Digital Commons Network^™

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 …

Correlation Between Preoperative Mandibular Restriction And Functional Outcomes After Arthroscopic Discopexy For Temporomandibular Joint Internal Derangement, Yen-Hung Lin Arthur, Chih-Hua Yeh, Ying-An Chen, Hui-Hsin Ko

Journal of Dental Sciences

Background/purpose: Arthroscopic discopexy is an established treatment for temporomandibular joint (TMJ) internal derangement, yet its functional benefit in patients with restricted mouth opening remains unclear. This study evaluate whether arthroscopic discopexy improves mouth opening and pain in patients with restricted mandibular mobility (maximum mouth opening [MMO] < 35 mm).

Materials and methods: This retrospective study included 46 patients (58 joints) with preoperative MMO < 35 mm who underwent TMJ arthroscopic discopexy between January 2023 and December 2024. MMO, Visual Analog Scale (VAS) pain scores, and MRI-confirmed disc repositioning success were compared preo- and postoperatively using the Wilcoxon signed-rank test. MMO improvement was analyzed by severity band with multiple linear regression to assess confounders and sensitivity analysis excluding bilateral cases.

Results: MMO increased from 28.7 ± 4.1 mm to 34.2 ± 3.9 mm (P < 0.001), with a mean improvement of +5.5 mm (95% CI: +4.2 to +6.8). VAS decreased from 3.81 ± 2.93 to 0.18 ± 0.89 (P < 0.001). A dose–response relationship was observed: patients with MMO 20–24 mm gained +11.0 mm, those with 25–29 mm gained +7.5 mm, and those with 30–34 mm gained +2.7 mm. Preoperative MMO remained the only significant predictor after adjusting for confounders (B = −0.812, P < 0.001). Disc repositioning was achieved in 75.9% of joints; 55.2% achieved postoperative MMO ≥ 35 mm.

Conclusion: Arthroscopic discopexy produces significant clinically improvements in mouth opening and pain in patients with restricted mandibular mobility, with the greatest benefit in …

Effects Of 850-Nm Light-Emitting Diode Photobiomodulation On Pain Intensity And Dentin Sialoprotein Levels During Canine Distalization: A Randomized Controlled Trial., Thanh Thuy-Nhat Cao, Anh Ho-Quynh Nguyen, Hung Trong Hoang, Tham Dong Khac, Phuc Hoai Le, Tu Trinh Hk, Kieu-Minh Le, Diem Truong

Journal of Dental Sciences

Background/purpose

Light-emitting diode-based photobiomodulation (LED PBM) potentially reduces pain and root resorption risk in orthodontics. This study evaluated 850-nm LED PBM effects on pain and dentin sialoprotein (DSP) levels during canine distalization.

Materials and methods

This single-blind, parallel-group randomized controlled trial included 16 orthodontic patients (8 per group). Participants were randomly allocated in a 1:1 ratio to either an active LED group or a sham control group. Pain intensity was assessed using a visual analog scale (VAS) at 0, 24, and 48 hours following canine distalization at four consecutive monthly visits (T₁-T₄) and expressed as the …

A Scientometric Study On Research Trends And Characteristics Of Kimura Disease, Zhongjing Lv, Yiming Luo, Wei Liu, Jian Yuan

Journal of Dental Sciences

Background/purpose: Kimura disease (KD) is an idiopathic condition that presents as a chronic, benign inflammatory disorder, typically affecting the head and neck region. The purpose of this study was to analyze the scientometric characteristics and research trends of KD.

Materials and methods: All the papers on KD were comprehensively retrieved from the Scopus database. The years of publication were divided into before 2012 and after 2012 in the analysis of research trends.

Results: There were 925 papers on KD, with total citations of 10,821 and the h index of 47. Eosinophilia, lymphadenopathy, nephrotic syndrome, angiofollicular lymph node hyperplasia, …

Anemia, Hematinic Deficiencies, And Gastric Parietal Cell Antibody Positivity In Recurrent Aphthous Stomatitis Patients With Or Without Hyperhomocysteinemia, Yi-Ping Wang, Yu-Hsueh Wu, Yi-Pang Lee, Julia Yu-Fong Chang, Andy Sun, Chun-Pin Chiang

Journal of Dental Sciences

Background/purpose: Our previous study found that 42 of 430 recurrent aphthous stomatitis (RAS) patients have hyperhomocysteinemia. This study assessed whether these 42 RAS patients with hyperhomocysteinemia (hyperhomocysteinemia/RAS patients) had significantly higher frequencies of anemia, hematinic deficiencies, and serum gastric parietal cell antibody (GPCA) positivity than 388 RAS patients without hyperhomocysteinemia (non-hyperhomocysteinemia/RAS patients) or 430 healthy control subjects.

