Emergency Medicine Commons^™

Exploring The Relationship Between Behavioral Health Early Prediction Model And Patient Outcomes In The Emergency Department, Karen M. Richendollar, Kathie M. Zimbro

Knowledge and Creativity Expo

Problem: Emergency departments (EDs) are increasingly utilized for mental health (MH) care, often resulting in overcrowding and delayed access to specialized services. A significant proportion of MH patients are discharged without a psychiatric consult, raising concerns about safety and readmission rates. This trend places additional strain on already limited behavioral health resources and contributes to care delays for patients in acute crisis. Moreover, the lack of standardized discharge criteria for MH patients increases variability in care and may compromise patient outcomes. Purpose: This study evaluates the effectiveness of the Behavioral Health Early Discharge Prediction Model (BHEDPM) in identifying MH patients …

Assessment Of Non-Clinical Time Expenditures By Academic Emergency Medicine Faculty, Barry J. Knapp, Charles S. Graffeo, Francis L. Counselman, Donald V. Byars, Martin D. Klinkhammer, Jondavid D. Landon

Eastern Virginia Medical Journal

Introduction: In 2020, the Accreditation Council for Graduate Medical Education (ACGME) approved the Residency Review Committee for Emergency Medicine (RRC-EM) revisions to the program requirements. Revisions mandated that Program Directors (PDs) receive 50% full-time equivalent (FTE) non-clinical time, and Associate Program Directors (APDs) receive 35% FTE non-clinical time for administrative and teaching responsibilities for a program our size at the Department of Emergency Medicine, Macon & Joan Brock Virginia Health Sciences Eastern Virginia Medical School at Old Dominion University. Objective: To quantify the actual administrative time our residency leadership team— including the PD, APD, Department Chair, and core faculty— used …

Acute Aortic Dissection Masquerading As Testicular Torsion: A Case Report, Bruce M. Lo, Megyn K. Christensen, Coral E. Byrns, Benjamin Chidester

Department of Emergency Medicine Faculty Publications

Introduction: Aortic dissection is a rare but life-threatening condition with a high mortality rate if diagnosis is delayed. Aortic dissection classically presents with sudden-onset, sharp pain in the chest or back. However, atypical presentations can also occur, which could lead to a delay in diagnosis.

Case Report: A patient initially presented to the emergency department (ED) with left testicular pain ongoing for several hours. On examination, he had tenderness in the left lower quadrant abdomen and left testicle. A testicular ultrasound revealed decreased blood flow to the left testicle, raising concern for testicular torsion. The patient was taken to the …

Positive Efast—Not So Fast, Barry J. Knapp, Mitchell Vallone, Megan Duggins, Matt Jones, Jacob Knapp, Lily Kauffman, Alexander Dornstauder

Department of Emergency Medicine Faculty Publications

[Patient presentation] A 68-year-old man presented via emergency medical services (EMS) with right hip pain following a traumatic fall from his bicycle. On arrival at the emergency department, he was alert and oriented. Physical examination revealed only tenderness over the greater trochanter of the left femur, with no significant pain on passive range of motion of the left hip. Plain radiography demonstrated a left acetabular fracture (Fig 1).

Improving Pediatric Emergency Department Lethal Means Safety Documentation Rates For Adolescents With Mental Health Concerns, Cassandra L. Stegall, Ana-Maria Mcgill, John Fanton, Paul C. Mullan

Department Psychiatry & Behavioral Science Faculty Publications

Introduction:

Lethal means safety counseling (LMSC) is recommended for children presenting to the emergency department (ED) for a mental health (MH) evaluation. Currently, no gold-standard guidelines exist for documenting LMSC in the ED.

