Analytical, Diagnostic and Therapeutic Techniques and Equipment Commons^™

Multilevel Factors Influencing Perceived Barriers To Adjuvant Endocrine Therapy Among Breast Cancer Patients At Medication Onset, Timothy Cocozza, Rita Smith, Ana Maria Lopez, Shari Rudoler, Rachel Slamon, Tingting Zhan, Jazmarie L. Vega, Minal Dhamankar, Aruna Padmanabhan, Suzanne M. Miller, Kuang-Yi Wen

Department of Medical Oncology Faculty Papers

Purpose: Adjuvant endocrine therapy (AET) significantly diminishes recurrence and mortality risks in hormone receptor-positive breast cancer (BCa) patients. Nonetheless, suboptimal adherence and premature discontinuation during the initial year of treatment undermine these positive outcomes. This study aims to understand the potential diverse factors associated with perceived barriers to AET compliance at the onset of medication. Methods: We assessed perceived barriers to AET using the ASK-20 instrument for BCa patients initiating AET within 3 months. Our survey also included demographic variables (e.g., musculoskeletal symptoms) and clinical traits (e.g., medication type). Stepwise regression analyses were employed to elucidate the links between multilevel …

Blood Architecture : Designing A Hemophilia Treatment Center Through Biomimetic Principles, Melissa Da Costa Schmidt

Bachelor of Architecture Theses - 5th Year

This thesis explores how biomimetic principles drawn from the blood clotting process can inform the architectural design of hemophilia treatment centers, enhancing their efficiency, adaptability, and patient-centered care. By paralleling the phases of hemostasis—platelet aggregation, clotting factor activation, and fibrin stabilization—with spatial functions, the design proposes a layout where acute care areas are centrally positioned for rapid response, while rehabilitation zones support long-term healing, mirroring the reinforcement phase of clotting. Regulated movement and spatial zoning echo the precise control of clot formation, promoting accessibility, privacy, and reduced congestion. Architectural forms inspired by vascular networks, combined with the use of natural …

The Effects Of A Helmet Cooling Fan On Productivity In Healthy Males During A Simulated Work Task In The Heat, Siya Patel, Douglas Casa, Monique Marcelino

Honors Scholar Theses

Rising global temperatures and heatwaves are forcing labor workers to work in hot indoor and outdoor environments that can lead to life-threatening heat-related injuries. These injuries impair physical and cognitive performance, negatively affecting worker performance and efficiency. To help manage the adverse effects of heat stress on workers, cooling strategies have been implemented to prevent increase in body temperature and improve work performance. These strategies include heat acclimation, proper hydration, cooling garments, cooling helmets and more. However, research on helmet cooling fans on mannequins shows conflicting results regarding its effectiveness in improving work performance. Therefore, this study aimed to investigate …

Normothermic Regional Perfusion In Donation After Circulatory Death: The Essential Role Of The Certified Clinical Perfusionist. A Scoping Review., Robert A. Perdue

Student Works

Background: Donation after Circulatory Death (DCD) was the original mode of transplantation (e.g., first lung transplant in 1963 and first heart transplant in 1967) (1,2) but was largely abandoned post-1968 following the Harvard brain-death criteria (3). Recently, Normothermic Regional Perfusion (NRP) has renewed interest in DCD by mitigating warm ischemic injury. However, Certified Clinical Perfusionists (CCPs), who manage the extracorporeal circuits essential for NRP, remain largely overlooked or underrepresented in protocols and literature, even though they are, according to the American Board of Cardiovascular Perfusion (ABCP), the only professionals “formally educated and trained in adult and pediatric extracorporeal technology” (4). …

Smoking Cessation Education In Caregivers Of Pediatric Patients Hospitalized With Asthma Exacerbation, Maya Emptage, Kaitlynn Lineberry, Suzanne Kayali, Bobby Bellflower Dnsc, Nnp-Bc, Faanp, Michelle Rickard Dnp, Pnpac-Bc

Doctor of Nursing Practice Projects

Purpose/Background

Pediatric asthma is rising globally, currently affecting over 300 million individuals and projected to reach 400 million by 2025. This scoping review aims to summarize existing evidence on the impact of providing smoking education to caregivers during hospitalization on reducing pediatric asthma exacerbations, with the goal of encouraging further research.

