Digital Commons Network^™

Machine Learning-Based Prediction Of Proximal Junctional Pathology After Adult Spinal Deformity Surgery: A Systematic Review And Diagnostic Test Accuracy Meta-Analysis, Shaan Patel, Shiva A. Nischal, Yi Hein Chai, Kush M. Kale, Kevin Hines, Joshua Pelta-Heller, Jack Jallo, James S. Harrop, Srinivas K. Prasad

Department of Neurosurgery Faculty Papers

BACKGROUND: Proximal junctional kyphosis (PJK) and failure (PJF) remain challenging and incompletely predictable adverse event following adult spinal deformity (ASD) surgery. Machine learning (ML) models have been proposed to improve risk stratification, but performance varies and clinical applicability remains uncertain. A systematic review and diagnostic test accuracy meta-analysis was performed to synthesize the predictive performance of ML-based models for proximal junctional pathology after ASD surgery.

METHODS: PubMed, Embase, and CENTRAL were searched from inception to February 2026. Studies developing or validating ML models predicting PJK or PJF following ASD surgery were included. Diagnostic performance was synthesized using random-effects models, pooling …

Involuntary Medication Administration Review: A Historical Look At New Jersey Psychiatric Law And Its Significance, Casey Burke, Joon Min Chun D.O., Ramya Kommidi D.O., Salvatore Montana Messina D.O.

Rowan-Virtua Research Day

The legal and ethical evolution of involuntary psychiatric medication in New Jersey has been shaped through the landmark legal cases Rennie v. Klein and Brandt v. Monte. To this effect, this poster explores how each case shaped state hospital policy and the balance between patient autonomy and clinical judgment. Rennie v. Klein (1978) established a constitutional right for involuntarily committed patients to refuse psychotropic medication, except in emergencies or with due process safeguards. Decades later, Brandt v. Monte (2006) exposed flaws in New Jersey’s administrative procedures—particularly Administrative Bulletin 78-3—which permitted coercive practices under the guise of emergency treatment and lacked …

X-Ray Versus Ct For Femoral Landmark Identification: A Systematic Review And Meta-Analysis, Akash B. Patel, Marzieh Saeedi-Hosseiny, Mohammad Abedin-Nasab

Rowan-Virtua Research Day

Background Accurate femoral bone landmark identification is essential for orthopedic surgical planning, deformity correction, and fracture risk assessment. Radiography offers accessibility and low cost, while CT provides superior spatial resolution and three-dimensional visualization. Despite technological advances, no quantitative synthesis has compared these modalities specifically for femoral landmark identification.

Hypothesis CT provides superior measurement accuracy and interobserver reliability compared to radiography for femoral bone landmark identification.

Methods Following PRISMA 2020 guidelines, Embase, Scopus, and PubMed were searched from 2015-2025. Studies comparing radiography and CT for femoral landmark identification with quantitative outcomes were included. Dual-reviewer screening of 604 records yielded 27 studies …

A Case Of Successful Survival In A High-Risk Elderly Patient With Copd After Endotracheal Intubation, Julia Cueto Oms-Ii

Rowan-Virtua Research Day

Exacerbations of chronic obstructive pulmonary disease (COPD) leading to acute respiratory failure (ARF) is one of the major causes of mortality worldwide, thus typically having poor outcomes. Risk factors such as the need for invasive mechanical ventilation (IMV), severity of disease, comorbidities, and increased age are predictors of increased mortality rates in COPD patients. Noninvasive ventilation (NIV), like bilevel positive airway pressure (BiPAP) or high flow nasal cannula (HFNC), is the initial standard of care for acute exacerbations of COPD. However, longer periods of NIV and failure of NIV therapy can lead to delayed endotracheal intubation and higher mortality rates. …

Unmasking Neurosyphilis: A Psychotic Presentation With A Hidden Cause, Fazal Choudhary Do, Lalitya Karra Do

Rowan-Virtua Research Day

No abstract provided.