Methods:

This quality improvement project was conducted in the ED of a tertiary children's hospital. Baseline data were analyzed for access to any LMSC documentation (ALD) for "firearms/guns," "sharps," or "medication," and for complete LMSC documentation (CLD) if access to all 3 types was documented. The first intervention period added open-ended screening questions about access to lethal means to the MH-licensed clinical social worker note template. Intervention …

Implementation And Clinical Utility Of Ultra-Low-Field Portable Magnetic Resonance Imaging For Postprocedural Neurological Evaluation In Ambulatory Neurosurgery: Illustrative Cases, Devan Patel, Vinay Jaikumar, Taysia P. T. Morioka, Laz Rifkin, Kenneth S. Jacoby, Jaims Lim, Anais Andrade, Aimee C. Degaetano, Pui Man Rosalind Lai, Elad I. Levy

EVMS School of Health Professions Faculty Publications

BACKGROUND

Elective endovascular neurosurgical procedures are increasingly performed in ambulatory neurosurgery centers, enabled by advances in catheter technology, safety of conscious sedation, and refined patient selection. Although complication rates are low, rapid evaluation of postprocedural neurological deficits remains critical. Conventional MRI is often impractical in outpatient or procedural settings, whereas ultra-low-field portable MRI (ULF-pMRI) systems (such as Swoop) allow bedside imaging with favorable diagnostic performance.

OBSERVATIONS

Two women in their 60s developed acute neurological deficits at an ambulatory neurosurgery center (ANSC) after diagnostic cerebral angiography in one case and elective internal carotid artery flow diversion in the other. In both …

Turnover Time In Neuroangiography Suites: Comparison Between Cases Performed At An Ambulatory Neurosurgery Center Versus A Tertiary Hospital, Pui Man Rosalind Lai, Vinay Jaikumar, Erika L. Leasher, Varun Sridhar, Gustavo M. Cortez, Aimee C. Degaetano, Elad I. Levy

EVMS School of Health Professions Faculty Publications

Background:

Efficient turnover time (TOT) and adherence to first-start time (FST) in operating and angiography suites are critical for optimizing workflow, reducing costs, and maximizing patient satisfaction. Hospitals face challenges in maintaining these metrics due to operational constraints and unexpected emergent cases. Our goal was to compare TOT, FST, and total admission time for elective cases performed in angiography suites at an ambulatory neurosurgery center (ANSC) versus a tertiary hospital (TH).

Methods:

We conducted a retrospective analysis of data for patients who underwent elective diagnostic or interventional neuroendovascular procedures at the TH or ANSC from January 2024 through October 2024. …

Frequent Emergency Department Utilization And Syphilis Case Profiles In The Sentara Healthcare System: A Retrospective Cross-Sectional Analysis In Hampton Roads, Martina Zamponi, Grace M. Tillotson, Chandler F. Knox, Mackenzie Tardif-Kunk, Thomas R. Campbell, Peter A. Mollica

Department of Medicine Faculty Publications

Background

Syphilis rates have increased substantially nationwide, disproportionately affecting marginalized populations and individuals with differing patterns of healthcare utilization. The Hampton Roads region of Virginia and North Carolina includes multiple jurisdictions with syphilis rates above the CDC screening threshold, with 7 of its 9 independent cities meeting this criterion. However, no prior study has examined the relationship between emergency department (ED) utilization patterns and documented syphilis diagnoses in this region.

Methods

A retrospective cross-sectional analysis of the Sentara Healthcare network was conducted using aggregate data from the TriNetX platform. Patients diagnosed with syphilis between 2023 and 2024 were stratified by …

Platypnea-Orthodeoxia Syndrome Caused By A Patent Foramen Ovale And Interatrial Septal Aneurysm: A Case Report, Abes A. Bautista Neughebauer, Raymond L. Benza, Deepak Talreja

Department of Medicine Faculty Publications

Platypnea-orthodeoxia syndrome (POS) is a rare condition characterized by positional hypoxemia, often due to right-to-left shunting across a patent foramen ovale (PFO) despite normal right-sided pressures. Early recognition is essential as symptoms may be subtle and imaging is often unrevealing. A 78-year-old female patient with a known PFO presented with one week of lower abdominal pain and mild exertional dyspnea without chest pain. She was profoundly hypoxic to 76% on room air, with improvement when supine and worsening when upright. Initial labs were unremarkable, and arterial blood gas revealed primary respiratory alkalosis with severe hypoxemia. Despite unremarkable chest radiography, CT …