Methods

The search spanned from August 2022 to November 2024, following the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) guidelines. Inclusion criteria focused on studies involving human participants and caregivers of children receiving smoking cessation education in relation to asthma exacerbation and hospital admission. Databases searched included …

Dexmedetomidine As An Adjunct To Local Anesthetics In Neuraxial Anesthesia: A Scoping Review, Meaghan Elrod, Jacob Flake, Sarah Eggers, Kieraney Coston, Dwayne Accardo Dnp, Crna, Faana

Doctor of Nursing Practice Projects

Purpose/Background

Neuraxial anesthesia is key for pain management and comfort during surgery. While local anesthetics and opioids have notable side effects, Dexmedetomidine (DEX) offers a promising alternative. Early studies suggest DEX improves pain control, prolongs anesthesia duration, and reduces opioid-related side effects. This review explores the benefits of incorporating DEX into neuraxial anesthesia for better patient safety and comfort

Methods

This scoping literature review took place from August 2023 to April 2024, utilizing PubMed, CINAHL, Cochrane Library, and Google Scholar for sources. After reviewing over 2,000 abstracts, 25 articles met the inclusion criteria, with nine selected as most relevant. Four …

Pancreatic Ascites: Update On Diagnosis And Management, Lefika Bathobakae, Heba Farhan, Derya Mücahit, Dina Rohira, Kashyap Chauhan, Yana Cavanagh, Walid Baddoura, Derick J Christian

Rowan-Virtua School of Osteopathic Medicine Departmental Research

Pancreatic ascites is a rare condition characterized by the accumulation of high-amylase ascitic fluid in the peritoneal cavity. This condition is often associated with chronic pancreatitis, pancreatic trauma, or pseudocyst rupture. Because of its rarity and ill-defined clinical presentation, pancreatic ascites is often a diagnostic and therapeutic challenge in clinical practice. The current diagnostic criteria include an amylase level >1000 mg/dL, a protein level >3 g/dL, and a serum ascites albumin gradient < 1.1 g/dL. The clinical features vary, but may include progressive abdominal distension, diffuse abdominal pain, weight loss and peritonitis. The management of pancreatic ascites remains controversial, and there is no consensus regarding the optimal approach. Conservative medical management, which includes nutritional support, pain control, therapeutic paracentesis and the use of somatostatin analogs, has been associated with a high failure rate and significant morbidity. Interventional therapies, such as surgery and endoscopic transpapillary stenting, have shown more promising outcomes. However, the choice between these methods is still debated, with some advocating for endoscopic approaches, because of their minimally invasive nature and reduced morbidity compared with surgical options. Endoscopic approaches remain underutilized in practice, probably because of the need for repeated interventions, the potential risks associated with endoscopic retrograde cholangiopancreatography, or a lack of skilled personnel. Although they show significant perioperative morbidity and mortality, surgical options provide definitive resolution of pancreatic ascites. Herein, we provide an updated review of pancreatic ascites, highlighting advances in diagnostic techniques and therapeutic approaches, and summarizing insights from recent clinical cases and retrospective studies.

Efficacy Of Neuromuscular Ultrasound In Diagnosing And Treating A Mammogram-Induced Brachial Plexus Injury-A Case Report, Jaime Dougherty, Tyler Pigott, Altamash E Raja

Rowan-Virtua School of Osteopathic Medicine Departmental Research

A 40-year-old woman presented with chronic left anterior shoulder, upper arm, and axillary pain following a routine mammogram 3 years prior. Despite multiple interventions, her pain persisted significantly affecting her quality of life. Ultrasound examination revealed fascicular edema in the medial brachial cutaneous nerve (MBCN), intercostobrachial cutaneous nerve (ICBN), and a positive sono-Tinel. Ultrasound-guided hydrodissection of these nerves provided complete axillary pain relief and significant improvement in anterior arm pain, sustained for 6 months. This case highlights the diagnostic challenges of cutaneous nerve entrapment syndromes, often overlooked and misdiagnosed, especially without a clear inciting injury. Ultrasound proves superior to electrodiagnostic …

Consistent Inventory Of Sterilized Instruments Ensures A Safe And Uncompromised Supply Of Instruments For Procedural Use, Tiffany Tammen, Amber Eckstein, Ellen Simonson

Nursing Posters

CentraCare Rice Memorial Hospital received a regulatory citation related to sterile instrument integrity and storage. Infection Prevention and Control (IPC) created a systematic approach to assess instrument inventory and integrity to ensure an uncompromised supply of instruments for procedural use.

