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Radiologic And Histologic Findings Of Undifferentiated Sarcoma Treated With Radical Resection, Justina Kasteri, Stefan Johnson, Joseph Hatem, Joel Thompson 2025 Lake Erie College of Osteopathic Medicine

Radiologic And Histologic Findings Of Undifferentiated Sarcoma Treated With Radical Resection, Justina Kasteri, Stefan Johnson, Joseph Hatem, Joel Thompson

Advances in Clinical Medical Research and Healthcare Delivery

Case report of an 89-year-old patient presenting with a nontraumatic painless growing mass on the right thigh. This article presents the diagnostic imaging and histologic microscopic views of the mass following a radical resection. Further discussing the key findings to diagnose undifferentiated sarcomas as well as the clinical management.


Can Anemia Be A Prognostic Indicator To Scope For Gastroesophageal Junction Adenocarcinoma?, Ryan Tam, Neha Narayanan, Evan Basha, Joel Thompson 2025 Lake Erie College of Osteopathic Medicine

Can Anemia Be A Prognostic Indicator To Scope For Gastroesophageal Junction Adenocarcinoma?, Ryan Tam, Neha Narayanan, Evan Basha, Joel Thompson

Advances in Clinical Medical Research and Healthcare Delivery

Gastroesophageal junction adenocarcinoma is a rapidly progressive disease that has a poor prognosis with a 5-year survival rate of 20%. It commonly presents with major symptoms of dysphagia and weight loss in addition to a long-standing history of reflux. As of now, screening for esophageal adenocarcinoma (EAC) is dependent on identifying risk factors which include a family history of Barrett’s esophagus and esophageal adenocarcinoma or patients with gastroesophageal reflux disease and at least one other risk factory for EAC such as age greater than 50 years, obesity or central adiposity, history of smoking, or male gender. Here, we present a …


Pericardial Effusion Of Uncommon Origin: A Diagnostic Journey, Tannoz Norouzi, Carol Lima, Sayf Al-Katib 2025 Oakland University William Beaumont School of Medicine Medical Student

Pericardial Effusion Of Uncommon Origin: A Diagnostic Journey, Tannoz Norouzi, Carol Lima, Sayf Al-Katib

Conference Presentation Abstracts

Tuberculous (TB) pericarditis is a rare yet serious form of extrapulmonary tuberculosis, characterized by a diverse clinical presentation and the potential to occur as an isolated extrapulmonary manifestation. In developed countries, tuberculosis is a rare cause of pericarditis, contributing to less than 5% of pericardial effusion cases and an even smaller percentage of constrictive pericarditis cases. This case describes a 27-year-old male from Mali with no significant medical history presenting with progressive fatigue, shortness of breath, and palpitations over one year. Family history revealed sudden cardiac death in his father in his 30s. Physical examination and initial investigations, including echocardiography, …


Efficacy Of Neuromuscular Ultrasound In Diagnosing And Treating A Mammogram-Induced Brachial Plexus Injury-A Case Report, Jaime Dougherty, Tyler Pigott, Altamash E Raja 2025 Rowan University

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 …


Ultrasonographic Appearance Of Suspected Zinner Syndrome, Wen Hao Luo, Jared Garfinkle, Jack Hennen, Robert Martin, Kathleen Deiling 2025 Rowan University

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 …


The Importance Of How And When In Measuring Epicardial Adipose Tissue, Brian Fardman, Juan Antonio Requena-Ibáñez, Carlos García Santos-Gallego, Anderly José Rodriguez Cordero, Samantha Sartori, Javier Sanz Sanz, Valentin Fuster, Juan José Badimon 2025 Rowan University

The Importance Of How And When In Measuring Epicardial Adipose Tissue, Brian Fardman, Juan Antonio Requena-Ibáñez, Carlos García Santos-Gallego, Anderly José Rodriguez Cordero, Samantha Sartori, Javier Sanz Sanz, Valentin Fuster, Juan José Badimon

Rowan-Virtua Research Day

Epicardial Adipose Tissue (EAT) is drawing increasing attention. As a quantifiable, modifiable, and potentially new cardiovascular therapeutic target, its accurate measurement is particularly relevant. In Cardiac Magnetic Resonance (CMR) different methods can be used to assess EAT burden. We take advantage of CMR-studies of EMPATROPISM trial to assess EAT through three different methods, evaluate the effect of Empagliflozin and look for significant difference in the ability to detect changes in serial measurements. In some settings such as treatment-induced changes or patient follow-up, multi-slice method of EAT evaluation provides higher accuracy to detect significant differences, otherwise unnoticed by single-slice approaches.