American Board Of Emergency Medicine Report On Residency And Fellowship Training Information (2025-2026), Yvette Calderon, Barry Knapp, Felix K. Ankel, Ted Gaeta, Lynne Holden, Derek Linklater, Zeno St. Cyr Ii, Ernest Wang, Melissa Barton, Andrews R. Trotter, Kevin Joldersma, Robert G. Purosky, Michael Gottlieb

Department of Medicine Faculty Publications

The American Board of Emergency Medicine gathers extensive background information on Accreditation Council for Graduate Medical Education-accredited emergency medicine residency and fellowship programs, as well as the residents and fellows training in those programs. We present the 2026 annual report on the status of physicians training in Accreditation Council for Graduate Medical Education-accredited emergency medicine training programs in the United States.

Igf-1 As A Biomarker For Symptom Severity In Adult Traumatic Brain Injury: Evidence From An Observational Study, Justin Weppner, Kimberly Rosenthal, Jennifer Bath, Tonja Locklear, Melissa Martinez

Department of Physical Medicine & Rehabilitation Faculty Publications

Traumatic brain injury (TBI)-related growth hormone deficiency is often undertreated, despite documented physical, metabolic, and neuropsychiatric effects. Insulin-like growth factor (IGF-1), with neuroreceptors located in brain regions responsible for learning, memory, and mood, regulates cerebral blood flow, neurogenesis, and neuroplasticity. The aim of this study was to determine associations between IGF-1 levels and post-TBI symptom severity, anxiety, and depression. This retrospective observational study at an Academic Brain Injury Center included participants evaluated 3-12 months post-TBI with available IGF-1 values and complete Rivermead Post-Concussion Symptoms Questionnaire (RPQ-13), Generalized Anxiety Disorder-7 (GAD-7), and Patient Health Questionnaire-9 (PHQ-9) responses. Patients under 18 or …

Wrongful Migration: A Hidden Culprit Behind Flank Pain, Ryan Miller, Anjeza Cipi, Emma Pierce

Department of Emergency Medicine Faculty Publications

[Introduction] A 32-year-old woman with no significant past medical history presented to the emergency department with 11 days of fever, fatigue, chills, and new-onset fullness in her left flank. She denied dysuria, abdominal pain, or vaginal bleeding. Vital signs showed fever and mild hypotension, and the physical examination revealed left-sided abdominal distension. Laboratory results demonstrated leukocytosis and a lactate of 3.2 mmol/L. She appeared nontoxic but was persistently febrile despite initial fluids and antibiotics. Computed tomography—shown in Figure 1, and ultrasound—shown in Figure 2, were obtained and revealed the diagnosis.

Blurry With A Chance Of Ultrasound: A Case Of Sudden Vision Loss, Anjeza Cipi, Emily Sealy

Department of Emergency Medicine Faculty Publications

[Case presentation] A 30-year-old man with Crohn’s disease presented to the emergency department (ED) with sudden, painless vision loss in his left eye. He described a central dark spot that rapidly progressed over 5 minutes to near-complete central vision loss, sparing peripheral vision. He denied trauma, exertion, Valsalva, or anticoagulant use. Point-of-care ultrasound (POCUS) was performed on supine patient using a high-frequency linear probe (10-15 MHz) with copious gel over the closed eyelid, avoiding direct pressure. While instructing the patient to look in different directions, the eye was scanned in its entirety in transverse and sagittal planes. Gain and depth …

Hooked On Sight: Teen With Eye Trauma, Anjeza Cipi, Emily Sealy

Department of Emergency Medicine Faculty Publications

[Case presentation] A 14-year-old male with no prior ocular history presented to the emergency department after accidentally striking his left eye on a metal garden hook while on vacation. He experienced a brief flash of light but denied floaters, vision changes, pain, or diplopia. Visual acuity was 20/20 bilaterally with correction. Pupils were equal and reactive, intraocular pressures were normal, and extraocular movements were intact. The injury noted is seen in Figures 1 and 2. There was no evidence of scleral penetration or foreign body on slit lamp examination. Intraocular pressure measurements were deferred until globe rupture was ruled out …