Materials and methods: The blood hemoglobin (Hb) and serum iron, vitamin B12, folic acid, homocysteine, and GPCA levels in 42 hyperhomocysteinemia/RAS patients, 388 non-hyperhomocysteinemia/RAS patients, and 430 healthy control subjects were measured and compared.

Results: We found that 42 hyperhomocysteinemia/RAS patients had significantly …

Corrigendum To "Human Umbilical Cord Mesenchymal Stem Cells Secretome And Nanoemulsion Propolis Combination Ameliorate Osteoclastogenesis In Lipopolysaccharide-Induced Osteolysis In Hyperglycemia Rats"

Journal of Dental Sciences

No abstract provided.

Measuring Teachers’ Beliefs In Their Capacity To Use Differentiated Instruction In Their Classrooms: Development, Validation And Confirmation Of A Self-Efficacy Scale, Kathryn Gibbs, Stuart Woodcock, Nicole Dargue, Leah Le, Eunjae Park, Tom Porter, Gemma Scarparolo

Research outputs 2022 to 2026

The purpose of this study was to develop, validate and confirm a scale to gain a better understanding of teachers’ beliefs in their capacity to use differentiated instruction in their classrooms. Differentiation is an effective approach to teaching, designed to enable equitable learning opportunities for every student. Teachers are recommended to differentiate aspects of teaching, instruction, learning, assessment and the learning environment due to the increasing student heterogeneity within classrooms worldwide. Emerging literature has suggested that teacher self-efficacy may influence how teachers use this teaching approach. It is unknown if there is an existing scale that measures teachers’ self-efficacy when …

Symmetry, Presumptions, And The Judges Design, Murat C. Mungan

Faculty Scholarship

An instrumental variables approach called ‘the judges design’ used frequently in social sciences relies on an assumption called ‘average monotonicity’. This assumption pertains to how different judges’ (or other classifiers’) decision making processes relate to each other. Violations of it are hard to detect, which raises the importance of it being supported by a plausible theory. Decisions of judges who solve Bayesian decision problems violate average monotonicity as long as the signals they process are symmetric and they do not possess strong presumptions. This result is extended to cases where judge presumptions are symmetrically distributed and may include strong presumptions. …

Equal Justice & Generative Ai, Milan R. Markovic

Faculty Scholarship

The United States has long suffered from unequal access to justice, with countless low-and middle-income Americans forced to navigate the legal system alone. Recently, prominent judges, lawyers, and scholars have seized on generative AI as a potential corrective. These techno-optimists maintain that ChatGPT and other large language models can demystify the law and address unmet legal needs. Chief Justice John Roberts has proclaimed that AI-based tools "have the welcome potential to smooth out any mismatch between available resources and urgent needs in our court system."

Although AI will be an increasingly important source of legal assistance for underserved populations, the …

Limited Site-Specific Blue Carbon Recovery Following Tropical Seagrass Restoration In Thailand, Ratchanee Kaewsrikhaw, Milica Stankovic, Pere Masqué, Mathew A. Vanderklift, Tipamat Upanoi, Anchana Prathep

Research outputs 2022 to 2026

Seagrass restoration is gaining popularity as a nature-based method for climate change mitigation, owing to its effectiveness in capturing and storing organic carbon (Corg). However, demonstrating blue carbon additionality — defined as a measurable increase in carbon stocks directly attributable to restoration activities — remains challenging. This research assessed sedimentary Corg stocks and carbon accumulation rates in restored tropical seagrass meadows throughout Thailand. Despite successful restoration at multiple sites, sediment analysis showed little Corg accumulation, low Corg and organic matter content, with non-significant differences among restored seagrass areas, patchy natural meadows, and nearby bare sand areas. Limited sediment accumulation was …

A Preliminary Exploratory Assessment Of Chatgpt To Generating Stride Data Flow Diagrams, Hassan Alsayegh, Mohamed El-Attar

All Works

Threat modeling is a core activity in security-by-design practices, enabling early identification of architectural weaknesses before system implementation. The drawings used during STRIDE analysis are typically Data Flow Diagrams (DFDs), referred to as “STRIDE diagrams” in this paper. STRIDE diagrams provide a visual approach for categorizing security threats; however, constructing accurate STRIDE diagrams require experience and is often time-consuming. Recent advances in Large Language Models (LLMs), such as ChatGPT, raise important questions about their suitability for supporting structured security modeling tasks. This study presents a preliminary exploratory assessment of ChatGPT’s ability to generate, analyse, and iteratively refine STRIDE diagrams from …