Interobserver Variability In Cardiovascular Fdg Pet/Ct Analysis In Large Vessel Vasculitis, Redemptar Kimeu, Anoop Shah, Samuel Gitau, Gemina Doolub, Jeilan Mohamed 2025 The Nairobi Hospital, Kenya

Interobserver Variability In Cardiovascular Fdg Pet/Ct Analysis In Large Vessel Vasculitis, Redemptar Kimeu, Anoop Shah, Samuel Gitau, Gemina Doolub, Jeilan Mohamed

Imaging & Diagnostic Radiology, East Africa

Introduction: PET/CT has a synergistic value for optimal diagnosis, disease activity monitoring, and evaluation of damage progression in large vessel vasculitis. The use of standardized uptake values (SUV) as a measurement of relative tissue uptake facilitates comparisons between patients, and has been suggested as a basis for diagnosis. The SUVmean and SUVmax reproducibility in vascular structures is not widely studied.

Objective: The objective of this study was to evaluate the inter-observer variability of both qualitative visual grading of aortic 18F-FDG uptake and the quantitative aortic mean and maximum SUVs in these patients with mild to moderate covid-19 infection …


Ultrasound-Guided Vs. Fluoroscopy Guided Steroid Injection For Lumbar Spine Pain On Functional And Pain Outcomes: A Systematic Review, Yashas Sattur, Akash Patel, Alec Birnbaum, Athena Nomula 2025 Rowan University

Ultrasound-Guided Vs. Fluoroscopy Guided Steroid Injection For Lumbar Spine Pain On Functional And Pain Outcomes: A Systematic Review, Yashas Sattur, Akash Patel, Alec Birnbaum, Athena Nomula

Rowan-Virtua Research Day

Fluoroscopy-guided steroid injections are standard for lumbar spine pain but involve radiation. Ultrasound offers a safer, radiation-free alternative. Ultrasound-guided injections are non-inferior in improving pain and function. A systematic review of PubMed, Embase, Cochrane, Scopus, and Web of Science was conducted. Studies in adults comparing ultrasound and fluoroscopy-guided injections reporting VAS, NRS, or ODI were included. Fifteen studies showed both techniques significantly improved pain and function, with no consistent superiority. Ultrasound-guided injections are effective and safe, providing comparable outcomes to fluoroscopy while eliminating radiation exposure.


Prostatic Urethral Length On Mri As A Predictor Of Late Genitourinary Toxicity After Prostate Cancer Radiation, Kyu Kim, Joseph Lee, Allison Hazy, Sayf Al-Katib, Hong Ye, Nathan Kolderman, Abhay Dhaliwal, Daniel Krauss, Thomas Quinn, Kimberly Marvin, Kiran R. Nandalur 2025 Oakland University William Beaumont School of Medicine Medical Student

Prostatic Urethral Length On Mri As A Predictor Of Late Genitourinary Toxicity After Prostate Cancer Radiation, Kyu Kim, Joseph Lee, Allison Hazy, Sayf Al-Katib, Hong Ye, Nathan Kolderman, Abhay Dhaliwal, Daniel Krauss, Thomas Quinn, Kimberly Marvin, Kiran R. Nandalur

Posters

Radiation therapy (RT) is a widely used treatment for prostate cancer.1 While effective, some patients develop late genitourinary (GU) toxicity, which can impact quality of life.2,4 Identifying pre-treatment factors that predict toxicity risk may help improve clinical decision-making. Recent studies suggest that prostatic urethral length (PUL) seen on MRI is associated with an increased risk of late GU toxicity.3 Understanding this relationship could enhance risk stratification before treatment.


