drives Cyclooxygenase-2 And Prostaglandin E2 Expression In Osteoblasts Through Mitogen-Activated Protein Kinase And Activator Protein-1 Signaling During Periodontal Inflammation, Fang-Yu Fan, Thi Thuy Tien Vo, Hsuan Kuo, Chien-Fu Tseng, Wei-Ning Lin, Chia-Yu Wu, Yang-Che Wu, Chuen-Mao Yang, Li-Der Hsiao, I-Ta Lee

Journal of Dental Sciences

Background/purpose: Endothelin-1 (ET-1) has been implicated in inflammatory tissue responses, but its role in osteoblast-mediated inflammation during periodontal inflammation remains unclear. This study investigated whether ET-1 induces cyclooxygenase-2 (COX-2) expression and prostaglandin E₂ (PGE₂) release in osteoblasts and explored the underlying signaling mechanisms.

Materials and methods: Murine osteoblast-like MC3T3-E1 cells were stimulated with ET-1. COX-2 protein and mRNA expression, promoter activity, and PGE₂ release were assessed by Western blotting, real-time RT-PCR, luciferase reporter assay, and ELISA, respectively. Pharmacological inhibitors and siRNA knockdown were used to examine the roles of ET_A/ET_B receptors, G_{q …}

Dual-Layer Biphasic Calcium Phosphates/Tantalum Pentoxide Coating On Titanium For Concurrent Biocorrosion Resistance And Enhanced Biocompatibility, Ying-Sui Sun, Kai-Yi Lin, Wei-Cheng Chen, Her-Hsiung Huang

Journal of Dental Sciences

Background/purpose: Titanium (Ti) dental implants must resist biocorrosion while maintaining biocompatibility. This study developed a dual-layer biphasic calcium phosphates/tantalum pentoxide (BCPs/Ta₂O₅) coating on Ti to improve both biocorrosion resistance and biological performance.

Materials and methods: A dense Ta₂O₅ inner layer was fabricated via a hydrolysis–condensation process to act as a corrosion barrier. Subsequently, a porous BCPs outer layer was deposited by electrochemical cathodic deposition to provide a bioactive interface. Surface morphology, functional groups, crystalline structure, wettability, surface free energy, coating thickness and nanostructure, protein adsorption, and in vitro bioactivity were characterized. Biocorrosion behavior was evaluated using polarization curve measurements in …

Antisense Oligonucleotides-Mediated Rescue Of The Amelx Splicing Defects, Eui-Sic Cho, Youn Jung Kim, Figen Seymen, Mine Koruyucu, Jan C.-C. Hu, James P. Simmer, Jung-Wook Kim

Journal of Dental Sciences

Background/purpose: Amelogenesis imperfecta (AI) is a group of rare, inherited disorders characterized by abnormal enamel formation. While identifying the genes and mutations that cause the disease is important, understanding its molecular pathogenesis is essential to developing precision and personalized medicine, which aim to stop disease onset, slow its progression, and provide a range of treatment options. Previously, we identified mutations that affect the conserved alternative splicing of the AMELX gene, leading to the inclusion of normally skipped exon 4 and resulting in a characteristic AI phenotype.

Materials and methods: HEK293 cells were grown on cell culture dishes …

Optogenetic Control Of Odontoblastic Differentiation In Dental Pulp Stem Cells (Dpsc), Francesco Torelli

Journal of Dental Sciences

No abstract provided.

Vanadium-Functionalized Methyl Methacrylate-Based Primer Enhances Self-Curing And Bonding Of Resin Cement To Polyetheretherketone Restorations, Takeru Kondo, Jun Sato

Journal of Dental Sciences

No abstract provided.

Synergistic Effect Of Combined Cisplatin And Rosmarinic Acid On Apoptosis And Migration Of Head And Neck Cancer Cell Lines, Suppanut Jongjitaree, Paopanga Kokilakanit

Journal of Dental Sciences

No abstract provided.

Postoperative Conductive Hearing Loss After Full-Arch-Implantation Surgery Under General Anesthesia In An Oral Submucous Fibrosis Patient: A Case Report, Hao-Chen Wang, Fu-Chuan Tsai, Chia-Che Wu, Chih-Yuan Fang

Journal of Dental Sciences

No abstract provided.

Performance Of Large Language Models In Answering Orthodontic Questions: A Scoping Review, Tu Manh Nguyen, Fang-Yu Fan, Ying-Sui Sun, Yang-Che Wu, Sheng-Wei Feng, Hao-Ting Chen, I-Ta Lee, Pao-Chang Chiang

Journal of Dental Sciences

Large language models (LLMs) are increasingly explored as novel platforms for delivering orthodontic information. Although their capacity to generate rapid, structured, and accessible responses has been widely recognized, concerns persist regarding performance variability and the risk of generating inaccurate outputs. Given the heterogeneity of existing evidence, this scoping review aimed to systematically map the current research landscape and synthesize findings on the application of LLMs in addressing orthodontic queries. This review was conducted in accordance with the PRISMA-ScR guidelines. Studies were retrieved from PubMed, Scopus, and the Cochrane Library up to November 30, 2025. Twenty-six studies met the eligibility criteria …

