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Improving Medical Image Classification Accuracy Through Unsupervised Segmentation And Confounder Mitigation With Limited Data, Nikolai Fetisov

USF Tampa Graduate Theses and Dissertations

Medical images are indispensable for assisting health care professionals to make more accurate cancer diagnosis and prognosis decisions. Several image modalities exist including, but not limited to, histopathology or whole slide images (WSI), computed tomography (CT), positron emission tomography (PET) and radiography (i.e., X-Ray), each having their own application in clinical practice.

Today, machine learning and deep learning methods have evolved to the point of being practically usable. These approaches learn and extract knowledge from data to make possible automating certain tasks. At the point of writing this dissertation, they have reached human-level performance in general image recognition tasks, became …

Can Machine Learning Models Provide Accurate Fertilizer Recommendations?, Takashi S. T. Tanaka, Gerard B. M. Heuvelink, Taro Mieno, David S. Bullock

Department of Agricultural Economics: Faculty Publications

Accurate modeling of site-specific crop yield response is key to providing farmers with accurate site-specific economically optimal input rates (EOIRs) recommendations. Many studies have demonstrated that machine learning models can accurately predict yield. These models have also been used to analyze the effect of fertilizer application rates on yield and derive EOIRs. But models with accurate yield prediction can still provide highly inaccurate input application recommendations. This study quantified the uncertainty generated when using machine learning methods to model the effect of fertilizer application on site-specific crop yield response. The study uses real on-farm precision experimental data to evaluate the …

Mediation Between States And Criminal Defendants For Post-Conviction Relief Under State Dna Statutes, Nowshin Nawal

Cardozo Journal of Conflict Resolution (CJCR) Blog

With new advances in DNA technology, it has become easier to use DNA testing to find perpetrators of crime where DNA evidence is present. Many incarcerated individuals claiming innocence seek to have the evidence tested during post-conviction in light of new technology. Forty-seven states now have DNA statutes that allow testing during the post-conviction stage. A new problem arises because state prosecutors are often reluctant to agree to DNA testing, which leaves litigation as the remaining method—which is inefficient. The process would be more efficient if a third party worked with the state and the defendant.

This post was originally …

Implications And Recommendations For U.S. Security Alliances: South Korea's Anticipated Nuclear Proliferation, Ethan Czapla

Honors Program: Senior Projects (Public)

In 2023, South Korean President Yoon Suk-yeol suggested South Korea should consider pursuing a sovereign nuclear weapon arsenal, a striking departure from the history of South Korea’s non-proliferation posture. The pursuit of a nuclear capability or redeployment of nuclear weapons has gained traction among the South Korean public, as over 70% supported acquiring a sovereign nuclear capability in 2021. In this paper, I argue nuclear proliferation in South Korea would (1) destabilize regional security, (2) diminish U.S. security alliances, and (3) undermine the international rules-based order regarding non-proliferation and offer policy recommendations for U.S. defense practitioners in order to boost …

From Affordable To Equitable: An Analysis Of Affordable Housing As A Solution In A National Shortage, Machelle Cooper

Honors Program: Senior Projects (Public)

Amid a national shortage of housing, the United States needs housing solutions that both remedy infrastructural concerns imposed by outdated standards of urban development and address a widespread lack of equity across several urban areas. Conventional approaches to public housing have proven ineffective in promoting equitable change within underdeveloped contexts. These areas desire innovative, intentional interventions that adequately address all aspects of their social, economic, and environmental needs that existing patterns of development have neglected for decades. Public and state sentiments regarding areas of concentrated poverty and segregation in urban space must change for a future of equitable housing to …

Evaluating Drowning Prevention Campaigns - The Challenge Of Getting The Right Information To The Right People At The Right Time: A Response To Calverley, Petrass, And Blitvich, Gemma Crawford, Meg Abercromby, Malena Della Bona, Justine E. Leavy Ph.D.

International Journal of Aquatic Research and Education

Evidence-informed decision making requires timely and readily available research and evaluation for policy and practice. In the context of drowning prevention, evaluation of interventions in the grey and peer reviewed literature is relatively scarce. Lack of evidence and associated barriers to access limits the scope of knowledge translation efforts and the application of research outcomes to initiatives designed to prevent drowning. The paper, Alcohol Focused Drowning Prevention Campaigns: What Do We Know and What Should We Do Now? highlights a lack of specific evaluation for alcohol-focused drowning prevention campaigns. We offer insights as evaluators of a youth water safety program …

Novel Frameless Linac Radiosurgery Solution For Uveal Melanoma, Louis Cappelli, Mehak Khan, Sudheshna Vemula, Christina Hum, Haisong Lui, Yan Yu, Yingxuan Chen, Yechi Zhang, Muhammad Sharif, Wenyin Shi

Department of Radiation Oncology Faculty Papers

INTRODUCTION: Radiation treatment has replaced enucleation as an organ-preservation treatment for patients with uveal melanoma (UM). We developed a novel non-invasive, frameless LINAC based solution for fractionated stereotactic radiosurgery (fSRS) treatment.