Letter Of Concern From The Association Of Academic Chairs Of Emergency Medicine Regarding Acgme Proposed Changes, Richard J. Hamilton, Lance B. Becker, Richard E. Wolfe, D. Adam Algren, Arnold Thomas, Michael Baumann, Ross P. Berkeley, Terrell S. Caffery, Chad Cannon, Theodore J. Corbin, Michael E. Chansky, Harinder S. Dhindsa, Charles L. Emerman, David A. Farcy, Chris Fox, Michael A. Gibbs, Christopher S. Goode, Steven "Andy" Godwin, Dietrich Jehle, David Johnson, Samuel M. Keim, Babak Khazaeni, Barry J. Knapp, Clint Hawthorne, John D. Hoyle Jr., Michael Christopher Kurz, Evan Leibner, Robert Mcnamara, Robert F. Mccormack, Edward A. Michelson, Chadwick Miller, Ashley Norse, Andrew Nugent, Brian J. O'Neil, David T. Overton, Edward A. Panacek, William F. Paolo, Denis R. Pauzé, Amanda L. Perez, Ralph J. Riviello, Scott W. Rodi, Peter S. Pang, Juan A. Gonzalez Sanchez, David P. Sklar, Ben C. Smith, Jeffrey R. Stowell, Marc D. Squillante, J. Jeremy Thomas, Terry Vanden Hoek, Gregory A. Volturo, E. Lea Walters, Thomas E. Wyatt, Donald M. Yealy

Department of Emergency Medicine Faculty Publications

This letter, signed by over 50 academic chairs of emergency medicine, urges the ACGME to reconsider a proposed mandate requiring all emergency medicine residency programs to adopt a four-year training model. The authors argue that current three-year programs are supported by data demonstrating equivalent educational and clinical outcomes compared to four-year formats. They criticize the flawed survey methodology underpinning the proposal, note the loss of milestone-based training flexibility, and highlight the lack of added scholarly or clinical value in the fourth year. The letter also outlines negative consequences for fellowship participation, workforce development, trainee debt, and diversity. The signatories advocate …

Risk And Protective Factors For Sudden Infant Death Syndrome (Sids) In Low-Resource Communities In Kolkata India: A Mixed Methods Exploratory Study Of Semi-Structured Interviews And Survey Data, Susan Samreth, Alexandra Leader, Jillian Kiely, Turja Chakrabarti, Rupa Kapoor

Department of Pediatrics Faculty Publications

Sudden Unexpected Infant Death (SUID), Sudden Infant Death Syndrome (SIDS) and infant sleep practices are widely documented and studied in high-resource countries. Knowledge of SUID/SIDS occurrence, risk factors and protective factors in low or middle-resource countries such as India is lacking. This was an exploratory study using a mixed methods (qualitative and quantitative) approach to better understand infant sleep practices and the various factors that may influence them amongst caregivers in 5 low-income communities in Kolkata, India. Twenty-eight and 22 caregivers of infants < 12 months old were recruited using a convenience sampling approach to participate in semi-structured interviews (phase 1) and a survey (phase 2), respectively. This research was conducted in partnership with Pratit International, a locally based NGO dedicated to providing comprehensive health care to disenfranchised communities in Kolkata. Analysis of qualitative and quantitative data found that infant caregivers frequently described risk factors (e.g., bedsharing, soft sleep surface, infant sleep position, objects in sleep area, environmental smoke exposure, low rates of pacifier use) and protective factors (e.g., breastfeeding, routine immunization/prenatal care, low rates of caregiver substance use) that have been associated with SIDS in high resource communities. Qualitative data revealed that certain caregivers' reasons for infant sleep position were rooted in cultural beliefs. Prenatal and postnatal sleep education given by a healthcare professional were limited and awareness of safer sleep advice in the community was low. These study findings suggest the need to provide safer sleep education resources in a culturally appropriate manner and can help guide future research on potential interventions such as the baby box.

