Digital Commons Network^™

Dementia Detection In Low-Resource Languages: Evaluating Translation-Assisted Transfer Learning For Multilingual Clinical Assessment, Kylar A. Deloach

Honors Theses

Alzheimer's disease (AD) is a growing global health concern, with millions of people affected worldwide and cases expected to rise significantly in the coming decades. Early detection is critical for patient treatment and care, and recent advances in natural language processing (NLP) have shown promise in identifying linguistic markers associated with AD. However, most existing work has focused on English, leaving speakers of other languages with limited access to such tools. This study investigates how effective AD detection models trained on English data are at transferring to Greek, a low-resource language with limited dementia-related speech data available. We propose a …

Ai- Ready Assignments: Using Infographics To Translate Pedagogy Into, Kim Nehls

UNLV Best Teaching Practices Expo

I developed an AI teaching infographic assignment in a doctoral-level Seminar in College Teaching (EDH 780) that requires students to design their own original course assignment for any course that meaningfully integrates AI, and then they communicate the assignment visually through an infographic.

Predicting Epileptic Seizures From Eeg Signals Using Machine Learning, Hamzah Luqman, Galal M Binmakhashen, Hanan Alali, Marwa Alsleebi, Hamdi A. Al-Jamimi, Motaz Alfarraj, Shahid Bashir, Brent Hedgcock, Ali Mir, Raidah Albaradie

Neurosciences

Objective: To develop a machine learning-based model for predicting epileptic seizures by analyzing electroencephalogram (EEG) signals and classifying the interictal and preictal phases.

Methods: The EEG signals were analyzed in both the time and frequency domains using advanced feature extraction techniques. Three different machine learning approaches were employed, with special focus on long short-term memory (LSTM) networks. Features were extracted and classified to differentiate between seizure and non-seizure phases. The proposed models were evaluated using the publicly available CHB-MIT EEG dataset. The study was conducted between September 2022 and September 2024.

Results: Among the tested models, the LSTM-based approach using …

Epilepsy And Cluster C Personality Disorders: A Saudi Cross-Sectional Study, Mohammed A. Aljaffer, Ahmad H. Almadani, Ayedh H. Alghamdi, Mohammad N. Aljarba, Azzam A. Alotaibi, Mohammed A. Alorayyidh, Abdulaziz M. Alawwad, Rakan S. Alromayan, Faisal M. Alkhunein, Sohaila A. Alshimemeri, Bandar N. Aljafen

Neurosciences

Objective: Epilepsy is a neurological disorder with profound impacts on various aspects of life. It may lead to significant medical and psychiatric comorbidities, one of which is personality disorders (PDs). This study aims to assess the prevalence of Cluster C PDs among adult patients with epilepsy (PWE) at a tertiary care hospital in Riyadh, Saudi Arabia. Method: This cross-sectional study, conducted between January 2024 and April 2025, enroled 360 adult PWE using convenience sampling. The study tool included the Structured Clinical Interview for DSM Disorders criteria, along with additional demographic and epilepsy-related questions developed by the research team. Results: Cluster …

Motivational Interviewing Vs. Educational Handouts For Caregiver Smoking Cessation In Pediatric Asthma Patients: A Scoping Review, Michael Stefano, Hannah Marsh, Tracy Mcclinton, Dnp, Aprn, Ag-Acnp-Bc, Hget-C, Ebp-C

Doctor of Nursing Practice Projects

Secondhand smoke exposure can significantly worsen asthma outcomes in pediatric patients, leading to increased exacerbations and healthcare utilization. Caregivers can play a critical role in reducing secondhand smoke exposure, however sustained smoking cessation can be challenging to achieve. Two powerful healthcare interventions to assist in caregiver smoking cessation include motivational interviewing and educational handouts, however their compared effectiveness has not yet been fully reviewed. This scoping review compared the effectiveness of motivational interviewing and educational handouts in promoting smoking cessation among caregivers of children hospitalized for asthma exacerbations over the course of 90 days.

From Pages To Practice: Course Design For Integrative And Connected Learning, Prutha Deshpande

UNLV Best Teaching Practices Expo

The poster provides resources for the design of courses to incorporate considerable reading, paired with purposeful activities and reflection questions that deepen understanding of key points of learning, support knowledge transfer, and encourage dialogue and connection.