Cyber Behaviors And Well-Being In Emerging Adults: Patterns, Determinants, And Gender Differences, Areej Elsayary, Juan Calmaestra, Mercedes Gómez-López

All Works

Technological advances have reshaped the ways in which young people interact, giving rise to a complex digital landscape with implications for their well-being. Despite the growing body of research on cyber behaviors, their potential for both positive and negative well-being outcomes is not yet fully understood, nor is the role of gender in shaping these relationships. The present study aimed to explore the relationship between online moral disengagement, problematic internet use, online disinhibition, and cyberbullying dimensions and emotional, social, and psychological well-being among 671 emerging adults, as well as to examine the potential moderator role of gender. The results revealed …

Per My Last Email: Analyzing Social & Emotional Cues In Digital Workplace Communication, Lauren Hunt

Theses, Dissertations and Culminating Projects

As virtual work arrangements expand and email becomes an increasingly central workplace communication tool, the function of virtual communication norms provide valuable insight into workplace email dynamics. This study draws from social information processing theory, expectancy violations theory, and channel expansion theory to model how behavioral and linguistic features associated with virtual communication norms shape email perceptions and downstream conflict. The present research examines key communication features from real workplace email threads. Specifically, I extracted response time, sentiment, and linguistic mimicry (e.g., text length, word use), using Natural Language Processing techniques. Data was collected from 461 participants, resulting in 245 …

The Influence Of Social Connectedness And Adverse Childhood Experiences: Understanding Motivation To Change In Early Substance Use Disorder Recovery, Adam M. Daniel

Theses, Dissertations and Culminating Projects

Substance use disorder is a significant issue facing society today. As the rate of individuals with substance use disorders continues to rise, so too does the need of the counseling profession to explore further the ways to best support this population. The purpose of this study was to explore two specific variables for their impact on motivation to change for individuals in early recovery: social connectedness and adverse childhood experiences. Grounded in the Process-Person-Context-Time model, this study focused on the ways in which an individual’s motivation to change in early sobriety relates to their sense of connectedness to their family …

Applying History As Law: The Role Of Historical Facts In Implementing Constitutional Doctrine, Joseph Blocher, Brandon L. Garrett

Faculty Scholarship

The U.S. Supreme Court has long relied on historical evidence in constitutional cases, but recent years have seen a major change in how it does so: not only to interpret the meaning of constitutional text, but to establish doctrinal tests that call for historical evidence to be used in the application of those tests going forward. Broadly speaking, originalism has moved from the realm of legal interpretation to that of law declaration and then to law application. This transformation in the legal significance of history raises important questions for originalism as a practice of constitutional adjudication, not simply a theory …

Uncertain Enforcement And Standing To Sue, Ernest A. Young

Faculty Scholarship

Plaintiffs with strong claims that a law is unconstitutional may yet fail to establish standing when the law is rarely enforced. Other statutes, like Texas’s unusual abortion law, may render challenges difficult by delegating enforcement to private parties who are difficult to identify in advance. Both problems arise from the assumption that the law shapes behavior only through sanctions imposed in enforcement proceedings. This view is mistaken, both jurisprudentially and empirically. Worse, it requires courts to ask two unanswerable questions: How likely is enforcement? And how likely does Article III require it to be? It also asks standing doctrine to …

Crypto Litigation And Market Efficiency, Robert E. Bishop, Bradford Levy, Frank Partnoy, Daniel Taylor, Andrew Yeh

Faculty Scholarship

This paper investigates, for the first time in the literature, the factors that should matter to courts in determining whether a crypto  market is “efficient,” meaning that prices are sufficiently responsive to information. Based on new empirical evidence and a series of event studies, we recommend a new judicial framework for assessing market  efficiency in crypto litigation.