The Ph-Pi3k/Akt/Mtorc1 Axis In The Survival Of Stem Cells From The Apical Papilla: A Critical Target For Rescue By Microenvironment-Engineered Hydrogels In Pulp Regeneration, Chunlei Zhang, Haisheng Cao, Jie Li, Changqing Yan, Yang Liu, Shuguo Zheng, Xiaozhe Wang

Journal of Dental Sciences

Background/purpose: The pH within infected root canals fluctuates dynamically under pathological conditions, yet its impact on stem cells from the apical papilla (SCAPs) in dental pulp regeneration remains unclear. This study investigated how potential of hydrogen (pH) variations govern SCAPs survival and the associated signaling to identify therapeutic targets for enhancing tissue regeneration.

Materials and methods: SCAPs were cultured at pH 5.4-10.4. Proliferation and apoptosis were assessed using cell counting kit-8 (CCK-8) assays, real-time live-cell analysis, and flow cytometry. RNA-sequencing (RNA-seq) identified differentially expressed genes, which were validated through reverse transcription-quantitative real-time polymerase chain reaction (RT-qPCR), Western blotting, and mechanistic …

Avian Mesenchymal Stem Cell-Derived Extracellular Vesicle Alleviates The Porphyromonas Gingivalis Lipopolysaccharide Induced Gingival Fibroblast Senescence, Han-Chieh Yang, Earl Fu, Yu-Tang Chin, Ju-Sheng Shieh, Wei-Ni Lin, Cheng-Yang Chiang

Journal of Dental Sciences

Background/purpose: We have shown that extracellular vesicles (EVs) derived from Polygonum multiflorum extract bio-pulsed avian mesenchymal stem cells exhibit anti-inflammatory and proliferation-promoting properties. A significant association has been identified between periodontitis, higher biological age, and accelerated biological aging. This study investigated whether the bio-pulsed EVs could alleviate Porphyromonas gingivalis lipopolysaccharide (Pg-LPS)-induced senescence in human gingival fibroblasts (hGFs).

Materials and methods: Pg-LPS was used to induce cellular inflammation and senescence in hGFs. The cytokines IL-1β, IL-6, and TNF-α were assessed by quantitative polymerase chain reaction (qPCR), and cytotoxicity was assessed with MTS. Senescence after repeated stimulations was evaluated …

Evaluation Of Retrieval-Augmented Generation (Rag) With Gpt-4o For Maxillofacial Prosthodontics Clinical Questions, Vinsensia Launardo, Merve Koseoglu, Lucky Susanto, Michael Kase, Amanda Colebeck, Heidi Huber, Maribeth Krzesinski, Derry Wijaya, Muhammad Ruslin, Alvin Gerard Wee, Heng-Li Huang, Lih-Jyh Fuh, Cortino Sukotjo

Journal of Dental Sciences

Background/purpose: Large language models (LLMs) offer promising education and clinical decision support to help address the global shortage of maxillofacial prosthodontists. To overcome the lack of source traceability in base LLMs, this study evaluated a retrieval-augmented generation (RAG) architecture for answering complex clinical questions.

Materials and methods: An expert panel consisting of five maxillofacial prosthodontists selected 15 high-complexity clinical questions. Responses were generated using base GPT-4o and a naive RAG-GPT-4o model built with domain-specific literatures. Outputs were evaluated across five parameters using a 5-point Likert scale and analyzed via Mann-Whitney U tests.

Results: No statistically significant differences …

Formulation Modification Of Silver Diamine Fluoride To Improve Clinical Handling And Dentin Tubule Occlusion, Liangyu Chang, Yutzu Wu, Powen Lu, Iwen Chen, Weifang Lee, Chunche Lin, Renjei Chung, Poonam Negi, Naichia Teng, Jenchang Yang

Journal of Dental Sciences

Background/purpose: Silver diamine fluoride (SDF) is clinically effective for treating dentinal hypersensitivity and arresting caries, but its poor clinical handling due to low viscosity remain concerns. This study aimed to enhance the rheological properties of SDF by incorporating sodium carboxymethylcellulose (CMC) to improve its clinical manageability. Materials and methods: A 39.34 wt% SDF solution (TMU-SDF) was prepared via wet processing. Its matrix metalloproteinase (MMP) inhibition was evaluated using a fluorogenic MMP-1 assay, and antibacterial activity was tested via an inhibition zone assay. Biocompatibility was assessed using a modified cytotoxicity-agar diffusion test and a skin sensitization test. Rheological properties, including flow …

Exosomes Derived From Bone Substitute-Induced Gingival Mesenchymal Stem Cells Promote Angiogenesis, Chongyu Shen, Zheng Guan, Rui Chu, Zhengyin Li, Jiangting Lu, Liangkun Xie

Journal of Dental Sciences

Background/purpose: In certain clinical bone grafting scenarios, bone substitutes frequently interface with the adjacent soft tissues. This study aimed to investigate whether deproteinized bovine bone mineral (DBBM) and coralline hydroxyapatite (CHA) induce paracrine responses in human gingival mesenchymal stem cells (GMSCs), thereby altering the pro-angiogenic capacity of their derived exosomes, and to profile specific cargo alterations.