Virtual Learning In Emergency Medicine Residency Programs, Ashley Rider, Laura Oh, Rahul Bhat, Michael Gottlieb, Bruce Lo, Ulemu Luhanga, Shayne Gue, Jason Laenngfeld, Sarah Greenberger, Jeffery Hill, Jonathan Heidt

Department of Emergency Medicine Faculty Publications

During the COVID-19 pandemic, educational systems worldwide faced significant disruptions as in-person learning became unfeasible. In response, many institutions, including graduate medical education programs, swiftly transitioned to virtual learning platforms to adapt to these challenges. The rapid and unplanned pivot in learning format resulted in temporary negative impacts on residency training. Conversely, the experience of the rapid shift may have resulted in some long-term benefits while also preparing programs for future disruptions. This review aimed to discuss the advantages and disadvantages of virtual learning, potential mitigation strategies for the realized disadvantages, and potential areas of future research.

Multidisciplinary Lethal Means Safety Counseling Design And Implementation: Training And Identifying Barriers In A Children's Hospital, Cassandra L. Stegall, Brendon Carnell, Jaime M. Golden, Rupa Kapoor, John H. Fanton, Paul C. Mullan, Alexandra P. Leader

Department of Pediatrics Faculty Publications

Background

Access to lethal means contributes significantly to suicide completion. Lethal means safety counseling (LMSC) is an injury prevention strategy to limit access to firearms, medications, and other means of injury. Not previously evaluated in the trauma setting, this study aims to design and implement a standardized LMSC protocol for pediatric patient discharge education in emergency (ED), trauma, and inpatient psychiatry settings.

Methods

A single-center quality improvement study at an academic pediatric urban tertiary Level-one trauma center was performed from July 2023 to February 2024. Protocol was implemented for pediatric patients discharged from three departments: ED, surgery trauma service, and …

Emergency Action Plan Adoption Across Athletic Training Practice Settings, Samantha E. Scarneo-Miller, Rebecca L. Stearns, Christianne M. Eason, Alicia M. Pike Lacy, Rebecca M. Lopez, Zachary K. Winkelmann, Rebecca M. Hirschhorn, Susan W. Yeargin

Rehabilitation Sciences Faculty Publications

Context:

The 2024 NATA Position Statement provides updated recommendations for EAP adoption. Past research on the 2002 statement showed limited adoption by ATs. Assessing current adoption across practice settings offers a clearer picture of the EAP implementation landscape.

Objectives:

To examine ATs' adoption of new EAP best-practice recommendations across practice settings.

Design:

Cross-Sectional study.

Setting:

Online questionnaire.

Patients or Other Participants:

Clinically active ATs (n=614) working in any practice setting (Youth, Secondary School, Division 1 Power 4, Collegiate athletics – Not Power 4, Non-Major Professional Sports, Professional Sports, Non-Sideline).

Main Outcome Measures:

Prevalence of an EAP, adoption of recommendations, and …

Optiselect And Enshap: Integrating Machine Learning And Game Theory For Ischemic Stroke Prediction, Pritam Chakraborty, Anjan Bandyopadhyay, Sricheta Parul, Sujata Swain, Partha Sarathy Banerjee, Tapas Si, Hong Qin, Saurav Mallik

Computer Science Faculty Publications

Stroke analysis using game theory and machine learning techniques. The study investigates the use of the Shapley value in predictive ischemic brain stroke analysis. Initially, preference algorithms identify the most important features in various machine learning models, including logistic regression, K-nearest neighbor, decision tree, support vector machine (linear kernel), support vector machine ( RBF kernel), neural networks, etc. For each sample, the top 3, 4, and 5 features are evaluated and selected to evaluate their performance. The Shapley value method was used to rank the models using their best four features based on their predictive capabilities. As a result, better-performing …

Dance-Related Fractures Occur In The Upper And Lower Extremities At Similar Rates: An Analysis Of The 2004-2023 National Electronic Injury Surveillance System Database, Senah E. Stephens, Joshua F. Edwards, Lisa K. Cannada

Department of Medicine Faculty Publications

Introduction

In the United States, 21% of adolescents participate in dance. Dancers are susceptible to injuries, particularly of the lower extremity, due to extreme positioning, dynamic overload, and repetitive movements.

Objectives

(1) to report the prevalence and describe demographic characteristics of dance-related fractures and (2) to analyze variables associated with disposition status.