Barriers To Asthma Management And Specialty Care Among Low-Income Families In South Jersey, Sally Park, Courtney Ray-Fofana, Christal Onwuegbule

Rowan-Virtua Research Day

Asthma is a chronic respiratory condition that remains a significant public health concern, particularly among low-income and underserved populations. This poster presents a focused review of existing literature and publicly available data to examine barriers to asthma management and access to specialty care in South Jersey, with emphasis on counties such as Camden, Atlantic, and Cumberland.

Data were synthesized from sources including PubMed, the New Jersey Department of Health, and the National Institutes of Health to evaluate asthma prevalence, disease burden, and the impact of social determinants of health. Current estimates suggest that approximately 8.8%–9.0% of adults in New Jersey …

Shopping Cart–Related Injuries In Children: Brief Clinical Review And Public Health Implications, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Shopping cart–related injuries represent a common yet underrecognized mechanism of pediatric trauma. National estimates suggest approximately 24,000 children annually are treated in U.S. emergency departments for shopping cart–related injuries, with falls accounting for the majority of cases. Younger children, particularly those under 5 years of age, are disproportionately affected, and head and facial injuries predominate.

Objective:

To provide a concise clinical and public health review of shopping cart–related pediatric injuries, with emphasis on epidemiology, injury patterns, and opportunities for prevention within emergency department practice.

Methods

Narrative review of national injury surveillance data, prior epidemiologic studies, and consumer safety guidance addressing …

The Epidemiology Of Sledding Injuries: Clinical Patterns And Public Health Prevention Strategies, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Background: Sledding is a widely enjoyed winter recreational activity among children and adolescents. Although commonly perceived as low risk, sledding can result in extremity fractures, head injuries, and collision-related trauma. Emergency Departments frequently encounter sledding injuries during winter months, providing both clinical insight and opportunities for injury prevention counseling. An estimated 20,000–30,000 sledding-related injuries occur annually in the United States, most involving children and adolescents.

Objectives: To describe patterns of sledding injuries presenting to the Emergency Department and highlight practical safety recommendations physicians can communicate to families.

Methods: Conceptual review integrating Emergency Department observational experience with published literature on pediatric …

A Systems-Based Approach To Supporting Resident Scholarly Productivity: Building A High-Throughput Academic Pipeline In Emergency Medicine Residency Training Through Poster Development Apprenticeship, James Espinosa, Alan Lucerna, Robin Lahr, James Lee, Swet Patel, Henry Schuitema

Rowan-Virtua Research Day

Background: Many residency programs require scholarly output; however, consistent and high volume production of posters and publications can be challenging. Anecdotal evidence from a variety of programs suggests variability in outcomes across programs, often influenced by differences in mentorship, structure, and available scholarly infrastructure. Objective: To describe a reproducible, systems-based model for generating high-volume resident scholarly output through alignment of expectations, culture, infrastructure, and faculty engagement. Methods and Conceptual Model: We outline a multi-domain framework derived from sustained programmatic experience, incorporating structural requirements, leadership alignment, cultural reinforcement, workflow standardization, and active faculty participation. The model is supported by practical tools …

Effects Of Vaccine Refusal On Adherence To Well-Child Visit Schedule In A Pediatric Population, Arshia Anand, Clare Stephens, Nicole Streeks-Wooden

Rowan-Virtua Research Day

Background: Hepatitis B (Hep B) vaccination at birth is a critical strategy for preventing both perinatal and horizontal transmission of the Hep B virus1 . Unfortunately, refusal of the birthdose vaccine has increased and is associated with subsequent vaccine refusal at 18 and 24 months2 . This trend raises significant concerns, that families who refuse the Hep B vaccine at birth may also engage less frequently in preventive pediatric care. However, the impact of this association on adherence to routine well-child (WC) visits remains unclear.