Evaluating Bone Fracture Healing In A Rabbit Model Using Doppler Imaging Modes, Shear Wave Elastography, X-Ray, And Dual-Energy X-Ray Absorptiometry, Priscilla Machado, Rachel Blackman, Ji-Bin Liu, Collleen Dempsey, Flemming Forsberg, Traci Fox 2025 Thomas Jefferson University

Evaluating Bone Fracture Healing In A Rabbit Model Using Doppler Imaging Modes, Shear Wave Elastography, X-Ray, And Dual-Energy X-Ray Absorptiometry, Priscilla Machado, Rachel Blackman, Ji-Bin Liu, Collleen Dempsey, Flemming Forsberg, Traci Fox

Department of Radiology Faculty Papers

OBJECTIVE: This study investigated methods of evaluating the bone fracture healing process using superb microvascular imaging (SMI; two modes color SMI [cSMI] and monochromeSMI [mSMI]), and shear wave elastography (SWE), relative to X-ray, dual-energy X-ray absorptiometry (DXA), and platelet endothelial cell adhesion molecule 1 (PECAM-1) also know as cluster of differentiation 31 (CD-31) staining in a rabbit model.

METHODS: This IACUC-approved study involved eight rabbits that underwent a bilateral fibula osteotomy and were followed for 7 or 21 days (Groups 1 and 2 with 4 rabbits in each). Ultrasound examinations using cSMI, mSMI, and SWE were performed on Days 0, …


Predicting Coronary Artery Calcium Using Abdominal Aorta And Visceral Artery Calcification, Jared Dixon, Sayf Al-Katib, Kiran Nandalur, Jacob Ghannam, Ali Beydoun, Desiree Clement 2025 Oakland University William Beaumont School of Medicine Medical Student

Predicting Coronary Artery Calcium Using Abdominal Aorta And Visceral Artery Calcification, Jared Dixon, Sayf Al-Katib, Kiran Nandalur, Jacob Ghannam, Ali Beydoun, Desiree Clement

Posters

CAC scoring has emerged as a widely available, consistent, and reproducible means of assessing risk for major cardiovascular outcomes, especially useful in asymptomatic people for planning primary prevention interventions such as statins and aspirin.1 The Multiethnic Study of Atherosclerosis (MESA) demonstrated that a CAC score of 0 represents a less than 5 percent 10-year Atherosclerotic cardiovascular disease (ASCVD) risk. CAC scores 1-299 represent borderline to intermediate risk, and CAC score >300 represents a “high risk” 10 percent or greater 10-year ASCVD risk.2

When used correctly, CAC scoring is a powerful predictor of ASCVD risk and holds the key for many …


Air Embolism After Percutaneous Lung Biopsy Or Ablation: A Report Of Six Cases, Rebecca Choi, Haylie Kieu-Mi Phan, Varshana Gurusamy, Rahul A Sheth, Bruno C Odisio, Kelvin Hong, Alda L Tam 2025 The Texas Medical Center Library

Air Embolism After Percutaneous Lung Biopsy Or Ablation: A Report Of Six Cases, Rebecca Choi, Haylie Kieu-Mi Phan, Varshana Gurusamy, Rahul A Sheth, Bruno C Odisio, Kelvin Hong, Alda L Tam

Faculty, Staff and Student Publications

Systemic air embolism is a rare but potentially life-threatening complication of percutaneous lung biopsy and ablation. This report describes six patients (four male, two female) with air embolism following CT-guided lung interventions at two institutions between January 2021 and March 2024. Air embolisms were identified in locations such as the pulmonary vein, left ventricle, and coronary arteries, with clinical presentations ranging from asymptomatic to life-threatening events. Prompt intervention, including oxygen therapy, patient repositioning, and intravenous administration of epinephrine in cases of cardiac arrest, resulted in favorable outcomes. This series highlights the importance of early detection of systemic air embolism and …