Methods

The National Electronic Injury Surveillance System (NEISS) database, published by the US Consumer Product Safety Commission, was used to investigate dance-related fractures diagnosed in a sample of 100 emergency departments over 20 years. Descriptive statistics and demographic variables were analyzed using chi square tests. Age was analyzed …

The Timing For Primary Prevention For Icd In The Current Era Of Pharmacotherapy, Anastasia Shchendrygina, Amin Yehya, Hadi Skouri

Department of Medicine Faculty Publications

Recent advances in the pharmacological therapy of heart failure with reduced ejection fraction (HFrEF) have significantly impacted the overall survival, heart failure hospitalisations and rates of sudden cardiac death (SCD). In this context, the relevant timing of placing ICDs as primary prevention is a matter of on-going debate. This manuscript provides evidence for an updated view regarding the timing of implanting ICD in eligible patients with HFrEF receiving optimal guideline-directed medical therapy, accounting for the timing to reverse cardiac remodelling (RCR) occurrence and residual SCD risks over time. Clinically significant RCR occurs beyond 3 months of optimal guideline-directed medical therapy, …

Percutaneous Closure Of A Left Ventricular Pseudoaneurysm Using A Post-Infarct Vsd Device Guided By Intracardiac Echocardiography, Omar Jafar, Nicholas Valle, Rupinder Bahniwal, Matthew Summers

Department of Medicine Faculty Publications

Left ventricular pseudoaneurysm (LVPA) is a rare, life-threatening complication that may arise after cardiac surgery, myocardial infarctions, or infective endocarditis. We present a case of a 55-year-old woman with complex surgical history and prior infective endocarditis who developed an incidental LVPA. Due to lack of surgical repair options, a percutaneous approach was pursued using a post-infarct ventricular septal defect device (PIVSD) under guidance of fluoroscopy and intracardiac echocardiography (ICE) guidance with successful exclusion of LVPA. This case highlights the utility of multimodal imaging in the percutaneous management of complex left ventricular lesions.

Blunt Trauma Causing Thrombotic Occlusive Myocardial Infarction, Jace Bradshaw, Alleabelle Bradshaw, Rishab Agarwal, P. Logan Weygandt

Department of Medicine Faculty Publications

Introduction: Traumatic myocardial infarction (TMI) is a rare but serious complication of blunt chest trauma, typically arising from coronary artery dissection, intramural hematoma, or myocardial contusion. Early recognition and intervention are critical, but diagnosis can be challenging given the broad differential for chest pain in trauma patients.

Case presentation: A 66-year-old female presented to a quaternary academic emergency department after a motor vehicle collision with progressive chest pain. Initial electrocardiogram (ECG) showed hyperacute T-waves in lead III, ST depression with T-wave inversion in aVL, and ST depression in V2, with posterior leads revealing ST elevation in V7–V9. Trauma imaging ruled …

Real-World Interventional Outcomes For Cardiogenic Shock Complicating Acute Myocardial Infarction, John E. Brush Jr., Ann M. Harper, Luke C. Kohan, Zachary Bouker, Kaivalya Dandamudi, Deepak R. Talreja

Department of Medicine Faculty Publications

Acute myocardial infarction with cardiogenic shock (AMICS) carries high mortality and remains a major concern. This concern drives use of interventions with marginal benefit and some evidence of harm. The configuration of hospital care and allocation of interventions for AMICS in our health system created a natural experiment to analyze interventional outcomes for patients with AMICS.

Objective

To compare clinical outcomes among AMICS patients treated with mechanical circulatory support (MCS) using a micro-axial left ventricular assist device and intra-aortic balloon counter-pulsation (IABP).

Design, setting, participants, outcome measures

In this observational study in a large health system, we used clinical registry …

A Comparison Of Machine Learning Surrogate Models Of Street-Scale Flooding In Norfolk, Virginia, Diana Mcspadden, Steven Goldenberg, Binata Roy, Malachi Schram, Jonathan L. Goodall, Heather Richter

Community & Environmental Health Faculty Publications

Low-lying coastal cities, exemplified by Norfolk, Virginia, face the challenge of street flooding caused by rainfall and tides, which strain transportation and sewer systems and can lead to personal and property damage. While high-fidelity, physics-based simulations provide accurate predictions of urban pluvial flooding, their computational complexity renders them unsuitable for real-time applications. Using data from Norfolk rainfall events between 2016 and 2018, this study compares the performance of a previous surrogate model based on a random forest algorithm with two deep learning models: Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU). The comparison of deep learning to the random …