Hypothesis: Refusal, or incomplete uptake of the Hep B vaccine series is associated with decreased …

Assessing The Utilization Of Emergency Departments For Primary Care Services In Southern New Jersey, Joshua James Novello, Sheila Joazile, Mohammad Isa

Rowan-Virtua Research Day

Background: Primary care (PC) is essential to proactive, comprehensive, and preventative care that can improve patient outcomes. One-third of emergency department (ED) visits are for non-emergency care that can be appropriately treated by a PC provider. In New Jersey, more than $400 million is spent annually on avoidable ED visits. Decreasing the total PC treatable ED visits per year will improve the quality of care and decrease costs. New Jersey’s PC spending, based on total health spending, is one of the lowest in the country. Demographic and socioeconomic factors in the Social Vulnerability Index (SVI) examine potentially preventable ED …

De-Epithelialization Versus Pedicle De-Skinning In Reduction Mammoplasty: Comparative Outcomes From The Literature, Samantha Fry, Karina Vizzoni

Rowan-Virtua Research Day

Background- Reduction mammoplasty treats symptomatic macromastia. A key step involves pedicle preparation before breast mound reconstruction. Two main techniques include: De-epithelialization: Removes epidermis, preserves dermis, De-skinning: Excises both epidermal and dermal layers. Evidence comparing surgical outcomes between these techniques is limited.

Hypothesis- De-epithelialization will result in fewer vascular complications but longer operative times than de-skinning; thus, superiority depends on case selection.

Methods- A literature review identified studies on skin removal techniques in breast reduction mammoplasty.

Results- De-skinning was faster than de-epithelialization, though energy-assisted modalities were fastest. Nipple–areola complex (NAC) ischemia and necrosis rates were low across all methods. Superficial de-epithelialization …

Examining A Positive Variation Of The Good Behavior Game With Head Start Children At Risk For Child Adversity And Externalizing Behavior Problems., Alexandra Gibson, Courtney P D Goldenberg, Malinda J. Colwell, Amelia E. Talley, Joaquín Borrego, Adam T. Schmidt

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: Children participating in the Head Start program in the United States are predominantly from underserved groups, have increased rates of child adversity, and are at risk for externalizing behavior problems in the classroom. The Good Behavior Game (GBG) is an effective classroom management strategy for reducing disruptive and off-task classroom behaviors. However, previous research has not examined the GBG within the Head Start context.

METHODS: The current case-controlled study evaluated the effectiveness of the GBG in six Head Start children aged 3-5. Researchers conducted daily classroom behavioral observations of disruptive behaviors, and teachers completed pre- and post-treatment assessments of …

Comparison Of Ecg Features, Cardiac Biomarkers, And Clinical Outcomes In Three Waves Of Hospitalized Covid-19 Pneumonia Patients With Cardiovascular Events, Yuchen Han, Jahnavi Sunkara, Tshura S Ali, Harideep Samanapally, Vidyulata Salunkhe, Fnu Deepti, Emma C. Huang, Justin J. Huang, Maiying Kong, Jiapeng Huang

The University of Louisville Journal of Respiratory Infections

Background

Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) is a rapidly evolving virus that can severely impact the cardiovascular system. With new variants, it is important to characterize wave-specific (defined by dominant circulating variants) clinical changes.

Methods

A multi-center retrospective cohort study of patients hospitalized with SARS-CoV-2 community acquired pneumonia at eight adult acute-care hospitals in the city of Louisville, KY was conducted. Patients hospitalized with Coronavirus Disease 2019 (COVID-19) community acquired pneumonia who experienced a cardiovascular event between March 2020 and July 2022 were included in this analysis. Variant assignment was based on temporal prevalence rather than genomic confirmation, and …

Improving Emergency Department Throughput: Implementation Of A Nurse-Driven Protocol In Pediatric Fast-Track Patients Presenting With Fever, Kerrigan A. Teeple

Evidence-Based Practice Project Reports

Overcrowding in the emergency department presents significant operational challenges and is associated with adverse patient outcomes (Gottlieb et al., 2020). Despite throughput initiatives, increasing patient acuity and rising census levels continue to strain emergency department efficiency. This quality improvement project evaluated whether implementing a fever-reduction standing order protocol could reduce door-to-provider and door-to-disposition times for pediatric fast-track patients presenting to the emergency department. A review of evidence across 6 databases identified nurse-initiated standing orders as a best-practice strategy to expedite care, improve throughput, and reduce delays in disposition. Guided by this evidence, a standing order protocol for acetaminophen administration was …

Barriers To Palliative Care Access In Rural South Dakota: A Policy And System-Level Analysis, Harshavardhan Kadarkaraisamy