Market efficiency tests based on event studies have played an important role in other areas of litigation, particularly securities litigation, where courts frequently rely on what have become known as the “Cammer factors.” Academics have not yet assessed the extent to which market …

The Foreign Commerce Power, Kathleen Claussen, Timothy Meyer

Faculty Scholarship

This Article is the first to scrutinize presidential trade authority under the Constitution. The Constitution grants the President no independent power to regulate foreign commerce. That conclusion, while apparent from a straightforward reading of Articles I and II, stands in stark contrast to executive conduct of U.S. trade policy in recent years. This Article traces the roots of this constitutional distortion to a confluence of doctrinal drift and academic oversight. Courts and commentators have increasingly relied on an expansive conception of executive power grounded in a perceived general foreign affairs authority. In doing so, they have blurred the line between …

Should Judicial Opinions Be Read Like Statutes?, Margaret H. Lemos

Faculty Scholarship

Should judicial opinions be interpreted with an eye to their purpose, context, or the intent of their authors, or should interpreters focus on the ordinary meaning of the text? Opinions present the same sorts of interpretive puzzles as other legal texts, and yet they have been omitted from the debates over interpretive methodology that dominate the fields of constitutional and statutory interpretation. The omission is no accident: the Supreme Court has stated repeatedly—and with increasing frequency in recent years—that judicial opinions are not to be read like statutes. Yet neither courts nor commentators have explained why the principles that ground …

The Eighth Amendment And Prison Staff-To-Sentenced Prisoner Sexual Violence, Matthew Lyskawa

Faculty Scholarship

In this Article, I provide the first comprehensive account of lower federal courts’ Eighth Amendment prison conditions jurisprudence regarding prison staff-to-sentenced prisoner sexual violence. I show that lower federal courts are systematically misunderstanding and misapplying Supreme Court case law in this context. The result is that sexually victimized prisoners must meet extremely burdensome doctrinal standards unique to sexual violence claims. Lower federal courts would faithfully follow Supreme Court precedent if they applied the excessive force standard to sexual assault claims and the conditions of confinement standard to sexual harassment claims. However, a faithful application of Supreme Court case law does …

Confession Contamination And Dna Exonerations, 1989-2025, Brandon L. Garrett

Faculty Scholarship

No abstract provided.

Llm-Assisted Legal Propositions Identification From Party Arguments In The U.S. Supreme Court Briefs, Heng Zheng, Alex Zhang

Faculty Scholarship

Merits briefs are central to U.S. litigation, serving as the primary means for parties to present arguments and persuade judges. Legal propositions in these merits briefs are the atomic units of arguments, whose relationships evolve throughout litigation and inform court decisions and precedent. Large language models (LLMs) have been applied to legal document review, but there is limited evidence on their ability to identify legal propositions in merits briefs. Given the labor-intensive nature of the task, we evaluate a human-AI collaborative approach to identifying legal propositions in the U.S. Supreme Court merits briefs, in which legal annotators review and revise …

Oompa 2025.08: A First Cut Of The Toolkit For Object-Oriented Modeling For Planning And Acting, Mark Roberts, David H. Chan, Dana S. Nau, Jamie C. Macbeth

Computer Science: Faculty Publications

OOMPA is a partially implemented Python 3.13+ toolkit for modeling hierarchical planning domains as annotated Python classes, without writing a separate PDDL or HDDL domain file. State properties, actions, and hierarchical methods attach to domain classes via decorator syntax; OOMPA projects the resulting model into a flat dictionary of dictionaries, like the Pyhop family of planners. We describe OOMPA’s motivation and architecture as we demonstrate its use in a restaurant planning domain. There are many unrealized features, so we end with a discussion of limitations and future work.

Systematic Study On Preparation And Characterizations Of High Performance Bimetallic Pt-Co/Sba-15 Catalyst In N-Heptane Isomerization, Talib M. Albayati, Khalid A. Sukkar, Nisreen S. Ali, Mahir A. Abdulrahman, Basheer A. Abdulhussein, Issam K. Salih, Narges Elmi Fard

ASEAN Journal on Science and Technology for Development

Bimetallic catalysts were prepared by deposition of 1% of loading of (Pt-Co) onto SBA 15 support using heterogeneous reaction for enhancing hydroisomerization and promoting hydrocracking for the decomposition of n-heptane. The catalytic performance of the catalysts was subsequently evaluated thereafter. Characterization of the prepared catalysts was done by various techniques, which include XRD, FTIR, BETBJH, SEM/EDS, and TEM. The temperature range studied for this catalytic activity was 250 to 400 °C, at atmospheric pressure in a plug-flow reactor. The experimental setup kept a very rigorous control over the temperature, flow rate for the reactants, and pressure, while gas chromatographic techniques …

Design Of An Economic Order Quantity–Based Dashboard For Vaccine Packaging Inventory Management, Hadi Susanto, Susmitha Canny, Alexandra Elizabeth Callistha, Shakira Dwi Purwandari, Naila Davina Aurelia

ASEAN Journal on Science and Technology for Development

Background: Timely availability of vaccine packaging is critical to pharmaceutical supply chain reliability, as packaging materials play a key role in maintaining cold chain integrity during distribution. Inadequate availability of packaging materials can disrupt vaccine delivery even when finished vaccines are ready for shipment. The case company faces frequent delivery delays, insufficient safety stock, and irregular replenishment of vaccine packaging materials, which have jeopardized the organization’s target of achieving a 90% on-time delivery rate.