Quantitative Ablation Confirmation Methods In Percutaneous Thermal Ablation Of Malignant Liver Tumors: Technical Insights, Clinical Evidence, And Future Outlook, Iwan Paolucci, Jessica Albuquerque Marques Silva, Yuan-Mao Lin, Alexander Shieh, Anna Maria Ierardi, Gianpaolo Caraffiello, Carlo Gazzera, Kyle A Jones, Paolo Fonio, Reto Bale, Kristy K Brock, Marco Calandri, Bruno C Odisio 2025 The Texas Medical Center Library

Quantitative Ablation Confirmation Methods In Percutaneous Thermal Ablation Of Malignant Liver Tumors: Technical Insights, Clinical Evidence, And Future Outlook, Iwan Paolucci, Jessica Albuquerque Marques Silva, Yuan-Mao Lin, Alexander Shieh, Anna Maria Ierardi, Gianpaolo Caraffiello, Carlo Gazzera, Kyle A Jones, Paolo Fonio, Reto Bale, Kristy K Brock, Marco Calandri, Bruno C Odisio

Faculty, Staff and Student Publications

Percutaneous image-guided thermal ablation is an established local curative-intent treatment technique for the treatment of primary and secondary malignant liver tumors. Whereas margin assessment after surgical resection can be accomplished with microscopic examination of the resected specimen, margin assessment after percutaneous thermal ablation relies on cross-sectional imaging. The critical measure of technical success is the minimal ablative margin (MAM), defined as the minimum distance between the tumor and the edge of the ablation zone. Traditionally, the MAM has been assessed qualitatively using anatomic landmarks, which has suboptimal accuracy and reproducibility and is prone to operator bias. Consequently, specialized software-based methods …


The Development Of A Trauma Interventional Radiology Alert Protocol Reduces Time To Vessel Puncture In Cases Of Active Hemorrhage., Aahad Khan, Akhil Gangisetty, Steve Mitchell, Nick Daughtery, Brent Goslin, William B DeVoe, John Bach 2025 OhioHealth

The Development Of A Trauma Interventional Radiology Alert Protocol Reduces Time To Vessel Puncture In Cases Of Active Hemorrhage., Aahad Khan, Akhil Gangisetty, Steve Mitchell, Nick Daughtery, Brent Goslin, William B Devoe, John Bach

Trauma and Acute Care Articles

Introduction Trauma continues to be a major cause of death in the United States, with uncontrolled bleeding contributing to a significant portion of trauma-related fatalities. In recent years, the management of hemorrhagic trauma patients has expanded to include interventional radiology (IR). The American College of Surgeons Committee on Trauma recommends that Level 1 and 2 trauma centers ensure IR availability within 60 minutes of the decision to proceed with angiography. Delays in IR intervention are associated with poorer outcomes and increased mortality. To address this, our Level 2 trauma center developed and implemented an institutional protocol involving trauma surgeons, interventional …


Intracolonic Migration Of A Dislocated Acetabular Cup Prosthesis, Jack R. Lubka, Cyrus Tamboli, Philip Brunetti, Sarosh Tamboli, Alex Davis, Hamish Patel, Olugbenga Oyesanmi, Michael Strobbe, Shaival Thakore, Subhasis Misra, Jeffrey Mino 2025 HCA Florida Bayonet Point Hospital

Intracolonic Migration Of A Dislocated Acetabular Cup Prosthesis, Jack R. Lubka, Cyrus Tamboli, Philip Brunetti, Sarosh Tamboli, Alex Davis, Hamish Patel, Olugbenga Oyesanmi, Michael Strobbe, Shaival Thakore, Subhasis Misra, Jeffrey Mino

HCA Healthcare Journal of Medicine

Background

Acetabular cup migration is a rare complication of hip replacement surgery. If the acetabular socket of the ilium is weak, the prosthesis can erode or pass through it. There have been multiple reports of acetabular cup prosthesis migration to the colon, creating a coloarticular fistula between the hip joint and the cecum, sigmoid colon, or rectum. We report a rare presentation of a complete intracolonic migration of a prosthetic acetabular cup without creating a fistula.