Ultrasound-Guided Epidural Placement Vs. Conventional Technique - Evaluating Effectiveness: A Scoping Review, Skylar R. Kuehn, Bsn, Rn, Ccrn-Cmc, Jacob B. Morphis, Bsn, Rn, Sarah D. Price, Bsn, Rn, Katherine E. Pritchard, Msn, Rn, Jordan Isaac Dnp, Crna, Sharon Little Dnp, Aprn, Fnp-Bc, Tracy Mcclinton

Doctor of Nursing Practice Projects

Purpose/Background

Epidural anesthesia is a cornerstone of perioperative pain management, offering effective analgesia and reduced opioid dependency. However, traditional landmark-based epidural placement (EP) techniques often result in variable first-pass success rates (FPSR) and increased risks of complications. Ultrasound-guided (USG) EP has emerged as an alternative, providing real-time anatomical visualization to improve accuracy and safety. This scoping review synthesizes evidence on the comparative efficacy of USG EP and conventional techniques in adult patients undergoing perioperative epidural anesthesia.

Methods

This review commenced September 2023 and included full-access, peer-reviewed journal articles published in English between 2014-2023. Databases searched included PubMed, CINAHL, Cochrane Library, …

Pseudomonas Aeruginosa Exoy Enzymatic Activity Inhibits Exos-Induced Caspase-3/7 Activation But Not Cytotoxicity In Pmvecs, Connor Holm

Poster Presentations

Pseudomonas aeruginosa (P. aer.) is the most common cause of ventilator associated pneumonia (VAP) in ICU patients. Different combinations of exoenzymes (S, T, Y, and U) are found in P. aer. strains. ExoY is most often associated with VAP in ICU patients. ExoY infection of pulmonary microvascular endothelial cells (PMVECs) induces cell rounding but does not activate intracellular caspase-3/7 or cause cell death. ExoS and ExoT infection of epithelial cells leads to caspase-3/7 dependent cell death. Previous studies using epithelial cells show that ExoY alleviates the cytotoxic effects of ExoS and ExoT. Here, we sought to determine whether ExoY inhibits …

A New Approach: Evaluating The Effectiveness Of Artificial Intelligence Developments For Trauma Triage In The Emergency Department, William C. Anoka

2025 Spring Honors Capstone Projects - Archive

Triage in emergent situations occurs when patients are assigned to areas of the hospital with different levels of care according to the perceived risks determined by their signs and symptoms. The variability of current triage protocols substantially increases the proportion of lower acuity patients who die unexpectedly due to improper risk stratification. However, recent artificial intelligence (AI) developments have been applied to trauma triage situations to improve accuracy and patient outcomes. To further evaluate the effectiveness of this new tool, this study used various AI models to assess the presenting assessments of multiple situations and determine the appropriate level of …

Postpartum Depression Screening At First Year Well-Child Visits: Evaluating The Rate Of Maternal Ppd Detection, Chidera A. Speight, Bsn, Rn, Katherine Scarbrough, Bsn, Rn, Camille Jones, Bsn, Rn, Laura Reed, Dnp Fnp-C

Doctor of Nursing Practice Projects

Purpose/Background

Postpartum Depression (PPD) is a concerning mental health condition characterized by feelings of extreme sadness, exhaustion, and challenges with maternal-infant bonding. PPD effects mothers’ ability to adequately care for themselves and their newborns. Current research suggests that one in seven women experience symptoms of PPD as late as 12 months postpartum. Despite screening guidelines set forth by the American Academy of Pediatrics, 50% of mothers with PPD will not receive a diagnosis.