Objective: To design and evaluate an Economic Order Quantity (EOQ)–based inventory dashboard for vaccine packaging that standardizes ordering decisions and strengthens stock visibility in pharmaceutical distribution …

Analysis Of Multimodal Large Language Models On Visually-Based Questions In The Japanese National Examination For Dental Hygienists: A Preliminary Comparative Study, Yoshino Kaneyasu, Yuichi Mine, Yoshie Niitani, Tsuyoshi Taji, Saori Takeda, Ryohei Tokinaga, Hideo Shigeishi, Toshinobu Takemoto, Naoya Kakimoto, Takeshi Murayama, Kouji Ohta

Journal of Dental Sciences

Background/purpose The importance of oral health is globally recognized, which has increased the demand for qualified dental hygienists. This study assessed the performance of multimodal large language models (LLMs), on the Japanese National Examination for Dental Hygienists, focusing on their ability to answer visually-based questions and evaluating image-recognition capabilities. Materials and methods The 34th Japanese National Examination for Dental Hygienists (March 2025) supplied 213 multiple-choice questions (74 text-only, 139 visually-based). Five multimodal LLMs were tested: OpenAI o3-mini-high (o3-mh), ChatGPT-4.5 Preview (GPT-4.5), Gemini 2.0 Flash Thinking Experimental (Gemini 2.0), Gemini 2.5 Pro Experimental (Gemini 2.5), and Claude 3.7 Sonnet (Claude 3.7). …

When Are Foot Pursuits Really Necessary?: How Improved Policies Might Reduce Community Harm, Sharon R. Fairley

Public Law and Legal Theory Working Papers

Despite the widely accepted view that foot pursuits are inherently dangerous for both police officers and citizens, a minority of municipal police agencies have adopted policies that have the potential to minimize the risk of harm by limiting the circumstances in which police officers are permitted to pursue a subject on foot. This paper presents data related to foot pursuit incidents and existing foot pursuit policies. The paper documents that most existing foot pursuit policies are limited in their potential to reduce unwarranted deadly encounters because the guidance they provide requires officers to consider and weigh vague concepts in tense, …

Regulatory Design Choices For Ai: The What, The Who And The How, Aziz Z. Huq

Public Law and Legal Theory Working Papers

This chapter identifies three common design choices that must be made in the course of an effort to regulate artificial intelligence “AI”). By isolating the way in which those different sovereign regulators approach these choices in respect to AI, it is possible to evaluate more clearly the likely effects of regulation, and to better understand aspects of regulatory design that to date have been overlooked. First, the “what” of AI regulation is not just a matter of how “AI” is defined, but also which element of the technology stack is targeted by law: compute, data, or models. Second, the “who” …

Why Are Executions Becoming Crueler?, Deborah W. Denno

Faculty Scholarship

Since the modern death penalty era, this country’s six execution methods have become crueler over time. This article details the execution procedures adopted across death penalty states up to the end of 2025, analyzing their societal and cultural underpinnings and explaining how they were implemented, including their shared flaws, unscientific origins and protocols, and reliance on untrained, unqualified, or unknown executioners. While legislatures and courts claim that states move from one technique to the next to enhance greater humaneness, history shows that such switches are primarily propelled by constitutional challenges to a state’s particular technique. In theory, rendering a state’s …

The Surveillance Of System-Adjacent Individuals, Mariam A. Hinds

Faculty Scholarship

Although the Fourth Amendment protects against “unreasonable searches and seizures,” this right is not enjoyed by all people equally. Supreme Court jurisprudence has curtailed the Fourth Amendment privacy rights of individuals under probation or parole supervision. In this line of cases, the Court concluded that the government’s interest in monitoring supervisees, reducing recidivism, and promoting public safety outweighed their reasonable expectation of privacy.

However, surveillance mechanisms like probation and parole extend the criminal legal system’s carceral gaze beyond the supervisees and peer into the bedrooms and digital lives of their families, roommates, and communities, or who this Article calls system-adjacent …