Honors Thesis

Palliative care improves the quality of life for people living with serious illness. It helps by addressing symptoms, improving communication, and providing mental, physical, and spiritual support. However, in South Dakota access to palliative care is limited in rural areas. These challenges include geographic isolation, workforce shortages, healthcare infrastructure, reimbursement, and misunderstandings about palliative care. This thesis examines the key policy barriers that limit access to palliative care in rural South Dakota. This work involves engaging with South Dakota-specific literature, rural health research, policy sources, community education, telehealth expansion, and policy reform. By focusing on the rural context of South …

Falling Star Program: A Visual Cue Intervention To Reduce Falls In Long-Term Care, Maggie Shanahan

Evidence-Based Practice Project Reports

Falls among older adults in skilled nursing and long-term care settings remain a leading cause of injury, functional decline, and increased healthcare utilization, contributing significantly to morbidity and mortality in this population (Centers for Disease Control and Prevention [CDC], 2023; Agency for Healthcare Research and Quality [AHRQ], 2022). The primary purpose of this project aimed to implement and evaluate a structured visual cue–based fall prevention intervention to reduce fall rates among high-risk residents in a long-term care facility in Northwest Indiana. The project included 23 participants aged 65 years and older who were identified as high risk for falls. Using …

Increasing Medication Adherence In Those With Hypertension, Holly Kimiecik

Evidence-Based Practice Project Reports

Hypertension is a chronic condition characterized by persistently elevated blood pressure and remains a significant contributor to morbidity and mortality in the United States. According to the Centers for Disease Control and Prevention (2024), approximately 47.7% of U.S. adults have hypertension, yet only about one in five achieve blood pressure control below 130/80 mm Hg. Medication adherence plays a critical role in managing hypertension and preventing complications. Adults aged 18 years and older prescribed antihypertensive medications from a primary care clinic in Valparaiso, Indiana, participated in this six-week quality improvement intervention. Evidence from a comprehensive literature review supports combining patient …

Cystic Fibrosis Mental Health And Wellness Questionnaire - Factors And Properties Of A Comprehensive Cf-Specific Self-Report Measure, C. Virginia O'Hayer, Patrick J. Smith, Max J. Genecov, Christopher F. Drescher, Heather Bruschwein, Chelsi N. Nurse, Katherine Lawliss, Darcy C. Esiason, Gunnar H. Esiason

Department of Psychiatry and Human Behavior Faculty Papers

BACKGROUND: Existing mental health self-report measures have been criticized for over-simplification, lack of CF-specific focus, susceptibility to measurement reactivity bias, and conflation of symptoms of anxiety and/or depression with CF-related symptoms and/or treatment side effects. The CF Mental Health and Wellness Questionnaire (CFMHWQ) is a 25-item measure assessing CF-specific mental health burden symptoms.

METHODS: To examine common underlying factors contributing to scores on the CFMHWQ, principal component analysis (PCA) was conducted of all 25 items. We conducted cross-validation of CFMHWQ principal components, examining unadjusted correlations between each principal component, demographic characteristics (age and biological sex), negative affect (mean rank global …

The Meaning Of Physical Activity In The Context Of Health Sciences: A Concept Analysis, Martín G. Farinola

International Journal of Physical Activity and Health

Physical activity has been defined in numerous ways. Thus, this study aimed to conduct a concept analysis of the existing physical activity definitions in the health sciences literature to evaluate its conceptual precision and assess the need for a revised or novel concept better suited for this domain. The concept analysis was accomplished using tools derived from philosophical semantics. The analysis identified six definitions that explicitly state what physical activity is with sufficient clarity to allow for conceptual examination. The findings indicated that these definitions frequently merge the concept of physical activity with its contextual attributes. To address these semantic …

Timing Isn't Everything: Rethinking Mortality Risk In Type A Aortic Dissection Surgery, Anna H Xue, Joseph S Coselli

Faculty, Staff and Students Publications

No abstract provided.

