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Performance Analysis Of Hybrid Deep Learning Framework Using A Vision Transformer And Convolutional Neural Network For Handwritten Digit Recognition, Vanita Agrawal, Jayant Jagtap, Shruti Patil, Ketan Kotecha 2024 The Texas Medical Center Library

Performance Analysis Of Hybrid Deep Learning Framework Using A Vision Transformer And Convolutional Neural Network For Handwritten Digit Recognition, Vanita Agrawal, Jayant Jagtap, Shruti Patil, Ketan Kotecha

Journal Articles

Digitization created a demand for highly efficient handwritten document recognition systems. A handwritten document consists of digits, text, symbols, diagrams, etc. Digits are an essential element of handwritten documents. Accurate recognition of handwritten digits is vital for effective communication and data analysis. Various researchers have attempted to address this issue with modern convolutional neural network (CNN) techniques. Even after training, CNN filter weights remain unchanged despite the high identification accuracy. As a result, the process cannot flexibly adapt to input changes. Hence computer vision researchers have recently become interested in Vision Transformers (ViTs) and Multilayer Perceptrons (MLPs). The shortcomings of …


The Unusual Suspect: Citrobacter Infection As A Rare Cause Of Renal Abscess, Nismat Javed, Nishant Allena, Sai Allu, Paul Kelly 2024 Department of Internal Medicine, BronxCare Health System, Bronx, NY, USA

The Unusual Suspect: Citrobacter Infection As A Rare Cause Of Renal Abscess, Nismat Javed, Nishant Allena, Sai Allu, Paul Kelly

Journal of Community Hospital Internal Medicine Perspectives

Citrobacter infections have emerged as now a common nosocomial pathogen. Most of the infections manifest in patients with underlying medical conditions. The features of infection can range from infections in the lower urinary tract, respiratory tract, gastrointestinal disease, or bacteremia, however renal abscesses remain uncommon. Here we present the case of a 48-year-old female with medical history of diabetes that presented with a right renal abscess secondary to Citrobacter koseri infection managed with drainage and antimicrobial treatment.


The Not-So-Benign Sickle Cell Trait: A Case Of Renal Medullary Carcinoma, Fatima Halilu, Siddartha Guru, Fuscaldo Joseph 2024 Johns Hopkins Bayview Medical Center, Baltimore, Maryland

The Not-So-Benign Sickle Cell Trait: A Case Of Renal Medullary Carcinoma, Fatima Halilu, Siddartha Guru, Fuscaldo Joseph

Journal of Community Hospital Internal Medicine Perspectives

Sickle cell trait (SCT) has long been considered a benign carrier state with malarial protection, but carriers can be affected by increased venous thromboembolism, exercise-related injury, renal complications and very rarely a fatal renal malignancy. Renal medullary carcinoma is a very rare and aggressive renal tumor described almost exclusively in sickle cell trait. A review of the current literature provides clues to this link and describes trends expected in these cases. We report a case of renal medullary carcinoma in a 32-year-old female with known sickle trait who presented with cough, hemoptysis, left flank pain and gross hematuria. Initial presentation …


Role Of Artificial Intelligence In Endoscopic Intervention: A Clinical Review, Nismat Javed, Haider Ghazanfar, Bhavna Balar, Harish Patel 2024 Department of Internal Medicine, BronxCare Health System, Bronx, NY, USA

Role Of Artificial Intelligence In Endoscopic Intervention: A Clinical Review, Nismat Javed, Haider Ghazanfar, Bhavna Balar, Harish Patel

Journal of Community Hospital Internal Medicine Perspectives

Gastrointestinal diseases are increasing in global prevalence. As a result, the contribution to both mortality and healthcare costs is increasing. While interventions utilizing scoping techniques or ultrasound are crucial to both the timely diagnosis and management of illness, a few limitations are associated with these techniques. Artificial intelligence, using computerized diagnoses, deep learning systems, or neural networks, is increasingly being employed in multiple aspects of medicine to improve the characteristics and outcomes of these tools. Therefore, this review aims to discuss applications of artificial intelligence in endoscopy, colonoscopy, and endoscopic ultrasound.