This study aims to evaluate the rate of PPD detection at well-child visits occurring within the first 12 months postpartum by administering the Edinburgh Postnatal Depression Scale …

Efficacy Of Platelet Rich Plasma On Thumb Basal Joint Osteoarthritis: A Narrative Review, Vrushank Shah, Alexander King

Rowan-Virtua Research Day

Platelet-rich plasma (PRP) has emerged as a potential treatment for carpometacarpal (CMC) joint osteoarthritis, with studies suggesting it may offer more durable symptom relief compared to corticosteroids. A comprehensive review of four studies, including two randomized controlled trials (RCTs), a retrospective study, and a pilot study, revealed that both PRP and corticosteroid injections led to short-term improvements in pain and function. However, PRP demonstrated significantly better long-term outcomes, with VAS scores decreasing from 75 to 20 in the PRP group at 12 months, compared to a modest reduction from 70 to 65 in the corticosteroid group. Additionally, PRP showed a …

Early Celiac Plexus Block In Metastatic Pancreatic Cancer, Brian Fardman, Christina Sheedy, Joshua Raymond

Rowan-Virtua Research Day

Both Early and Delayed Celiac Plexus Blocks (CPBs) have been used in pancreatic cancer. Early CPB is completed when criteria for CPB is initially met, whereas Delayed CPB is implemented only after recalcitrant pain persists. We describe the benefit of early CPB in pancreatic cancer management.

The Effective Utilization Of Artificial Intelligence (Ai) In Early Melanoma Detection, Svetlana Filiche

Rowan-Virtua Research Day

Background:

Melanoma, while comprising only 1% of skin cancer cases, accounts for a high mortality rate due to its ability to metastasize if not detected early. Traditional face-to-face dermatologic evaluations provide limited access to care, resulting in delayed diagnoses.

Significance:

Artificial Intelligence (AI) offers a novel approach to improve diagnostic accuracy and accessibility by alleviating strain on healthcare resources in medically underserved areas.

Methods:

A literature review was conducted using studies published in the last ten years. Eligible resources included case reports, clinical studies, clinical trials, meta-analyses, reviews, and systematic reviews in English. Studies that were repetitive or inapplicable were …

Comparative Long-Term Outcomes Of Cell Therapy And Cardiac Rehabilitation In The Treatment Of Non-Ischemic Dilated Cardiomyopathy, Awrush Sean Namazi, Susrut Dube, Jay Kishor Patel

Rowan-Virtua Research Day

This systematic review explores long-term treatment approaches for non-ischemic dilated cardiomyopathy, comparing cell therapy and cardiac rehabilitation. Cardiomyopathy is characterized by the progressive thinning and deterioration of cardiac muscle and is a significant cause of heart failure. Various treatment modalities have been developed to combat cardiomyopathy and prevent the onset of heart failure, with more recent efforts focusing on cell therapy—particularly allogeneic and autologous stem cell transplants. The efficacy of these novel treatments was compared to more established regimens, particularly cardiac rehabilitation. Studies demonstrate that both treatment modalities are associated with a significant overall improvement in ejection fraction (effect size …

Ultrasonographic Appearance Of Suspected Zinner Syndrome, Wen Hao Luo, Jared Garfinkle, Jack Hennen, Robert Martin, Kathleen Deiling

Rowan-Virtua Research Day

Zinner syndrome (ZS) is a rare congenital condition characterized by the triad of unilateral renal agenesis, ipsilateral seminal vesicle cyst, and ipsilateral ejaculatory duct obstruction. ZS is suspected to be caused by the malformation of the mesonephric duct during embryogenesis. The incomplete migration of the ureteric bud results in ipsilateral renal agenesis and ejaculatory duct obstruction. The remaining gonad develops with inadequate seminal fluid drainage, leading to the formation of seminal vesicle cysts. ZS is often asymptomatic, leading to challenges in diagnosis, particularly in adolescents. Symptoms can include pain, dysuria, pollakisuria, perineal pain, epididymitis, and pain after ejaculation. Imaging plays …

Evaluation Of Human Mesenchymal Stromal Cells (Msc) As An Adjuvant Therapeutic For Chronic Lyme Disease, Matthew Teryek

Rowan-Virtua Research Day

Background: Lyme disease, caused by the spirochetal bacterium Borrelia burgdorferi, is the most prevalent vector-borne illness in the Northern Hemisphere. If undiagnosed or untreated, the disease progresses through multiple stages of increasing clinical severity. While antibiotics such as doxycycline and ceftriaxone are the current standard of care, patients with chronic or late-stage Lyme disease may require additional therapeutic interventions.