Cpt1a Loss Promotes Lung Metastasis In Immune-Competent Mice Via A Mechanism Of Mtdna Release And Chronic Activation Of Sting Pathway, Xiaoyong Wang, Shu-Ting Chou, Yoonha Hwang, Jin Chen, Deanna N Edwards

Faculty, Staff and Students Publications

The metastatic progression of breast cancer involves complex interactions between tumor cells and immune cells, including T cells that exert cytotoxic pressure to limit metastasis. Tumor cells reprogram their metabolism to evade immune surveillance, a critical step to achieving metastatic outgrowth. Using an unbiased CRISPR screen targeting metabolism-related genes and a clinically relevant spontaneous metastasis mouse model, we identified CPT1A, the rate-limiting enzyme in fatty acid β-oxidation, as a suppressor of immune-dependent metastasis. Loss of CPT1A enhances lung metastasis in immunocompetent mice, but not Rag1 KO mice that lack mature lymphocytes. Loss of CPT1A triggers cytosolic mitochondrial DNA (mtDNA) release …

Impact Of Intravenous Thrombolysis On Aspiration Thrombectomy Outcomes: An Imperative Trial Subgroup Analysis, Maxim Mokin, Reade Andrew De Leacy, William Mack, Raul G. Nogueira, Shahram Majidi, Dana Tomalty, Jan Vargas, Brett L. Cucchiara, Kenneth V. Snyder, Victoria Parada

School of Medicine Publications

Background The impact of intravenous (IV) thrombolysis on the outcomes of aspiration thrombectomy as the primary endovascular approach to stroke in patients with large vessel occlusion is unknown.

Methods The Imperative Trial was a prospective, investigational device exemption, multicenter trial of first-line aspiration thrombectomy that assessed the safety and efficacy of the Zoom System, including a novel 0.088 inch aspiration catheter in patients with stroke within 8 hours of onset. We compared procedural, technical, and clinical outcomes of aspiration thrombectomy based on whether patients had received IV thrombolytics prior to the intervention.

Results Among the 260 patients treated with front-line …

Isass Brave New Continuing Medical Education World: The Stifling Of Innovation In Spine Surgery Through Overrestriction Of Collaboration, Morgan P. Lorio, Kai-Uwe Lewandrowski, Óscar L. Alves, Avelino Parajón, Matthew Scott-Young, Hansen A. Yuan, Alex R. Vaccaro

Department of Orthopaedic Surgery Faculty Papers

BACKGROUND: in 2020, the accreditation Council for Continuing Medical education (aCCMe) released the Standards for Integrity and Independence in Accredited Continuing Medical Education, effective january 1, 2022, to ensure that accredited activities are accurate, balanced, evidence-based, and clearly separated from marketing and sales. although these aims are broadly supported, implementation may have unintended consequences in procedure-intensive specialties such as spine surgery, where surgeon–industry collaboration often drives device innovation, clinical trials, and dissemination of new techniques.

OBJECTIVE: To examine how current interpretations of ACCME eligibility and financial-relationship standards may affect continuing medical education in spine surgery and to propose practical adaptations …

Diabetic Nephropathy Masquerading As Systemic Disease: The Critical Role Of Renal Biopsy In A Young Uninsured Woman With Nephrotic Syndrome, Yolanda V. Gutierrez, Alexis Vargas Del Toro, Cristina Kochi Yamamoto, Jose Loayza Pintado, Andres Suarez-Parraga

School of Medicine Publications

Nephrotic syndrome can have overlapping features across multiple diseases, making diagnosis difficult without tissue confirmation. We describe a 30-year-old uninsured Hispanic woman with type 1 diabetes, hypertension, and CKD3B who presented with nephrotic syndrome, sepsis, and progressive muscle weakness. Her pleural effusions, periorbital changes, elevated free light chains, and dysphagia raised concern for systemic conditions such as amyloidosis or polymyositis, especially given inconsistent outpatient follow-up. Because her management would differ significantly depending on the underlying cause and due to the high risk of loss to follow-up, a renal biopsy was pursued. Serologic studies were unremarkable, and biopsy ultimately confirmed diabetic …

Mogad Is The Most Common Cause Of Isolated Optic Neuritis In Children, Chaitanya Aduru, Akansha Chandrasekar, Kyla Blasingame, Jonathan Rosen, Jesse M Levine, Karla Salazar, Madhuri Chilakapati, Rod Foroozan, Victoria Hardwick, Jonathan M Yarimi, Nikita Shukla, Timothy E Lotze, Kristen S Fisher, Alexander J Sandweiss

Faculty, Staff and Students Publications

Objectives: The study aimed to characterize the clinical features, etiologies, and outcomes of isolated, first-time pediatric ON in the post-MOG-IgG era.

