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"Deep Learning For Microscope Image Denoising", Nasreen Buhn, Sriya Adunur, Guy Hagen, Jonathan Ventura 2024 California Polytechnic State University, San Luis Obispo

"Deep Learning For Microscope Image Denoising", Nasreen Buhn, Sriya Adunur, Guy Hagen, Jonathan Ventura

College of Engineering Summer Undergraduate Research Program

In order to avoid damaging live cells, optical microscope imaging must be conducted under low-excitation light intensity and/or short exposure times, resulting in low signal-to-noise ratios (SNR). Deep learning methods offer an effective solution for removing microscope noise, utilizing algorithms that are able to reconstruct finer features in low SNR images. This research explores the denoising capability of several deep learning methods based on PSNR and SSIM. Tested methods include traditional approaches (BMED), supervised learning (CARE and Restormer), and unsupervised methods (Noise2Fast, N2V, SSD-Unsupervised, and SASSID). The Restormer model, which employs an encoder-decoder transformer architecture and progressive learning, stood out …


Caregiver Perceptions On Telehealth-Based Audiological Services Offered Within A Mobile-Health Clinic For Infants, Divhanani Sithi, Samantha Marlanie Govender Dr 2024 Sefako Makgatho Health Sciences University

Caregiver Perceptions On Telehealth-Based Audiological Services Offered Within A Mobile-Health Clinic For Infants, Divhanani Sithi, Samantha Marlanie Govender Dr

Journal of Early Hearing Detection and Intervention: Volume 9 Issue 1, pages 1-53

Purpose: Telehealth audiological services offered within a mobile clinic can expand the range of hearing healthcare services to rural and remote areas where many patients, in particular infants with hearing loss, go undetected due to limited access to specialist care. This study describes caregiver perceptions on the use of synchronous telehealth-based Auditory Brainstem Response (ABR) services offered for their infants.

Method: A self-administered questionnaire comprising a total of 15 questions was issued to forty (n = 40) caregivers to rate their perceptions of the service.

Results: Caregivers were satisfied (76.8%) with mobile telehealth-based services on aspects of access, satisfaction …


Real-World Impact Of Acupuncture On Analgesics And Healthcare Resource Utilization In Breast Cancer Survivors With Pain, Dina Quan Ng, Sanghoon Lee, Richard T. Lee, Yun Wang, Alexandre Chan 2024 University of California, Irvine

Real-World Impact Of Acupuncture On Analgesics And Healthcare Resource Utilization In Breast Cancer Survivors With Pain, Dina Quan Ng, Sanghoon Lee, Richard T. Lee, Yun Wang, Alexandre Chan

Pharmacy Faculty Articles and Research

Background

This study evaluated the real-world impact of acupuncture on analgesics and healthcare resource utilization among breast cancer survivors.

Methods

From a United States (US) commercial claims database (25% random sample of IQVIA PharMetrics® Plus for Academics), we selected 18–63 years old malignant breast cancer survivors experiencing pain and ≥ 1 year removed from cancer diagnosis. Using the difference-in-difference technique, annualized changes in analgesics [prevalence, rates of short-term (< 30-day supply) and long-term (≥ 30-day supply) prescription fills] and healthcare resource utilization (healthcare costs, hospitalizations, and emergency department visits) were compared between acupuncture-treated and non-treated patients.

Results

Among 495 (3%) acupuncture-treated patients (median age: 55 years, stage 4: 12%, average 2.5 years post cancer diagnosis), most had commercial health insurance (92%) and experiencing musculoskeletal pain (98%). Twenty-seven …


Thrower’S Fracture With Subsequent Compartment Syndrome Requiring Emergent 2 Compartment Upper Extremity Fasciotomy, Andrew Wise, Darwin Ang 2024 HCA Florida Ocala Hospital

Thrower’S Fracture With Subsequent Compartment Syndrome Requiring Emergent 2 Compartment Upper Extremity Fasciotomy, Andrew Wise, Darwin Ang

HCA Healthcare Journal of Medicine

Introduction

A thrower’s fracture is a mid-to-distal third humerus fracture that commonly presents as an audible pop with severe arm pain sustained during the throwing motion. Although thrower’s fracture has been described previously in the literature, this report is the first to demonstrate compartment syndrome as its potential sequel.