Cva In Patient With Systemic Sclerosis On Aspirin Therapy: A Case Report, Rahyan Mahmud, Bianna Koutsenko, Kenneth Goich, Usaid Hasan 2024 Rowan University

Cva In Patient With Systemic Sclerosis On Aspirin Therapy: A Case Report, Rahyan Mahmud, Bianna Koutsenko, Kenneth Goich, Usaid Hasan

Rowan-Virtua Research Day

Introduction

Systemic sclerosis is an autoimmune disorder characterized by microvascular damage and multiorgan fibrosis. These patients have a higher risk of cerebrovascular events, but it is difficult to develop strategies for prevention due to limited understanding of underlying pathophysiology.

Case Presentation

A 76-year-old female with a history of systemic sclerosis presented to the emergency department with acute onset slurred speech, facial droop, and left arm pain with a National Institutes of Health (NIH) Stroke Scale of 1. She was outside the thrombolytic window. Other history includes hypertension and hyperlipidemia; both were well controlled. MRI confirmed right frontal lobe ischemic stroke …


Chronic Schizophrenia Presenting With Psychogenic Polydipsia Masking Stage Iv Uterine Adenocarcinoma, Dakota B. Pastore, Kamayel Jaludi, Angelo Sica MD 2024 Rowan University

Chronic Schizophrenia Presenting With Psychogenic Polydipsia Masking Stage Iv Uterine Adenocarcinoma, Dakota B. Pastore, Kamayel Jaludi, Angelo Sica Md

Rowan-Virtua Research Day

Background: Psychogenic polydipsia (PPD) is a condition of excessive water intake and seeking behavior with a 6-20% prevalence among patients with psychiatric illnesses, commonly Schizophrenia. It remains unknown how often concomitant disease can mask other, more serious conditions in psychiatric patients.

Case Description: The patient is a 58-year-old Hispanic, white female with chronic schizophrenia complicated by multiple hospitalizations for hyponatremia secondary to PPD. The patient initially presented to the emergency department (ED) in 2016 with abdominal pain, was treated symptomatically and discharged. From 2020 to 2023, the patient was readmitted seven more times, with two suspected aspirin overdoses, an Ambien …


Relationship Between Gut Microbiota And Dementia, Saad Ahmed, Zackary Harris, Russell David Levi 2024 Rowan University

Relationship Between Gut Microbiota And Dementia, Saad Ahmed, Zackary Harris, Russell David Levi

Rowan-Virtua Research Day

This paper explores the complex relationship between gut microbiota, dietary habits, and dementia, focusing particularly on Alzheimer's disease (AD). Growing evidence suggests a significant link between the composition of gut bacteria, dietary choices, and susceptibility to dementia. Notably, individuals with dementia demonstrate a noticeable reduction in gut bacteria diversity, highlighting the crucial role of a balanced microbiome in maintaining cognitive health. Conversely, dietary preferences characterized by excessive consumption of processed foods and sugars are associated with an increased risk of dementia, emphasizing the critical influence of diet on shaping gut microbiota and subsequent neurocognitive outcomes. Importantly, dietary interventions featuring a …


Splenic Artery Aneurysm Masquerading As Chest Pain: A Case Report Of A Rare Clinical Presentation, Emily Forester, Anjeanette Brown MD 2024 Rowan University

Splenic Artery Aneurysm Masquerading As Chest Pain: A Case Report Of A Rare Clinical Presentation, Emily Forester, Anjeanette Brown Md

Rowan-Virtua Research Day

Background: Splenic artery aneurysms most commonly present with vague epigastric or left upper quadrant abdominal pain that may radiate to the left shoulder. Chest pain associated with splenic artery aneurysm is an unusual phenomena. This case presents a rare occurrence of a splenic artery aneurysm originally presenting as atypical chest pain. Case Presentation: A 46 year old G3P2 AAF patient with family history of hypertension presented to the ER with pleuritic left chest pain, episodes of shortness of breath, and new onset hypertension. Chest x-ray and ECG were unremarkable. Pertinent labs included a hemoglobin of 10.6 and D-dimer of 4.10. …