Methods: This was a single-center retrospective cohort study at Texas Children's Hospital of patients diagnosed with first-time ON between 2018-2024, with follow-up data collected through 2025. Inclusion criteria required monocular or binocular subacute vision loss with supportive paraclinical signs. Subjects were excluded if they had a prior history of demyelinating disease or extra-orbital demyelinating lesions on initial brain/spine MRI. Primary outcomes were the proportion of MOG-IgG seropositivity, retinal nerve fiber layer thickness, and visual acuity at onset and most …

Automated Analysis Of Radiation Oncology Incident Reports Using Large Language Models, Nathan A. Dobranski

LSU Master's Theses

Patient safety incident reporting in radiation oncology requires expert analysis that is time-intensive and subject to variability. This thesis presents the development and technical validation of a locally deployed large language model (LLM) system for automated incident report analysis across multiple cancer centers. The system was designed for automated summarization and taxonomy assignment of Radiation Oncology Incident Learning System (RO-ILS) reports, operating entirely on local infrastructure to preserve patient privacy. A two-round, multi-rater evaluation methodology was employed, incorporating 600 total expert evaluations from two academic cancer centers. Round 1 established baseline performance using Mistral 7B and Mixtral 8x7B models with …

Implementation Of Evidenced Based Practice Guidelines For Reducing Emergence Delirium In Elderly Patients Undergoing A Total Hip Replacement, Luke D. Kleinfelder

Doctor of Nursing Practice Scholarly Projects

A total hip replacement is a common surgery for the elderly population, as it is a successful treatment option for hip fractures and end-stage osteoarthritis, a common condition associated with aging. Recovery from surgery is critical, and any postoperative complication can delay recovery, increase cost, lengthen hospital stay, and lead to a poorer long-term surgical outcome. One of the most common and severe postoperative complications for elderly patients following general anesthesia is emergence delirium. Traditional practice focuses on treating the symptoms of emergence delirium reactively instead of proactively and lacks standardized guidelines. Recent literature found a promising decrease in the …

Proposed Evidence-Based Practice Guidelines For Using Esmolol To Blunt The Sympathetic Stress Response To Laryngoscopy And Intubation, Maya Kurdi

Doctor of Nursing Practice Scholarly Projects

Direct laryngoscopy (DL) and endotracheal intubation (ETI) are standard procedures performed during general anesthetic induction, which provoke a sympathetic stress response that can result in intraoperative hemodynamic instability. Traditional agents like lidocaine and fentanyl, commonly used to mitigate the stress response, have limitations and can lead to adverse effects. Recent literature suggests that esmolol, an ultra-short-acting, cardio-selective beta-1 adrenergic receptor antagonist, may be an effective alternative due to its rapid onset, short duration, and minimal side effects. This final scholarly project (FSP) aims to develop evidence-based practice guidelines for using esmolol as an adjunctive induction agent. A systematic literature review …

Enhancing The Diversity And Number Of Certified Registered Nurse Anesthetists: A Proposed Pipeline Program For Underrepresented Students, Alexis Lamoreaux

Doctor of Nursing Practice Scholarly Projects

The underrepresentation of minority groups in the Certified Registered Nurse Anesthetist (CRNA) profession impacts healthcare providers’ diversity and cultural competence. This Final Scholarly Project (FSP) proposes a pipeline program to increase diversity within the CRNA field by providing academic support, mentorship, and clinical exposure to students from underrepresented backgrounds. Given the shortage of anesthesia providers, especially in underserved areas, improving access to the CRNA profession for minority students is critical for enhancing patient outcomes. This FSP suggests establishing mentorship and skill development concepts through a 12-month structured program that targets minorities, first-generation college students, or those from rural backgrounds. The …