Case Presentation

A 25-year-old semi-professional pitcher presented to the emergency department with severe right arm pain following a pitch. He described hearing an audible pop with subsequent severe pain. He was found to have elevated compartment pressures in his upper arm and was rushed to the operating room for a 2 …


Standardizing Documentation Of Patients’ Measurable Decline To Increase Medicare Compliance In The Hospice Setting, Julia A. Gines 2024 University of San Francisco

Standardizing Documentation Of Patients’ Measurable Decline To Increase Medicare Compliance In The Hospice Setting, Julia A. Gines

Master's Projects and Capstones

Problem: Staff nurses have difficulties standardizing documentation of patients’ measurable decline during the admission and recertification process to justify the need for hospice services. Context: According to Murrin (2016), the average Medicare compliance rate of hospice organizations is 86%. This quality improvement (QI) project aims to increase an outpatient hospice organization’s Medicare compliance rate of 66% to the average, nationwide level through standardization of documentation (Frontz, 2021). Interventions: The proposed intervention is to implement a QI project of the following assessment tools: Palliative Performance Scale (PPS), Functional Assessment Staging Tool (FAST) and Mid-Upper Arm Circumference (MUAC). Clinical nurses will attend …


The Effect Of High-Frequency Cortical Stimulation On Seeg-Recorded Interictal Epileptiform Discharges, Ahdyie Ahmadi 2024 Western University

The Effect Of High-Frequency Cortical Stimulation On Seeg-Recorded Interictal Epileptiform Discharges, Ahdyie Ahmadi

Electronic Thesis and Dissertation Repository

More than 15 million patients with epilepsy suffer from drug-resistant epilepsy (DRE). In these cases, a successful surgical outcome entails the removal of the seizure onset zone (SOZ), the brain region(s) responsible for seizure initiation. In this regard, finding robust biomarkers of epileptogenicity will help clinicians to accurately localize the SOZ. In focal epilepsies, interictal epileptiform discharges (IEDs) are paroxysmal events observed in both epileptogenic and non-epileptogenic zones.

To identify the SOZ, extraoperative cortical stimulation (CS) is used during phase II of the presurgical investigation. We evaluated the impact of CS on IEDs to find biomarkers of epileptogenicity to accurately …


Comparative Plan Analysis: Helical Tomotherapy Vs. Linac Vmat For Lower Extremity Sarcomas, Marie E. DiBona 2024 Grand Valley State University

Comparative Plan Analysis: Helical Tomotherapy Vs. Linac Vmat For Lower Extremity Sarcomas, Marie E. Dibona

Culminating Experience Projects

Abstract

Introduction

Soft tissue sarcomas (STS) affect about 13,500 people annually in the United States, and those in the lower extremities present unique challenges in radiation therapy due to the wide variability in tumor sizes, sometimes exceeding 30cm. Traditional treatment involves C-Arm linear accelerators using Volumetric Modulated Radiation Therapy (VMAT), which provides precise targeting while sparing nearby organs. Helical Tomotherapy (HT) is another option, delivering radiation in a helical pattern with a binary MLC for a uniform dose distribution. However, no studies have compared VMAT and HT for lower extremity sarcomas of different sizes. This study aims to compare these …


Investigating The Quantitative Impact Of Varied Hair Densities On Proton Beam Planning For Head And Neck Cancer: A Dosimetric Analysis, Breanna M. Reed 2024 Grand Valley State University

Investigating The Quantitative Impact Of Varied Hair Densities On Proton Beam Planning For Head And Neck Cancer: A Dosimetric Analysis, Breanna M. Reed

Culminating Experience Projects

Abstract

Purpose: The purpose of this research was to investigate the impact of differing hair densities on dose distributions for proton plans in the head and neck region.

Methods: Four CT scans were acquired with varying hair densities. Plans were created on a no hair scan using both a 3cm and 5cm range shifter. Plans were then calculated using three additional datasets with varying hairstyles to analyze dosimetric differences. Water equivalent depth and distance from 80% isodose line to user origin were analyzed for each scan and compared.