Impact Of Diabetic Education On Reducing Hospital Readmission Rates: A Literature Review Of Adults With Diabetes, Frank Camarda 2024 Rowan University

Impact Of Diabetic Education On Reducing Hospital Readmission Rates: A Literature Review Of Adults With Diabetes, Frank Camarda

Rowan-Virtua Research Day

According to 2018 data from the Diabetes Institute Foundation, adults in the U.S. diagnosed with diabetes accounted for 17 million emergency department visits. The readmission rate for patients with diabetes far exceeds the general readmission rates for hospitalized patients. While there is recognition of the need for diabetic education to reduce hospital readmissions, optimizing long-term self-management of diabetics remains a focus of ongoing research.


Metachronous Mucinous Breast Carcinoma And Mucinous Pancreatic Cystadenoma In A Patient With Metabolic Comorbidities; Case Report And A Literature Review, Teodora Gabriela Alexescu, Irina Obada, Angela Cozma, Mirela Georgiana Perne, Olga Hilda Orasan, Vasile Negrean, Iacob Domsa, Victoria Ruta, Simina Felicia Țărmure 2024 Iuliu Hatieganu University of Medicine and Pharmacy, Department of Internal Medicine, Cluj Napoca, Romania

Metachronous Mucinous Breast Carcinoma And Mucinous Pancreatic Cystadenoma In A Patient With Metabolic Comorbidities; Case Report And A Literature Review, Teodora Gabriela Alexescu, Irina Obada, Angela Cozma, Mirela Georgiana Perne, Olga Hilda Orasan, Vasile Negrean, Iacob Domsa, Victoria Ruta, Simina Felicia Țărmure

Journal of Mind and Medical Sciences

Mucinous breast carcinoma is a rare subtype of mammary neoplasm encountered in medical practice. It represents approximately 1-6% of all breast cancers and is more common in postmenopausal women. There are two subtypes of mucinous breast carcinoma: pure and mixed. We report the case of a 73-year-old Caucasian woman diagnosed with mucinous pancreatic cystadenoma in 2007. She underwent a surgical procedure involving pancreatectomy of the body and tail, along with multiple known cardiovascular and metabolic comorbidities. In November 2019, during a clinical-biological evaluation for associated diseases, a mucinous carcinoma of the right breast was accidentally detected and later confirmed through …


Management Of Macrovascular Diabetic Complications: A Single-Center Case Series Analysis Of Consecutively Attending Patients In Primary Care, Sanda Maria Crețoiu, Mihaela Adela Iancu, Laura Maria Condur, Teodor Salmen, Andreea Steriu, Ana Maria Alexandra Stănescu, Irina Anca Eremia, Cristina Mihaela Olariu, Eliza Elena Cinteză, Camelia Cristina Diaconu 2024 Carol Davila University of Medicine and Pharmacy, Bucharest, Romania

Management Of Macrovascular Diabetic Complications: A Single-Center Case Series Analysis Of Consecutively Attending Patients In Primary Care, Sanda Maria Crețoiu, Mihaela Adela Iancu, Laura Maria Condur, Teodor Salmen, Andreea Steriu, Ana Maria Alexandra Stănescu, Irina Anca Eremia, Cristina Mihaela Olariu, Eliza Elena Cinteză, Camelia Cristina Diaconu

Journal of Mind and Medical Sciences

Introduction. The prevalence of diabetes mellitus is increasing, with type 2 diabetes (T2DM) being a major health priority for any public health system. Increased arterial stiffness in patients with diabetes will lead to the appearance of vascular complications. Increased arterial stiffness in patients with diabetes usually leads to vascular complications. Any earlier diagnosis of impaired macrovascular evidence may lead to improved outcomes in patient care. The objective of our study was to assess and evaluate the finger-toe pulse wave velocity (ftPWV), as a measure of arterial stiffness, in order to assist with early detection of macrovascular diabetic complications. Materials and …