Materials and methods: Exosomes were isolated from GMSCs co-cultured with DBBM (DBBM-G-EXO) or CHA (CHA-G-EXO), while native GMSCs-derived exosomes (G-EXO) were collected as controls. The angiogenic effects of these exosomes on human umbilical vein endothelial cells (HUVEC) were evaluated via cell proliferation, scratch wound …

Submicron Diamond-Assisted Irrigation Enhances Apical Biofilm Removal Under Sonic And Ultrasonic Activation: An Ex Vivo Study, Yung-Szu Hsu, Nai-Chia Teng, Sin-Yu Chen, Huan-Cheng Chang, Haw-Ming Huang, Sung-Chih Hsieh

Journal of Dental Sciences

Background/purpose:

Residual apical biofilm often persists despite sodium hypochlorite (NaOCl) irrigation with sonic or ultrasonic activation. Submicron diamond particles (SMD) have shown promise as a particle-assisted adjunct for root canal cleaning, but their effects on mature intracanal biofilm remain unclear. This study evaluated whether 500-nm SMD particles (10 mg/mL) improve the antibacterial and antibiofilm efficacy of saline or NaOCl irrigation against mature Enterococcus faecalis (E. faecalis) biofilms.

Materials and methods:

One hundred single-rooted human premolars infected with E. faecalis for 21 days were randomly allocated to ten irrigation protocols (n = 10). Antibacterial efficacy was assessed by …

Synergistic Removal Of Microplastic Fibres: Integrating Chitosan Coagulation In Hybrid Water Pre-Treatment Systems, Jayasuriya Arachchilage Nimesha Thathsarani

Theses: Doctorates and Masters

Microplastic fibres (MPFs) are the most prevalent form of microplastics detected in the influents of water and wastewater treatment plants. Owing to their elongated shape and low density, MPFs frequently evade removal even during tertiary processes such as membrane filtration. Enhancing pretreatment, particularly through cost-effective coagulation-flocculation can reduce the treatment burden on downstream systems. However, conventional inorganic coagulants often necessitate high dosages and can leave residual ions, posing environmental concerns.

As a sustainable alternative, the use of environmentally friendly coagulants such as Chitosan has gained attention for MPF removal. While Chitosan exhibits favourable qualities, its practical application is hindered by …

Integrated Incubators: A Novel Framework For Technology-Based Creative Arts Education, Brad Phelps Nisbet

Theses: Doctorates and Masters

This thesis investigates the development and impact of an educational framework designed to bridge the gap between academia and industry within the media and entertainment sector. It addresses the prevalent "skills mismatch" where graduates often lack the specific technical competencies, foundational knowledge, practical experience, or soft skills required for entry-level positions in a rapidly evolving landscape influenced by advancements like virtual production, real-time VFX, immersive media, and Al. Grounded in both theoretical and practical insights, the framework aims to foster student creativity, technical proficiency, industry readiness, transferable skills, and adaptability, prioritising a transformative, student-centric learning experience.

The research employed a …

Development Of Virtual Reality Learning Environments In Science To Engage Secondary Students In Hazardous Activities, Luke Spartalis

Theses: Doctorates and Masters

This research examines the need for change in including hazardous activities in education. As different learning technologies develop, platforms that retain authentic outcomes via virtual reality are needed. The main objective of this research is to examine the inclusion of Virtual Reality Learning Environments (VRLEs) to determine their value in areas that include hazardous conditions. The research considered the ways that VR tools could be optimised to support these activities, as well as considering the challenges of VRLE implementation. The study examined whether VRLE’s allowed for authentic experiences to sufficiently drive an acceptance of VR to complement existing teaching and …

The Experience Of Homelessness Among Older Adults In Bhutan - A Narrative Inquiry Study, Phuntsho Om

Theses: Doctorates and Masters

A shift in the demographics of homelessness started to occur in the 1900s, with a significant increase in the number of middle-aged or elderly men and women being recognised as a part of the homeless population. The rising urgent global concern of homelessness of older adults necessitates a deeper understanding of the lived experience and holistic well-being of these marginalised adults. This thesis aimed to explore the phenomenon of homelessness of older adults in Bhutan, which is an often neglected topic in both national and international gerontological research.

Employing narrative inquiry within the constructivist approach as articulated by Pino Gravidia …

Understanding Climate Change And Wellbeing Through Bhutan's Pursuit Of Gross National Happiness, Tashi Dorji

Theses: Doctorates and Masters

Climate change has evolved into one of the biggest global challenges of the twenty first century reshaping ecological systems and social conditions with wide-ranging implications for human wellbeing. Bhutan offers a distinct context to explore interactions between climate change and wellbeing as it remains guided by its wellbeing-centred development philosophy of Gross National Happiness (GNH). At the same time, it remains highly vulnerable to climate change despite being the only carbon negative country in the world. Nonetheless, the intersections between climate change and GNH have not been systematically explored.

This research aims to explore the relationship between climate change and …