Results: No statistically significant differences were observed between the no hair scan …


Sinonasal Anatomical Analysis In Nonsyndromic Bilateral Coronal Suture Craniosynostosis Using Computerized Tomography, Tunchanok Paprad, Netsiri Dumromgpisutikul, Warunee Napakaew 2024 Chulalongkorn university, Bangkok

Sinonasal Anatomical Analysis In Nonsyndromic Bilateral Coronal Suture Craniosynostosis Using Computerized Tomography, Tunchanok Paprad, Netsiri Dumromgpisutikul, Warunee Napakaew

Chulalongkorn Medical Journal

Background: Craniosynostosis is a deformity of the skull associated with the premature fusion of one or more cranial sutures. In children with syndromic craniosynostosis, anomalies related to the cranial base and midface contribute to midface hypoplasia, affecting the diameter of the axial facial concavity. Nonsyndromic craniosynostosis, especially bilateral coronal suture craniosynostosis, may result in abnormal facial proportions and affect sinonasal anatomy.

Objectives: The aim of our study was to determine and analyze morphometric measurement values in the sinonasal cavity of patients with nonsyndromic bilateral coronal suture craniosynostosis.

Methods: A retrospective study was conducted on 91 children, aged 0 - 10 …


Histopathology Imaging And Clinical Data Including Remission Status In Pediatric Inflammatory Bowel Disease, Chloe Martin-King, Ali Nael, Louis Ehwerhemuepha, Blake Calvo, Quinn Gates, Jamie Janchoi, Elisa Ornelas, Melissa Perez, Andrea Venderby, John Miklavcic, Peter Chang, Aaron Sassoon, Kenneth Grant 2024 Children’s Health Orange County (CHOC)

Histopathology Imaging And Clinical Data Including Remission Status In Pediatric Inflammatory Bowel Disease, Chloe Martin-King, Ali Nael, Louis Ehwerhemuepha, Blake Calvo, Quinn Gates, Jamie Janchoi, Elisa Ornelas, Melissa Perez, Andrea Venderby, John Miklavcic, Peter Chang, Aaron Sassoon, Kenneth Grant

Food Science Faculty Articles and Research

The incidence of inflammatory bowel disease (IBD) is increasing annually. Children with IBD often suffer significant morbidity due to physical and emotional effects of the disease and treatment. Corticosteroids, often a component of therapy, carry undesirable side effects with long term use. Steroid-free remission has become a standard for care-quality improvement. Anticipating therapeutic outcomes is difficult, with treatments often leveraged in a trial-and-error fashion. Artificial intelligence (AI) has demonstrated success in medical imaging classification tasks. Predicting patients who will attain remission will help inform treatment decisions. The provided dataset comprises 951 tissue section scans (167 whole-slides) obtained from 18 pediatric …


Accessible Real-Time Eye-Gaze Tracking For Neurocognitive Health Assessments, A Multimodal Web-Based Approach, Daniel C. Tisdale 2024 California Polytechnic State University, San Luis Obispo

Accessible Real-Time Eye-Gaze Tracking For Neurocognitive Health Assessments, A Multimodal Web-Based Approach, Daniel C. Tisdale

Master's Theses

We introduce a novel integration of real-time, predictive eye-gaze tracking models into a multimodal dialogue system tailored for remote health assessments. This system is designed to be highly accessible requiring only a conventional webcam for video input along with minimal cursor interaction and utilizes engaging gaze-based tasks that can be performed directly in a web browser. We have crafted dynamic subsystems that capture high-quality data efficiently and maintain quality through instances of user attrition and incomplete calls. Additionally, these subsystems are designed with the foresight to allow for future re-analysis using improved predictive models, as well as enable the creation …


Blunt Cerebrovascular Injury (Bcvi): Universal Cta Neck Screening At Level 2 Trauma Center, Tamine Gogel 2024 Southern Illinois University Edwardsville

Blunt Cerebrovascular Injury (Bcvi): Universal Cta Neck Screening At Level 2 Trauma Center, Tamine Gogel

Doctor of Nursing Practice Projects

Blunt Cerebrovascular Injury (BCVI) refers to injuries to the vessels supplying blood to the brain, primarily carotid and vertebral arteries, and can result from trauma, resulting in stroke by vessel dissection, thrombus formation, embolization, and hemorrhage. Timely identification is crucial for effective intervention and improved outcomes. This doctoral project proposes the implementation of universal screening using Computed Tomography Angiography (CTA) of the neck during initial workup for blunt force trauma at a Level II ACS-verified trauma center. The primary objective is to mitigate potential delays in diagnosing and treating BCVI, thereby reducing the likelihood of complications. Patients ≥ 15 years …