Case Presentation

A 53-year-old female patient with a remote history of a total right hip replacement presented with abdominal pain and rectal bleeding. Computed …


Utility Of Incorporating Radiological Findings Of Right Heart Strain In Patients With Acute Pulmonary Embolism For Risk Stratification Of Adverse Outcomes: A Retrospective Analysis, Joshua Amaya, Sameer Allahabadi, Daniel L. Habenicht, John Hunton, Amal M. Khan, Subhash Venigalla, Curran Reddy, Jeremy V. Doan, Grace Wang, Daniel R. Eickenhorst, Shovendra Gautam 2025 Baylor Scott & White All Saints Medical Center

Utility Of Incorporating Radiological Findings Of Right Heart Strain In Patients With Acute Pulmonary Embolism For Risk Stratification Of Adverse Outcomes: A Retrospective Analysis, Joshua Amaya, Sameer Allahabadi, Daniel L. Habenicht, John Hunton, Amal M. Khan, Subhash Venigalla, Curran Reddy, Jeremy V. Doan, Grace Wang, Daniel R. Eickenhorst, Shovendra Gautam

HCA Healthcare Journal of Medicine

Background

Right heart (RH) strain in the setting of pulmonary embolisms can significantly increase the risk of mortality. Thus, screening for risk of complications in these patients is crucial. The goal of our study was to assess the strength of specific diagnostic findings of RH strain for predicting adverse outcomes including mortality, hospital length of stay, and the requirement of advanced interventions.

Methods

A single-center, retrospective cohort study of 81 patients diagnosed with acute pulmonary embolism with RH strain on computed tomography pulmonary angiogram (CTPA) from September 12, 2019, to August 30, 2023. Data were collected on patient computed tomography …


Percutaneous Transluminal Angioplasty And Stenting (Ptas) In Patients With Symptomatic Intracranial Vertebrobasilar Artery Stenosis (Ivbs), Ramtin Pourahmad, Kiarash Saleki, Sina Zoghi, Ramtin Hajibeygi, Hamed Ghorani, Amin Javanbakht, Sina Goodarzi, Parsa Alijanizadeh, Kelly Trinh, Ravi Shastri, Mohammad Ghasemi-Rad 2025 The Texas Medical Center Library

Percutaneous Transluminal Angioplasty And Stenting (Ptas) In Patients With Symptomatic Intracranial Vertebrobasilar Artery Stenosis (Ivbs), Ramtin Pourahmad, Kiarash Saleki, Sina Zoghi, Ramtin Hajibeygi, Hamed Ghorani, Amin Javanbakht, Sina Goodarzi, Parsa Alijanizadeh, Kelly Trinh, Ravi Shastri, Mohammad Ghasemi-Rad

Faculty, Staff and Students Publications

Background: Approximately 20% of all transient ischaemic attacks (TIAs) and ischaemic strokes occur within the posterior circulation, with vertebrobasilar stenosis identified as the cause in roughly 25% of the cases. Studies have shown that about a quarter of these patients have atherosclerotic stenosis of at least 50% of the vertebrobasilar artery. Stenosis has been shown to be associated with an increased risk of 90-day recurrent vertebrobasilar stroke, particularly in the first few weeks, which is significantly higher when compared with patients with stenosis of the anterior circulation. Therefore, aggressive treatment is important for the patient's prognosis. Stenting is emerging as …


Autoradai: A Versatile Artificial Intelligence Framework Validated For Detecting Extracapsular Extension In Prostate Cancer, Pegah Khosravi, Shady Saikali, Abolfazl Alipour, Saber Mohammadi, Maxwell Boger, Dalanda M. Diallo, Christopher J. Smith, Marcio C. Moschovas, Iman Hajirasouliha, Andrew J. Hung, Srirama S. Venkataraman, Vipul Patel 2025 CUNY New York City College of Technology

Autoradai: A Versatile Artificial Intelligence Framework Validated For Detecting Extracapsular Extension In Prostate Cancer, Pegah Khosravi, Shady Saikali, Abolfazl Alipour, Saber Mohammadi, Maxwell Boger, Dalanda M. Diallo, Christopher J. Smith, Marcio C. Moschovas, Iman Hajirasouliha, Andrew J. Hung, Srirama S. Venkataraman, Vipul Patel