“Finding From The Field”—An Approach To Encourageexperiential And Epistemological Reflection, Julian Kilker

UNLV Best Teaching Practices Expo

The “Findings from the Field” teaching practice asks students to document and analyze experiences, locations, or artifacts encountered outside the classroom. While traditional field trips emphasize experiential learning by, ideally, linking course concepts to real-world experiences, this “Findings from the Field” approach extends this model through epistemological reflection guided by annotating observations. Students are prompted to consider not only what they observe, but how they know what they know, encouraging metacognition about observation, experience, and empirical research.

Facilitating Freirean Pedagogy And Asset-Based Learning In An Asynchronous Environment In A Doctoral Public Health Course, Manoj Sharma, Liliana Davlos, Sharmistha Roy

UNLV Best Teaching Practices Expo

The Department of Social and Behavioral Health offers an asynchronous course, Advanced Applications of Social and Behavioral Theories (HED 762), to doctoral students in public health. In this course, commonly used behavior and social change theories are taught. One such theory is the Freirean theory of adult education, which emphasizes dialogue, critical conscientization, praxis, transformation, and critical consciousness. The instructor of this course uses a variety of methods to imbibe this pedagogy that comprise (a) the use of the fourth-generation multi-theory model (MTM) of health behavior change to motivate students, (b) Freirean dialogue in the Canvas discussion forum with students …

Psychedelic Research In The Modern Day: Good Or Bad?, Shane Miller

Mechanical Engineering Student Research

This work is about the usage/safety of psychedelic substances, and I explain whether they are good or bad in terms of other drugs, such as alcohol.

Test-Retest Reliability And Internal Consistency Of The Occupational Resilience Measure (Orm 1.0), Bernard A. Muriithi, Milan Bimali, Kara Gore

Occupational Therapy Faculty Scholarship

Background: The Occupational Resilience Measure (ORM 1.0) is a 20-item, multidimensional self-report tool for measuring occupational resilience, a construct defined as an individual’s ability to persist in performing occupations despite barriers. Objective: This study evaluated test-retest reliability and internal consistency and explored the extent to which ORM 1.0 is a reliable measure across a diverse range of activity types. Methods: Ninety-four participants completed the test and retest measurements within a 2- to 3-week period. A total of 202 activities were included in the analysis, grouped into leisure (LE) [94], productivity (PD) [35], and self-care (SC) [73]. Findings: The …

Vo: The Vaccine Ontology, Jie Zheng, Asiyah Yu Lin, Anthony Huffman, Anna Maria Masci, Rebecca Racz, Guanming Wu, Kallan Roan, Edison Ong, Sirarat Sarntivijai, Joy Hu, Eliyas Asfaw, Hayleigh Kahn, Xingxian Li, Xumeng Zhang, Joshua Monickaraj, Nilufer Kosar, Jianfu Li, Warren Manuel, Rashmie Abeysinghe, Hasin Rehana, Benu Bansal, Yuanyi Pan, Jinjing Guo, Virginia He, Justin Song, Andrey I Seleznev, Katelyn Hur, Anna He, Alexander Davydov, Qi Yang, Anna Ostropolets, Randi Vita, Bjoern Peters, Alan Ruttenberg, Alexander D Diehl, Charles Tapley Hoyt, Paola Roncaglia, Rachael P Huntley, Richard H Scheuermann, Melanie Courtot, Thomas Todd, Samantha Sayers, Fang Chen, Xinna Li, Feng-Yu Yeh, Zuoshuang Xiang, Arzucan Ozgur, Patricia L Whetzel, Mark A Musen, Christopher J Mungall, Wolfgang W Leitner, Licong Cui, Lesley A Colby, Harry L T Mobley, Brian D Athey, Gilbert S Omenn, Lindsay G Cowell, Cui Tao, Junguk Hur, Barry Smith, Yongqun He

Faculty, Staff and Student Publications

Vaccines are widely used in both research and clinical settings. To facilitate FAIR data practices, we urgently need to standardize vaccine representation, integrate information across diverse vaccine types, and support computer-assisted reasoning. Accordingly, we have since 2007 developed the community-based Vaccine Ontology (VO), which aligns with the Basic Formal Ontology and adheres to OBO Foundry principles. VO ontologically models vaccines, vaccine components, vaccine immune responses, vaccine investigation studies and other vaccine-related topics. VO represents more than 10,000 vaccines targeting 289 infectious pathogens and cancers in humans and over 30 nonhuman animal species. VO provides mappings to external resources such as …