Supporting South Korea’S Aging Population: How Ai And Iot Acceptance Connects The Young And Old, Bobby Im 2024 USF

Supporting South Korea’S Aging Population: How Ai And Iot Acceptance Connects The Young And Old, Bobby Im

Master's Projects and Capstones

In 2024, South Korea surpassed every other nation by becoming the country with the lowest fertility rate (below 0.7%). Population decline will hinder future ability to care for their aging population and although the government and private corporations are investing millions of dollars on developing Artificial Intelligence-Internet of Things (AI-IoT) devices to support the aging, the acceptance levels and the amount of family support required is undervalued. By examining AI-IoT’s current use and role in South Korea’s public health system this paper shows how intergenerational support helps optimize existing procedures and equipment, increases the level of acceptance and use, and …


Bowel Clean Out Prior To Intrathecal Baclofen Pump Implantation: Effects On Acute Post-Operative Gastrointestinal Complications, Amanda Lindenberg, Sathya Vadivelu, Brittni Walton, Matthew J. McLaughlin 2024 Children's Mercy Kansas City

Bowel Clean Out Prior To Intrathecal Baclofen Pump Implantation: Effects On Acute Post-Operative Gastrointestinal Complications, Amanda Lindenberg, Sathya Vadivelu, Brittni Walton, Matthew J. Mclaughlin

Research Days

Background: Intrathecal baclofen (ITB) pumps have been used for management of spasticity and dystonia There is limited data on immediate post-operative complications such as GI adverse events after surgery for ITB pump related procedures. This study aimed to compare patients who underwent a pre-operative bowel cleanout to those who did not and the relationship with post-operative nausea, vomiting and constipation requiring an escalation of their bowel regimen.

Design: Retrospective cohort study.

Setting: Pediatric acute care hospital.

Participants: All patients who underwent new ITB pump and/or catheter placement from January 2015-December 2022.

Interventions: Preoperative bowel clean out. Main

Outcome Measure: Quantity …


With Love, ; An Interdisciplinary And Intersectional Look At Why Creativity Is Essential, Theo Starr Gardner 2024 Whittier College

With Love, ; An Interdisciplinary And Intersectional Look At Why Creativity Is Essential, Theo Starr Gardner

Whittier Scholars Program

My Whittier Scholars Program self-designed major, Teaching Creativity, is a mixture of Art, Literature, and Education classes. My research and praxis classes have been focused on the ‘how?’s and 'why?’s of creativity, so it felt only right that my project should be a constructivist, generative project. The project I have been working on throughout my time at Whittier, and that has just fully come to fruition on April 11th, 2024, was a solo art gallery/open mic event entitled ‘With Love,’. With Love, was conceptually inspired by the research I’ve conducted on creativity and creative arts education over the past few …


Development, Validation, And Diagnostic Performance Of A Novel Radiomic Model For Predicting Prostate Cancer Recurrence, Linda M. Huynh 2024 University of Nebraska Medical Center

Development, Validation, And Diagnostic Performance Of A Novel Radiomic Model For Predicting Prostate Cancer Recurrence, Linda M. Huynh

Theses & Dissertations

Multi-parametric magnetic resonance imaging (MP-MRI)-derived radiomics have been shown to capture sub-visual patterns for the quantitative characterization of prostate cancer (PC) phenotypes. The present dissertation seeks to develop, evaluate, and compare the performance of an MRI-derived radiomic model for the prediction of PC recurrence following definitive treatment with radical prostatectomy (RP).