Effect Of Continuous Renal Replacement Therapy On Serum Levels Of Inflammatory Cytokines/Interleukin-17 In Severe Acute Pancreatitis, Diana Iosif, Adrian Paul Suceveanu, Marius Prazaru, Iulia Cindea, Viorel Gherghina, Anca Mihaela Pantea Stoian, Laura Mazilu, Dragos Serban, Alina Nicoara, Andra Iulia Suceveanu 2024 Ovidius University of Constanta, Doctoral School of Medicine, Constanta, Romania

Effect Of Continuous Renal Replacement Therapy On Serum Levels Of Inflammatory Cytokines/Interleukin-17 In Severe Acute Pancreatitis, Diana Iosif, Adrian Paul Suceveanu, Marius Prazaru, Iulia Cindea, Viorel Gherghina, Anca Mihaela Pantea Stoian, Laura Mazilu, Dragos Serban, Alina Nicoara, Andra Iulia Suceveanu

Journal of Mind and Medical Sciences

Despite continuous investigations in the diagnosis and treatment of severe acute pancreatitis (SAP), this disease still remains a critical condition with a mortality rate of up to 35%. The pathophysiology of SAP involves an important inflammatory reaction of the pancreas (mediated by inflammatory cytokines and immune system activation), causing severe local tissue damage as well as important systemic imbalances. IL-17 is an inflammatory mediator that have a pivotal role in SAP evolution, generating multiple interactions between inflammatory cytokines and significantly influencing the immune system response. Consequently, continuous renal replacement therapy/CRRT was added to the conventional therapy, leading to improved treatment …


A Case Series Of Unusual Iga Vasculitis, Jared Bradley, Ian Whitaker, Brittany Lyons, Amy Mangla 2024 Trident Medical Center

A Case Series Of Unusual Iga Vasculitis, Jared Bradley, Ian Whitaker, Brittany Lyons, Amy Mangla

HCA Healthcare Journal of Medicine

Introduction

Immunoglobulin A vasculitis (IgA)is a rare condition characterized by palpable purpura, often involving the skin, gastrointestinal tract, joints, and kidneys. Presentation is usually acute and is more common in children and adolescents of Southeast Asian and European descent. In the adult population, it is less common and therapies are not as well-established.

Case Presentation

Disease prevalence of IgA vasculitis outside Southeast Asian and European populations is not well-documented. In this case series, we present 2 cases of IgA vasculitis in 2 older adult males, one of Native American descent and one of African American descent.

Conclusion

IgA vasculitis must …


Acute Bilateral Pyelonephritis In The Setting Of Newly Diagnosed Diabetes Mellitus: A Case Report, Jessenia Ariana Contreras, Satwinder Singh, Ramesh Alwarappan 2024 Medical City Arlington

Acute Bilateral Pyelonephritis In The Setting Of Newly Diagnosed Diabetes Mellitus: A Case Report, Jessenia Ariana Contreras, Satwinder Singh, Ramesh Alwarappan

HCA Healthcare Journal of Medicine

Introduction

Acute pyelonephritis is a bacterial infection that starts in the bladder and ascends to the kidneys, causing inflammation of the renal parenchyma. Women are more likely to get infected compared to men, with diabetics being at higher risk. The pathophysiology of how diabetics are more prone to getting urinary tract infections/pyelonephritis has been studied, particularly the difference between bilateral pyelonephritis and unilateral pyelonephritis.

Case Presentation

This case presentation follows a 51-year-old Spanish-speaking woman with a past medical history of prediabetes, bilateral tubal ligation, and perimenopause. She presented to the hospital for abdominal and back pain, fevers, and weakness that …


Mpox-Induced Proctitis, Saif Ghias, Niyati Joshi, Dzenana Cabaravdic, Ramesh Nathan, Jasprit Takher 2024 Los Robles Regional Medical Center

Mpox-Induced Proctitis, Saif Ghias, Niyati Joshi, Dzenana Cabaravdic, Ramesh Nathan, Jasprit Takher

HCA Healthcare Journal of Medicine

Introduction

Mpox, formerly known as monkeypox, is a zoonotic virus in the genus Orthopoxvirus, which has a variable incubation period and an extensive array of symptoms. While those infected with Mpox have displayed generalized viral prodromal symptoms, atypical symptoms such as proctitis have also been seen. Proctitis associated with Mpox is a relatively infrequent initial presenting symptom with a reported incidence of 14-32.9% that has seen an uptick in prevalence since the 2022 global endemic.