Knowledge Gaps In High-Energy Sacral Fracture Treatment And Management, Ashraf N. El Naga, Marko H. Neva, Ahmed Abdelazim Hassan, Gregory D. Schroeder, Mohammad El-Sharkawi, Sebastian F. Bigdon, Andrei F. Joaquim, Klaus Schnake, Richard Bransford, Emre Yilmaz

Rothman Institute Papers

High-energy sacral fractures (HESF) are often challenging injuries due to the location of the sacrum at the junction of the spine and pelvis, the complex biomechanics of the pelvic ring and the wide spectrum of injury patterns, which make treatment standardization challenging. Despite advances in classification systems - particularly the AOSpine Sacral Injury Classification - significant gaps remain in understanding optimal management. To review and discuss the management and identify knowledge gaps related to HESF. A narrative review of the literature was conducted, focusing on five domains: 1. Relative instability and biomechanics affected in different injury patterns; 2. The significance …

Perceptions Of Instructional Accommodations Among Nursing Students With Information Processing Disorder, Imaobong Aliyu

Walden Dissertations and Doctoral Studies

Instructional accommodations in nursing education often emphasize testing adjustments, while classroom-based instructional support for students with information processing challenges remains underexamined. This descriptive qualitative study explored pre-licensure nursing students’ perceptions of instructional accommodations for students with information processing disorders in Southern California. Guided by humanistic learning theory, the study addressed the research question: What are the perceptions of instructional accommodations in the classroom setting among pre-licensure nursing students with information processing disorders? Seven pre-licensure nursing students participated in semistructured Zoom interviews. Data were analyzed using an inductive process consistent with Saldaña’s analytic approach. Analysis revealed one overarching theme- Instructional accommodations …

Cyanosis-Associated Coagulopathy In Neonates Undergoing Cardiopulmonary Bypass: A Scoping Review, Lily Crickmar

Student Works

2. Structured summary:

A. Background: Patients with cyanotic congenital heart disease exhibit coagulation abnormalities related to chronic hypoxemia, which may increase the risk of bleeding and thrombosis, particularly during cardiopulmonary bypass.

B. Objective: This scoping review mapped the existing literature on coagulation disturbances and perioperative hemostatic outcomes in pediatric patients with cyanotic congenital heart disease.

C. Methods: 14 studies meeting the inclusion criteria were identified through structured database searching. The data were collected and synthesized descriptively due to heterogeneity in study design, patient populations, and coagulation assessment methods.

D. Results: Across studies, cyanotic patient physiology was associated with platelet dysfunction, …

Intraoperative Aspiration Risk Reduction Of Diabetic Patients Through Gastric Ultrasound: A Scoping Review, Dakota Sellers Bsn, Rn, Kristy Speight Bsn, Rn, Ginger Chastain Bsn, Rn, Tyler Stone Bsn, Rn, Claudia Bursi Bsn, Rn, Laura Reed Dnp, Aprn, Fnp-Bc, Cne, Fnap, Margaret Harvey Phd, Acnp-Bc, Fhrs

Doctor of Nursing Practice Projects

Purpose/Background

Patients with diabetes mellitus are significantly more prone to delayed gastric emptying, which can increase their risk for aspiration events in the operating room despite following standard fasting guidelines set by the American Society of Anesthesiologists (ASA). Using point-of-care gastric ultrasound, trained providers can quickly and accurately evaluate gastric volumes and risk-stratify patients based on these findings. However, these methods have not been clearly assessed in the diabetic population. The purpose of this scoping review is to map the existing evidence on the use of gastric ultrasound findings among adult patients with diabetes undergoing anesthesia.