MP-MRI was obtained from 339 patients who had a minimum of 2 years follow-up following RP at three institutions. The prostate was manually delineated as the region of interest and 924 radiomic features were extracted. All features were evaluated for stability via intraclass correlation coefficient (ICC) and image normalization …


Patient-Centered Preimplant Education Session And Bi-Weekly Text Message Adherence Reminders In Patients With A Newly Implanted Cardiomems® Device: A Quality Improvement Study, Elizabeth M. Miller, Alicia Abboud, Audrey Cooper 2024 University of Nebraska Medical Center

Patient-Centered Preimplant Education Session And Bi-Weekly Text Message Adherence Reminders In Patients With A Newly Implanted Cardiomems® Device: A Quality Improvement Study, Elizabeth M. Miller, Alicia Abboud, Audrey Cooper

Doctor of Nursing Practice Projects: College of Nursing

Rationale

Heart failure is a deadly disease, affecting over 6.2 million individuals and costing the United States an estimated 30.7 billion dollars (Virani et al., 2020). By 2023, heart failure costs in the United States are estimated to grow to 70 billion dollars with 75-80% of these costs attributed to inpatient hospitalizations (Heidereich et al., 2022). The CardioMEMs® is a small device placed in the patient’s pulmonary artery via a minimally invasive procedure by an interventional cardiologist. The use of remote patient data from the CardioMEMs® device has been shown to reduce hospital re-admissions, facilitate tailored medication management, detect increased …


National Inpatient Sample Analysis: Examining Clinical Outcomes In Cardiac Ablation Patients With Hyperlipidemia, Tony Elias, Mena Elmalh, Kyrillos Girgis, Taha Syed, Rafail Beshai 2024 Rowan University

National Inpatient Sample Analysis: Examining Clinical Outcomes In Cardiac Ablation Patients With Hyperlipidemia, Tony Elias, Mena Elmalh, Kyrillos Girgis, Taha Syed, Rafail Beshai

Rowan-Virtua Research Day

Background Cardiac ablation, utilizing radiofrequency or cryoablation, is a therapeutic approach for correcting abnormal heart rhythms by disrupting specific electrical pathways within the heart. Despite the growing utilization of cardiac ablation, limited research exists on the impact of hyperlipidemia, a prevalent cardiovascular risk factor, on outcomes in patients undergoing this procedure. Previous studies underscore the importance of understanding how comorbid conditions, such as hyperlipidemia, influence the efficacy and safety of cardiac ablation.1,2 Consequently, this study aimed to leverage the national inpatient sample database to investigate in-hospital outcomes among cardiac ablation patients with hyperlipidemia.

Methods Data from the National Inpatient Sample …


How Does The Integration Of Wearable Sensor Technology Into Upper Extremity Rehabilitation Impact Functional Outcomes In Stroke Patients?, Kylon T. Coombs, Shikhar Manchanda, Cheryce Daniel 2024 Rowan University

How Does The Integration Of Wearable Sensor Technology Into Upper Extremity Rehabilitation Impact Functional Outcomes In Stroke Patients?, Kylon T. Coombs, Shikhar Manchanda, Cheryce Daniel

Rowan-Virtua Research Day

A literature review was done to assess effectiveness of wearable sensors in stroke rehabilitation. There is a scarcity of clinical trials evaluating their effectiveness from a clinical standpoint. Wearable sensors present an opportunity to collect patient data objectively outside of clinical settings, allowing a more comprehensive analysis of patient rehabilitation in the future.

A search of PUBMED and Scopus was conducted. Keywords “Stroke Rehabilitation”, “Wearable Sensor”, and “Upper Limb” were used to find articles. Inclusion criteria included peer-reviewed, and not limited to research within the U.S. Two independent reviewers completed the screening of articles, selecting articles that fit the criteria …


Transcranial Electrical Stimulation As A Treatment For Aging-Related Cognitive Disorders: Review Of Published Evidence, Srujan Dadi, Kyle Jackson, Don Shamilov 2024 Rowan University

Transcranial Electrical Stimulation As A Treatment For Aging-Related Cognitive Disorders: Review Of Published Evidence, Srujan Dadi, Kyle Jackson, Don Shamilov

Rowan-Virtua Research Day

Alzheimer's disease (AD) and MCI are a major concern in modern neuropsychiatric care, chiefly for their difficult management. This strategic literature review categorizes MCI via the Jak-Bondi criteria and relates it to tES treatment paradigms. Commonly used outcome measures and regional brain mapping data synergizes associations between MCI pathology and potential tES treatment targets. Effect sizes were calculated and attributed to outcome measures based on primary articles evaluating the efficacy of tES. These were then corresponded to a desired Jack-Bondi classification. A better understanding of the efficacy of tES on specific brain regions in synergy with diagnostic criteria will allow …


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