Rationale: Human mesenchymal stem cells (MSCs) are of growing clinical interest due to their immunomodulatory properties, low immunogenicity, and potential to promote tissue repair. These characteristics position MSCs as promising adjuvant therapies for chronic Lyme disease, with the potential to …

Cobenfy(Xanomeline/Trospium) Vs. Clozapine For Treatment-Resistant Schizophrenia, Harmann Singh, Akash M. Patel, Abdullah Noory, Kush C. Patel, Simran Gandhi

Rowan-Virtua Research Day

Background: Treatment-resistant schizophrenia (TRS) poses significant therapeutic challenges. Although clozapine remains the gold-standard pharmacologic treatment for TRS, its clinical utility is hampered by severe side effects and intensive monitoring requirements. KarXT (Cobenfy), a combination of xanomeline and trospium chloride, represents a novel antipsychotic approach by targeting muscarinic M1/M4 receptors instead of dopamine D2 pathways.

Hypothesis: KarXT offers comparable efficacy to clozapine with a more favorable safety and tolerability profile, making it a viable alternative for patients with TRS.

Methods: A systematic review was conducted to identify studies from 2015–2025 evaluating KarXT in schizophrenia. Sources included PubMed, ClinicalTrials.gov, FDA databases, ICER …

Kratom As A Therapeutic Option For Opioid Use Disorder​: A Comprehensive Review​, Harmann Singh, Abdullah Noory, Akash M. Patel, Kush C. Patel, Simran Gandhi

Rowan-Virtua Research Day

Kratom (Mitragyna speciosa) has gained significant attention for its potential role in managing opioid use disorder (OUD). This review examines kratom’s pharmacology, safety profile, addiction potential, and ethical considerations in research, while exploring its future as a therapeutic option. Kratom’s primary alkaloids, mitragynine and 7-hydroxymitragynine, act as partial mu-opioid receptor agonists, producing analgesic and sedative effects at higher doses and stimulant-like effects at lower doses. Preclinical and observational studies suggest kratom may alleviate opioid withdrawal symptoms and cravings, but concerns remain regarding its dependency potential and adverse effects, including gastrointestinal distress, hepatotoxicity, and withdrawal symptoms upon cessation. While kratom carries …

The Use Of Intramedullary Screw For Fixation Of Distal Ulnar Fractures, Adam Lencer, John Pignataro, Justin Le, Joyce Daniel Suarez, Michael Rivlin

Rowan-Virtua Research Day

Background

Distal ulna fractures frequently accompany distal radius fractures but are often underappreciated in both clinical and research contexts. While conservative management is frequently employed, particularly following volar locking plate (VLP) fixation of the radius, certain indications, such as distal radioulnar joint (DRUJ) instability, comminution, or high-energy trauma, may necessitate surgical fixation. This study evaluates patient-reported outcomes among patients with distal radius fractures treated operatively, comparing those with and without concomitant distal ulna fractures, and further stratifying based on the method of ulna fixation.

Methods

This retrospective review included 477 patients treated operatively for distal radius fractures by a single …

Igg4-Related Autoimmune Pancreatitis In Patients With Prior Occupational Exposure: A Case Report And Review Of Risks Concerning Blue-Collared Workers, Zachary A. Coren, Justin Le, Jason Tran, Nicholas Moscardelli, Krish Patel, Joshua Coren

Rowan-Virtua Research Day

Autoimmune pancreatitis (AIP), a manifestation of IgG4-related disease (IgG4-RD), is a rare, often misdiagnosed condition that can closely mimic pancreatic cancer, particularly in its clinical and radiographic presentation. We report the case of a 76-year-old retired plumber who presented with painless jaundice and was initially suspected to have pancreatic cancer based on imaging findings. Subsequent endoscopic evaluation, biopsy, and markedly elevated serum IgG4 levels led to a diagnosis of type 1 AIP. Treatment with corticosteroids resulted in rapid clinical improvement and reduction in IgG4 levels, confirming the diagnosis.

This case highlights the diagnostic challenges of AIP, especially among blue-collar workers …

Outcomes Of Left Atrial Appendage Occlusion In Patients With Obstructive Sleep Apnea: A Comprehensive National Study, Tony Elias, Fady Beshara, Daniel Basta, Mena Elmalh, Matthew Ebrahim, Taha Syed, Olga Sarah, Abdallah Hussein

Rowan-Virtua Research Day

We sought to explore a sample of the inpatient population with OSA with AF who underwent LAAO.