Heterogeneity In The Role Of Emergency Physicians And Treatment Of Acute Atrial Fibrillation In Emergency Departments— Results Of The International Atrial Fibrillation Background (Afib) Study, Markus Holmberg, Ville Hällberg, Hjalti M. Björnsson, Timothy H. Rainer, Colin A. Graham, Marc B. Sabbe, Wilhelm Behringer, Gayle Galletta, Hans Domanovits, Harri Pikkarainen, Bruce M. Lo, Christopher Laurent, Pascal Vanelderen, Ari Palomäki

Department of Emergency Medicine Faculty Publications

The consept of emergency departments (EDs) with specialized teams of emergency physicians originated in the United Kingdom and the United States during the 1970s and was expanded across most European countries in the twenty-first century. Among the various cardiac arrhythmias encountered in EDs, atrial fibrillation (AF) is the most prevalent, contributing to ED congestion. Existing guidelines offer multiple treatment options for acute-onset AF occurring within 48 hours. The aim of The Atrial Fibrillation Background Study is to evaluate treatment strategies, practices and the role of emergency physicians in managing acute-onset AF in Western medical tradition across Europe, the United States …

Comparative Analysis Of Machine Learning Models For Predicting Healthcare Traffic: Insights For Optimized Emergency Response, Shadman Mahmood Khan Pathan, Sakan Binte Imran, M. M. Shabab Iqbal, Muhammad Enayetur Rahman, Md. Nurul Absar Siddiky, Muhammad Rezaur Rahman, Md Rafid Hasan, Nondon Lal Dey, Md Sobuj Hossain

Electrical & Computer Engineering Faculty Publications

Efficient management of healthcare traffic is crucial for ensuring timely access to medical services, particularly in emergency situations where delays can have severe consequences. This study presents a comparative analysis of three widely used machine learning models—Linear Regression, Decision Trees, and Random Forests—aimed at predicting healthcare-related traffic volumes. A large dataset from a metropolitan traffic system was used to train and evaluate the models based on key performance indicators, including Mean Squared Error (MSE), R² Score, and computational efficiency. The results reveal that the Random Forest model offers the best performance, achieving higher predictive accuracy and faster execution times compared …

Readiness For Transfer: A Mixed-Methods Study On Icu Transfers Of Care, Soo-Hoon Lee, Clarice Wee, Phillip Phan, Yanika Kowitlawakul, Chee-Kiat Tan, Amartya Mukhopadhyay

Management Faculty Publications

Objective Past studies on intensive care unit (ICU) patient transfers compare the efficacy of using standardised checklists against unstructured communications. Less studied are the experiences of clinicians in enacting bidirectional (send/receive) transfers. This study reports on the differences in protocols and data elements between receiving and sending transfers in the ICU, and the elements constituting readiness for transfer.

Methods Mixed-methods study of a 574-bed general hospital in Singapore with a 74-bed ICU for surgical and medical patients. Six focus group discussions (FGDs) with 34 clinicians comprising 15 residents and 19 nurses, followed by a structured questionnaire survey of 140 clinicians …

Dental Hygiene And Dental Assistant Students' Simulated Dvi Radiographic Match Accuracy: A Pilot Study, Samantha C. Vest, Brenda T. Bradshaw, Marsha A. Voelker, Ann M. Bruhn, Tara L. Newcomb, Sinjini Sikdar

Dental Hygiene Faculty Publications

Purpose Allied dental health care professionals have served on disaster victim identification (DVI) teams; however, the literature is void of statistical measures regarding transferable skills and disaster preparedness. The purpose of this study was to assess second year dental hygiene and dental assistant students’ match accuracy for simulated DVI radiographs and compare the match accuracy between the student groups.

Methods Five patient cases were chosen at random to retrospectively collect sets of digital bitewing radiographs from two time periods. The five retrospectively selected sets of images served as simulated antemortem (AM) and postmortem (PM) radiographs. A convenience sample of second …