Case Presentation

We present a confirmed case of Mpox in a 27-year-old male who presented with 3 days of intermittent anorectal bleeding and various forms …


Presentations Of Cutaneous Disease In Various Skin Pigmentations: Chronic Atopic Dermatitis, Cecilia Nguyen, Jordan Thompson, Daniel A. Nguyen, Christopher M. Wong, Christian J. Scheufele, Michael Carletti, Stephen E. Weis 2024 University of North Texas Health Science Center

Presentations Of Cutaneous Disease In Various Skin Pigmentations: Chronic Atopic Dermatitis, Cecilia Nguyen, Jordan Thompson, Daniel A. Nguyen, Christopher M. Wong, Christian J. Scheufele, Michael Carletti, Stephen E. Weis

HCA Healthcare Journal of Medicine

Atopic dermatitis is a chronic inflammatory skin disorder classically affecting flexural areas of the body. It is present in children and adults, including those with darker skin pigmentation. Chronic lesions are hyperpigmented plaques that are dry, cracked, and/or scaly often with lichenification. Differential diagnoses include psoriasis, seborrheic dermatitis, ichthyosis, and pityriasis rosea. This article will showcase clinical images with varying presentations of chronic atopic dermatitis in a range of age groups and skin colors according to the Fitzpatrick scale.


Bilateral Eagle Syndrome: A Surprising Cause Of Neck Pain, Kailyn M. Mutsch, Alla Zamulko 2024 University of South Dakota

Bilateral Eagle Syndrome: A Surprising Cause Of Neck Pain, Kailyn M. Mutsch, Alla Zamulko

Aesculapius Journal (Health Sciences & Medicine)

We report the case of a 45-year-old female who presented with chronic neck pain primarily left sided, globus sensation, and dysphagia for several years. Bilateral elongated styloid processes were identified on CT scan completed prior to the visit. Clinical and radiographic features were consistent with bilateral Eagle syndrome. Eagle syndrome can manifest as a constellation of symptoms characterized by throat and neck pain aggravated by rotation of the head, globus sensation of the throat, dysphagia, headache, tinnitus, syncope, or transient ischemic attacks in some cases. The objective of this case report was to discuss the features of Eagle syndrome and …


Strategies For Combating Vaccine Hesitancy In Primary Care, Elizabeth Perkins Hayes 2024 Virginia University of Lynchburg

Strategies For Combating Vaccine Hesitancy In Primary Care, Elizabeth Perkins Hayes

Student Scholar Showcase

This article will summarize methods for providers to effectively combat vaccine hesitancy in their patient populations. Vaccine hesitancy is a growing concern in the medical field, as new cases of vaccine preventable diseases arise. However, vaccine hesitancy is more common than vaccine resistance and can be converted into vaccine acceptance with effective communication strategies.

There is no easy solution to the complex problem of vaccine hesitancy. Most studies demonstrate that effective conversion to vaccine acceptance requires tailoring vaccine information to the patient and listening to their concerns. Other methods include exposing patients to survivors of vaccine preventable diseases, or using …


Typhlitis In A Neutropenic Patient, Alice He BS, Wern Lynn Ng MD, Lay She Ng MD, Si Yuan Khor MD, Chandi Garg MD 2024 Drexel University College of Medicine

Typhlitis In A Neutropenic Patient, Alice He Bs, Wern Lynn Ng Md, Lay She Ng Md, Si Yuan Khor Md, Chandi Garg Md

Tower Health Research Day

No abstract provided.


Hiding In Plain Sight; Dermatologic Manifestation Of A Systemic Disease, Christopher Ignatz, David Young DO, Brian Chwiecko MD 2024 Reading Hospital-Tower Health

Hiding In Plain Sight; Dermatologic Manifestation Of A Systemic Disease, Christopher Ignatz, David Young Do, Brian Chwiecko Md

Tower Health Research Day

No abstract provided.


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