Is Acupuncture At The Auricular Shenmen Point Effective In Treating Anxiety?, Nicole Vaiani, Alexander King, Venkateswar Venkataraman

Rowan-Virtua Research Day

Anxiety disorders are the most prevalent mental health condition in the United States and are often managed with pharmacological interventions, which can lead to adverse side effects. As a result, alternative therapies such as acupuncture are gaining attention. This study investigates the effectiveness of auricular acupuncture, specifically targeting the Shenmen point, in reducing symptoms of anxiety. We analyzed ten randomized controlled trials that included quantitative outcome measures. The results suggest that auricular acupuncture at the Shenmen point is an effective and well-tolerated adjunctive treatment for anxiety. While further research with larger sample sizes and extended follow-up periods is warranted, these …

The Role Of Ect In Ocd: A 10-Year Review (2014-2024), Mariana Sales, Tainiz Polanco, Amy Nguyen

Rowan-Virtua Research Day

Background: Obsessive-compulsive disorder (OCD) affects up to 2.5% of the population with significant impacts on everyday functioning and relationships. First-line treatment includes selective serotonin reuptake inhibitors (SSRI) and cognitive behavioral therapy; however, studies have found that up to 40-60% of patients do not respond to SSRIs. ECT is an alternative approach that has demonstrated limited efficacy in OCD.

Objective: The current review aims to summarize the results of published work between 2014-2024 to assess the efficacy of ECT in the treatment of OCD.

Methods: A literature review was conducted using eight studies from 2014-2024 to assess the effectiveness of ECT …

Autoimmune Encephalitis Presenting As Pseudodementia (Case Report), Renita Ng, Christie Richardson

Rowan-Virtua Research Day

Patients with autoimmune encephalitis frequently present with psychiatric symptoms including psychosis, behavioral changes, and affective disorders. Because of this, misdiagnosis of a primary psychiatric disorder in a case of autoimmune encephalitis is not uncommon. We present a case of autoimmune encephalitis in a 72 year old who was initially thought to have psuedodementia or catatonia due to variable collateral who later on LP was found to have markers and responded to steroid treatment. This case highlights the importance of maintaining a broad differential with patients who present with psychiatric alterations and to consider other causes of behavioral change.

Artificial Intelligence In Detecting Heart Failure - A Systematic Review, Dale Shober, Kyle Kowalski, Aria Sen

Rowan-Virtua Research Day

Many studies have presented an artificial intelligence (AI) model to read electrocardiograms (ECGs) for the purpose of detecting or classifying the severity of heart failure. While most literature suggests that these AI-ECG models are effective at detecting or classifying heart failure, their efficacy in comparison to the current standards of care is not well researched. Furthermore, the barriers to implementation and the risks of these systems have not been studied and compiled. This literature review aims to outline the efficacy of AI-ECG models, determine how effective AI-ECG is in comparison to the standards of care, and outline the barriers to …

Volatile Anesthetic Exposure During Organogenesis (Weeks 6-9): Implications For Fetal Brain Development, Cheryce Daniel, Kylon Coombs

Rowan-Virtua Research Day

Organogenesis, particularly during gestational weeks 6 through 9, represent a critical window for fetal brain development. During this period, neurogenesis, neural tube closure and synaptic organization are actively occurring. Disruption of these processes, especially from exogenous agents, can result in lasting developmental consequences.

The U.S Food and Drug Administration has issued warnings regarding the use of anesthetic agents such as isoflurane, sevoflurane, and desflurane. Noting the potential risk of neurotoxic effects on the developing brain. This warning is particularly highlighted when administered drugs are present for long periods of time or during repeated procedures. The goal of this literature review …

Enhancing Diagnostic Accuracy In Dyspnea: The Role Of Ai-Enhanced Ecg Interpretation, Sami Asif, Ayesha Mushtaq

Rowan-Virtua Research Day

Dyspnea is a frequent and diagnostically challenging presentation in emergency departments, requiring rapid distinction between cardiac and non-cardiac causes. Traditional approaches, including NT-proBNP testing and clinical assessment, often lack optimal sensitivity and specificity. Recent advancements in artificial intelligence (AI) have introduced AI-enhanced electrocardiogram (ECG) analysis as a promising diagnostic tool capable of identifying cardiac dysfunction with high accuracy.

A structured literature review was performed using PubMed to identify randomized controlled trials, prospective validations, and systematic reviews published between 2018 and 2024. Studies evaluating AI-ECG performance, NT-proBNP testing, and clinical assessment in adult patients presenting with dyspnea were included. Data extracted …