Medicine and Health Sciences Commons^™

Pneumocephalus – Epidural Injection Nightmare, Mohammad A. Rattu, Frank A. Wheeler

Rowan-Virtua Research Day

Pneumocephalus (pneumatocele or intracranial aerocele) is defined as the presence of air in the intracranial space and most commonly occurs after a traumatic event (most commonly head or facial injury), epidural injection, cranial surgery, However, it may also be spontaneous. Classified into simple and tension types, the presentation varies based on severity and progression. Pneumocephalus with onset less than 72 hours prior to presentation is defined as acute, in contrast to a delayed presentation greater than the given timeframe. Symptoms vary based on the amount of air that is present as well as the exact location within the cranial cavity. …

Ultrasound Versus Radiography For Evaluating Surgical Necrotizing Enterocolitis, Sayed H. Aftab, Santiago Martinez-Correa, Minh-Huy Huynh, Wondwossen T. Lerebo, Jorge Delgado, Rebecca Denis, Misun Hwang

Rowan-Virtua Research Day

Purpose:

Necrotizing enterocolitis (NEC) is an abdominal inflammatory condition that is common in premature neonates. Although abdominal radiograph (AR) remains the imaging standard for NEC, it may miss up to 50% of early signs of NEC and has been described to have a sensitivity as low as 15.4% for detecting pneumoperitoneum. Abdominal ultrasound (US) is portable, non-invasive, and allows real-time bowel integrity, movement, and perfusion assessment. We aim to evaluate the concordance between US and AR in detecting NEC features and the diagnostic performance of both modalities in detecting pneumoperitoneum.

Methods and materials:

We conducted an IRB-approved retrospective, cross-sectional, single-center …

Evaluation Of Unexplained Bone Fractures In A 3-Month-Old Infant – A Case Report, Hannah Ngo, Rachel Silliman Cohen

Rowan-Virtua Research Day

Child physical abuse is a significant cause of injury in infants and young children and can present in a variety of ways. Failure to recognize abuse in infants and young children can be life-threatening and is often recurrent until safety interventions occur. Consequently, it is of paramount importance that providers strongly consider child physical abuse on the differential, along with metabolic bone disease and accidental traumatic injury, when evaluating fractures in young children and infants. This case report will focus on the evaluation of a 3-month-old male infant who was admitted to the hospital with irritability and decreased right arm …

A Meta-Analysis For Laboratory Diagnostics For Coccidioidomycosis, Mary C. Cowen

Biological Sciences Undergraduate Honors Theses

Coccidioidomycosis, commonly referred to as Valley Fever, is a fungal infection found in arid regions of the southwestern United States and Mexico. Infection occurs through inhalation of airborne spores from Coccidioides species, Coccidioides immitis and/or Coccidioides posadasii, and proceeds in both pulmonary and disseminated fashions. Approximately 60% of patients with coccidioidomycosis remain asymptomatic, while 40% will experience symptoms. Within the literature, there are no papers that summarize sensitivity and specificity values between different tests; therefore, this paper presents sensitivity and specificity results across different tests and companies (Meridian, IMMY, and MiraVista).

Machine Learning As A Tool For Early Detection: A Focus On Late-Stage Colorectal Cancer Across Socioeconomic Spectrums, Hadiza Galadima, Rexford Anson-Dwamena, Ashley Johnson, Ghalib Bello, Georges Adunlin, James Blando

Community & Environmental Health Faculty Publications

Purpose: To assess the efficacy of various machine learning (ML) algorithms in predicting late-stage colorectal cancer (CRC) diagnoses against the backdrop of socio-economic and regional healthcare disparities. Methods: An innovative theoretical framework was developed to integrate individual- and census tract-level social determinants of health (SDOH) with sociodemographic factors. A comparative analysis of the ML models was conducted using key performance metrics such as AUC-ROC to evaluate their predictive accuracy. Spatio-temporal analysis was used to identify disparities in late-stage CRC diagnosis probabilities. Results: Gradient boosting emerged as the superior model, with the top predictors for late-stage CRC diagnosis being anatomic site, …