Publications and Research

Preoperative identification of extracapsular extension (ECE) in prostate cancer (PCa) is crucial for effective treatment planning, as ECE presence significantly increases the risk of positive surgical margins and early biochemical recurrence following radical prostatectomy. AutoRadAI, an innovative artificial intelligence (AI) framework, was developed to address this clinical challenge while demonstrating broader potential for diverse medical imaging applications. The framework integrates T2-weighted MRI data with histopathology annotations, leveraging a dual convolutional neural network (multi-CNN) architecture. AutoRadAI comprises two key components: ProSliceFinder, which isolates prostate-relevant MRI slices, and ExCapNet, which evaluates ECE likelihood at the patient level. The system was trained and …


Spectrum Of Congenital Anomalies Detected Through Anatomy Ultrasound At A Referral Hospital In Ghana, Alim Swarray-Deen, Morgan Yapundich, Sarah Boudova, Kwaku Doffour-Dapaah, Jeff Osei-Agyapong, Perez Sepenu, Alex K. Boateng, Teresa A. Mensah, Patrick Anum, Nana Essuman Oduro, Theophilus Adu-Bredu, Promise E. Sefogah, Jerry Coleman, Samuel A. Oppong 2025 Thomas Jefferson University

Spectrum Of Congenital Anomalies Detected Through Anatomy Ultrasound At A Referral Hospital In Ghana, Alim Swarray-Deen, Morgan Yapundich, Sarah Boudova, Kwaku Doffour-Dapaah, Jeff Osei-Agyapong, Perez Sepenu, Alex K. Boateng, Teresa A. Mensah, Patrick Anum, Nana Essuman Oduro, Theophilus Adu-Bredu, Promise E. Sefogah, Jerry Coleman, Samuel A. Oppong

Department of Obstetrics and Gynecology Faculty Papers

BACKGROUND: Africa has a high burden of congenital anomalies due in part to limited preconception care, infections, and environmental exposures. However, the true prevalence of congenital anomalies is unclear because of insufficient access to prenatal diagnostic services. We aimed to determine the rate of congenital anomalies, and characterize the anomalies detected prenatally at a referral hospital in Ghana.

METHODS: We performed a four-year retrospective review of all fetal anomaly ultrasounds performed and congenital anomalies detected from January 1st, 2020, to December 31st, 2023, at Korle Bu Teaching Hospital, Accra, Ghana. Data were extracted from the electronic database on maternal age, …


Midrc Mrale Mastermind Grand Challenge: Ai To Predict Covid Severity On Chest Radiographs, Samuel G. Armato, Karen Drukker, Lubomir Hadjiiski, Carol C. Wu, Jayashree Kalpathy-Cramer, George Shih, Maryellen L. Giger, Natalie Baughan, Benjamin Bearce, Adam E. Flanders, Robyn L. Ball, Kyle J. Myers, Heather M. Whitney, The Midrc Grand Challenge Working Group 2025 Thomas Jefferson University

Midrc Mrale Mastermind Grand Challenge: Ai To Predict Covid Severity On Chest Radiographs, Samuel G. Armato, Karen Drukker, Lubomir Hadjiiski, Carol C. Wu, Jayashree Kalpathy-Cramer, George Shih, Maryellen L. Giger, Natalie Baughan, Benjamin Bearce, Adam E. Flanders, Robyn L. Ball, Kyle J. Myers, Heather M. Whitney, The Midrc Grand Challenge Working Group

Department of Radiology Faculty Papers

PURPOSE: The Medical Imaging and Data Resource Center (MIDRC) mRALE Mastermind Grand Challenge fostered the development of artificial intelligence (AI) techniques for the automated assignment of mRALE (modified radiographic assessment of lung edema) scores to portable chest radiographs from patients known to have COVID-19.

APPROACH: The challenge utilized 2079 training cases obtained from the publicly available MIDRC data commons, with validation and test cases sampled from not-yet-public MIDRC cases that were inaccessible to challenge participants. The reference standard mRALE scores for the challenge cases were established by a pool of 22 radiologist annotators. Using the MedICI challenge platform, participants submitted …


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