Methods

A scoping review …

Evaluation Of A Wearable Wireless Respiratory Monitoring System (Rms) For Detecting And Predicting Clinical Deterioration, Shreya Kolipaka, Jeffrey I. Joseph, Do

Student Papers, Posters & Projects

Introduction & Objectives

- Mortality within 30 days after major surgery is the third leading cause of death worldwide.¹

- Post-operative adverse events leading to mortality include pneumonia, respiratory failure, sepsis, kidney failure, pulmonary embolism, and major cardiac events.^2,3

- Early warning signs of clinical deterioration are commonly missed due to infrequent clinical assessments, delaying timely diagnosis and intervention.^2,4

- On the general hospital floors, vital signs are monitored every 4 to 8 hours, suggesting patients could be unmonitored 96% of their hospital stay.¹

- Changes in respiratory rate (RR) are the earliest and most sensitive …

Associations Of Regional White Matter Hyperintensities Severity With Different Visual Rating Scales And Domain-Specific Cognitive Impairment, Xiaolu Zheng, Sipei Pan, Yi Man, Zhenghao Shi

Neurosciences

Objective: To explore the association between regional white matter hyperintensities (WMHs) severity and domain-specific cognitive impairment.
Methods: We analyzed 95 WMHs patients retrospectively and evaluated cognitive function. We quantified regional WMHs severity using the Scheltens Rating Scale (SRS) and Cholinergic Pathways Hyper intensities Scale (CHIPS). According to the regional WMHs scores, we divided the patients for intergroup comparisons of WMHs severity with domain-specific cognitive scores via the nonparametric Wilcoxon rank-sum test.
Results: Neither the SRS nor the CHIPS total scores showed statistically correlation with cognitive scores (p > 0.05). However, in the bands lateral ventricles of periventricular hyperintensities …

Comparison Of Free-Hand Technique And Neuronavigation In Intraventricular Shunt Catheter Placement, Ümit Kocaman, Durmuş O Karakoyun, Emre Çavuşoğlu

Neurosciences

Objective: To compare the accuracy and clinical outcomes of proximal catheter placement using neuronavigation guidance versus the traditional free-hand technique in patients undergoing ventriculoperitoneal shunt (VPS) surgery. Methods: We performed a single-surgeon, before–after cohort study: free-hand cases (2013–2019) and neuronavigation cases (2020–2024). Ethics approval was obtained (İzmir Bakırçay University; Approval No. 2407; 20 Aug 2025). The primary endpoint was a composite of first-attempt ventricular entry and absence of postoperative day-1 (POD1) Grade-3 malposition. Secondary endpoints included grades, 12-month proximal tip dysfunction, and operative duration. Results: Fifty-two patients were included (neuronavigation N = 24; free-hand N = 28). Composite success was …

Science First, Formatting Second: Is It Feasible To Adopt A Free-Format Submission Policy?, Anas Alyazidi

Neurosciences

No abstract provided.

Protein Intake In Children With Cerebral Palsy: A Narrative Review Highlighting The Implications Of Protein Intake On Muscle Mass, Growth, And Overall Nutritional Status, Manar Waleed Simbawa, Sheikha Nasser Alqahtnai

Neurosciences

Children with cerebral palsy experience nutritional challenges that affect protein intake and may contribute to poor muscle mass and growth faltering. Since protein plays a major role in preserving muscle mass and supporting growth, ensuring adequate intake is critical. A comprehensive literature search was conducted for observational studies published between 2006 and 2025. The reviewed studies results were grouped into: [1] Protein intake, with values ranging from 0.66 to 4.1 g/kg/day, with higher intake observed among ambulatory or orally fed children, [2] Nutritional Status and Body Composition, as reduced muscle was reported in children with severe motor impairment, and [3] …

Role Of Bevacizumab In Multiple Glioblastomas: A Retrospective Single-Center Analysis, Yongrui Zhao, Yidong Chen, Leiming Wang, Ye Cheng, Feng Yan, Jiankun Xu

Neurosciences

Objective: To explore the prognostic factors of multiple glioblastomas (M-GBMs) and the role of bevacizumab (BEV) in M-GBMs. Methods: 162 patients treated for primary glioblastoma (GBM) from 2020 to 2024 were retrospectively reviewed. Kaplan–Meier analysis was performed to compare progression-free survival (PFS) and overall survival (OS) between the single glioblastoma (S-GBM) group and the M-GBMs group. Independent predictors of OS among M-GBMs patients were evaluated via multivariable Cox regression analysis. Results: 116 patients had S-GBM, and 46 had M-GBMs. Compared with S-GBM patients, M-GBMs patients had poorer PFS (6.5 vs. 11 months, p<0.001) and OS (15.5 vs. 21 months, p=0.005). In the M-GBMs group, based on the RANO resection criteria, both univariable analysis and multivariable Cox models confirmed that the extent of resection, use of radiotherapy and chemotherapy, p53 overexpression, and use of BEV were all factors that significantly influenced OS. Specifically, the use of BEV prolonged OS from 12 months to 19.5 months (p = 0.017). From the initiation of BEV therapy, the median PFS was 5.5 months (95% CI 4.45–6.56 months), and the median survival was significantly longer than in those who did not received BEV (10 vs. 3 months, p = 0.021). Conclusion: The extent of resection, radiotherapy/chemotherapy, p53 …

Quality Improvement Project: Impact Of An Escape Room Simulation Tool On Nursing Confidence, Farren M. Moore

Doctor of Nursing Practice Projects

This quality improvement project aims to address the need for innovative teaching strategies to meet the demands of licensure exams and the increasing complexity of patient care. Evidence supports simulation-based learning as an effective method to enhance critical thinking and clinical judgment; however, faculty members lack confidence in implementing innovative strategies in their courses. The purpose of this project is to determine whether a standardized escape room simulation tool would impact faculty’s self-confidence in developing and implementing simulation-based activities. Guided by the National League for Nursing (NLN) Jeffries Simulation Theory and Lewin’s Change Theory, the project evaluates the change in …

The Relationship Between Obesity Among Children And Adolescents With Dietary Intake And Physical Activity: A Scoping Review, Devi Dwi Yolani, Tania Okta Wardhani, Rani Aqilah Ni’Matul Maula, Almira Sitasari, Tri Siswati

Indonesian Journal of Public Health Nutrition (IJPHN)

Childhood and adolescent obesity remain a significant public health issue worldwide. This review summarizes research on the relationship among obesity, physical activity, and diet. This study aims to investigate the relationship between children's and adolescents' obesity, their physical activity levels, and diet. A scoping review was conducted by assessing 81 research journal articles from 2014 to 2023 from electronic databases such as Google Scholar and PubMed. The search strategy used Boolean operators as follows: (“child*” OR “adolescent”) AND (“obesity”) AND (“diet” OR “food intake”) AND (“physical activity”), selected based on the inclusion criteria of children and adolescents aged 1-18 years …

Reinforcement Learning Improves Llm Accuracy And Reasoning In Disease Classification From Radiology Reports, Yishu Wei, Yi Lin, Adam Flanders, George Shih, Yifan Peng

Department of Radiology Faculty Papers

Accurate disease classification from radiology reports is essential for many applications. While supervised fine-tuning (SFT) of lightweight LLMs improves accuracy, it can degrade reasoning. We propose a two-stage approach: SFT on disease labels followed by Group Relative Policy Optimization (GRPO) to refine predictions by optimizing accuracy and format without reasoning supervision. Across three radiologist-annotated datasets, SFT outperformed baselines and GRPO further improved classification and enhanced reasoning recall and comprehensiveness.

Comparison Of Chatgpt, Claude Ai, And Dental Students In The Detection Of Artifacts On Panoramic Radiography, Elif Çeçen Erol, Ceren Aktuna Belgin, Gözde Serindere, Kaan Gunduz

Journal of Dentistry Indonesia

Background: Accurate radiographic diagnosis requires images obtained with proper technique. Artifacts are unwanted irregularities or densities not produced by the primary X-ray beam and may obscure anatomical details in radiographic images. This retrospective study aimed to evaluate the performance of ChatGPT, Claude AI, and intern dental students in detecting artifacts in panoramic radiographs (PRs).

Methods: Between January and December 2024, panoramic radiographs of 40 patients containing 74 artifacts (motion, mispositioning, airway/soft tissue, and foreign body/metal artifacts) were retrospectively evaluated. The artifact detection performance of ChatGPT-4.0, Claude AI 3.5 Sonnet, and intern dental students was subsequently evaluated and compared …

Adherence To Malaria Treatment And Its Associated Factors: A Narrative Review, Lafie Urwatul Wutsqo, Eli Halimah, Sofa Dewi Alfian

Pharmacology and Clinical Pharmacy Research

Malaria is an infectious disease that remains a global health concern, particularly in Asia and Africa. The success of malaria medication largely depends on patients' adherence to the prescribed therapeutic regimen. This article aims to identify the level of adherence to malaria treatment and the factors that influence it, based on observational studies. A narrative review was conducted using the PRISMA approach, involving 12 articles published between 2019 - 2023 from various countries. The results indicate that adherence levels vary widely, ranging from 15.6% to 93.31%, depending on respondent characteristics and the intervention strategies implemented. Factors influencing adherence include patient-related …

Dexmedetomidine As An Adjuvant In Intrathecal Anesthesia Vs. Opioids - Evaluating Adverse Events: A Scoping Review, Autumn Holloman Bsn, Rn, Paige Blackstock Bsn, Rn, Rasmia Ibrahim Bsn, Rn, Chase Logan Bsn, Rn, Hunter Turner Bsn, Rn, Dwayna Accardo Dnp. Crna, Faana, Laura Reed Dnp, Aprn, Fnp-Bc, Cne, Fnap

Doctor of Nursing Practice Projects

Purpose/Background 

Spinal anesthesia is widely used in surgical practice because it provides effective anesthesia and analgesia while reducing the need for intravenous anesthesia. Opioids are commonly used as intrathecal adjuvants; however, their use is associated with adverse effects such as pruritus, postoperative nausea and vomiting (PONV), urinary retention, and respiratory depression. Dexmedetomidine, a selective α2-adrenergic agonist, has gained attention as an alternative to opioids due to its sedative and analgesic properties without the opioid side effect profile. This scoping review evaluates current evidence comparing intrathecal Dexmedetomidine and opioids as adjuvants to spinal anesthesia in adult surgical patients.

Methods

A scoping …

Balanced Scorecard In Healthcare Facilities: A Ten-Year Review Of Strategies To Improve Organizational Effectiveness, Larasati Tunggadewi, Sofa Dewi Alfian, Auliya A Suwantika

Pharmacology and Clinical Pharmacy Research

The Balanced Scorecard (BSC) has increasingly been adopted as a strategic performance management framework within healthcare organizations. Evidence from the past decade shows varied implementation outcomes, shaped by institutional readiness, leadership commitment, and the maturity of health information systems. This narrative review synthesizes findings from 47 scientific articles selected through a systematic screening process, covering studies conducted in hospitals, primary health centers, and pharmacy units in Indonesia, Morocco, Iran, China, and other countries. The studies employed case study and descriptive cross-sectional designs using both quantitative and qualitative approaches. Overall, BSC implementation contributed to improvements in service performance across the financial, …

Exploring Protein-Protein Interactions: A Promising Avenue For Biomarker And Anti-Tb Drug Development, Rajwa Dwifauza Suryanto, Maritsa Widati Aqila Rumawan, Imam Adi Wicaksono

Pharmacology and Clinical Pharmacy Research

In 2023, tuberculosis (TB) reached its highest incidence with 8.2 million new cases reported by the World Health Organization (WHO). The virulence of Mycobacterium tuberculosis (MTB) is strongly governed by protein-protein interactions (PPIs) that regulate essential processes such as cell wall biosynthesis, immune evasion, and persistence. This study aims to map and analyze the mechanisms of key PPIs in MTB using a scoping review approach. Data was retrieved from PubChem and related literature with the keyword ``PPIs Network TB''. Our findings highlight crucial PPI-driven mechanisms, including the role of DprE1/DprE2 in arabinogalactan synthesis, VapB4/VapC4 in stress response and self-toxicity, ESX-1 …

A Systematic Review And Meta-Analysis Finds That Psychological Well-Being Predicts All-Cause Mortality Independently Of Psychological Ill-Being., Max Genecov, David Yeager

Department of Psychiatry and Human Behavior Faculty Papers

BACKGROUND: Does psychological well-being (e.g. life satisfaction, happiness, meaning in life) predict the length of a person’s life, or are measures of well-being simply assessing the absence of ill-being (depression, loneliness, sadness) and are therefore redundant with ill-being measures? Individual studies have examined this question by measuring and controlling for both well-being and ill-being, but inconsistent findings have been reported. METHODS: A systematic review and random-effects meta-analysis was conducted on the literature of prospective longitudinal studies linking all-cause mortality to well-being. Studies that controlled for ill-being were compared to studies that did not control for ill-being to identify the unique …