METHODS: We designed and constructed the a stereotactic ocular localization box that can be attached and indexed to a stereotactic LINAC tabletop. It contains adjustable LED lights as a gaze focus point and CCD camera for monitoring of the patient's eye position. The device also has 6 infrared spheres compatible with the ExacTRAC IGRT system. Treatment plans were developed using iPLAN Dose version 4.5, with conformal dynamic arcs and …

Practice Education In Nursing, Registered Nurses' Association Of Ontario

General Submissions: Academic Settings and Education-based Materials

The purpose of this best practice guideline (BPG) is to provide evidence-based recommendations that promote and sustain the undergraduate nursing student 's application of knowledge to practice in a variety of clinical learning environments. The guideline explores the relationships among and between students and nursing educators, nursing staff, preceptors and diverse health-care team members, and it considers their influence on the quality of practice education, professional socialization and nursing excellence. The recommendations will help nurse educators, preceptors, staff nurses and other members of the interprofessional health-care team better understand how to foster and support effective teaching and learning strategies in …

Cr-Sam: Curvature Regularized Sharpness-Aware Minimization, Tao Wu, Tony Tie Luo, Donald C. Wunsch

Computer Science Faculty Research & Creative Works

The Capacity to Generalize to Future Unseen Data Stands as One of the Utmost Crucial Attributes of Deep Neural Networks. Sharpness-Aware Minimization (SAM) Aims to Enhance the Generalizability by Minimizing Worst-Case Loss using One-Step Gradient Ascent as an Approximation. However, as Training Progresses, the Non-Linearity of the Loss Landscape Increases, Rendering One-Step Gradient Ascent Less Effective. on the Other Hand, Multi-Step Gradient Ascent Will Incur Higher Training Cost. in This Paper, We Introduce a Normalized Hessian Trace to Accurately Measure the Curvature of Loss Landscape on Both Training and Test Sets. in Particular, to Counter Excessive Non-Linearity of Loss Landscape, …

Writing Settler Relations: Jewish Literary Engagement With Indigenous Themes In Argentina And Canada, David S. Koffman, Stephanie Pridgeon

All Faculty Scholarship

No abstract provided.

A Clinical Practice Guideline For The Management Of Patients With Acute Spinal Cord Injury: Recommendations On Hemodynamic Management, Brian K. Kwon, Lindsay A. Tetreault, Allan R. Martin, Paul M. Arnold, Rex A.W. Marco, Virginia F.J Newcombe, Carl M. Zipser, Stephen L. Mckenna, Radha Korupolu, Chris J. Neal, Rajiv Saigal, Nina E. Glass, Sam Douglas, Mario Ganau, Vafa Rahimi-Movaghar, James S. Harrop, Bizhan Aarabi, Jefferson R. Wilson, Nathan Evaniew, Andrea C. Skelly, Michael G. Fehlings

Department of Neurosurgery Faculty Papers

STUDY DESIGN: Clinical practice guideline development following the GRADE process.

OBJECTIVES: Hemodynamic management is one of the only available treatment options that likely improves neurologic outcomes in patients with acute traumatic spinal cord injury (SCI). Augmenting mean arterial pressure (MAP) aims to improve blood perfusion and oxygen delivery to the injured spinal cord in order to minimize secondary ischemic damage to neural tissue. The objective of this guideline was to update the 2013 AANS/CNS recommendations on the hemodynamic management of patients with acute traumatic SCI, acknowledging that much has been published in this area since its publication. Specifically, we sought …

Overcoming Roadblocks: Experiences Of Black Faculty With The Tenure-Track Process, Wilma J. Calvert, Mopelola Adeola, E. Paulette Isaac-Savage

Biennial Convention (CONV)

Participants attending this session will hear how Black faculty from various universities throughout the United States described their pre-tenure experiences. They will hear how they experienced and overcame various race-based roadblocks as they worked to achieve tenure and promotion.

Mitigation Of Potential Risks In Chemical Laboratories: A Focused Review, Hossein Abedsoltan, Mark B. Shiflett

Chemical and Biochemical Engineering Faculty Research & Creative Works

This review paper presents an analysis of safety practices in chemical laboratories. It encompasses a systematic exploration of various facets including risk assessment, hazard mitigation, and the implementation of safety protocols. Emphasis is placed on the critical role of continuous education and training, advocating a proactive safety culture, and adapting to technological advancements. Additionally, the paper underscores the importance of adhering to regulatory standards, promoting exceeding baseline compliance toward establishing best practices in laboratory safety. This comprehensive approach highlights the dynamic, multifaceted nature of laboratory safety, positioning it as a fundamental aspect of scientific research.

Chimes: March 25, 2024, Calvin University

Chimes

Social media company Fizz makes a buzz at Calvin by Ewan Parker

Understanding Title IX, at Calvin and beyond by Savannah Shustack & Liana Hirner

Calvin's summer H.E.A.L.T.H. Camp expands to include boys by Jacob Westra

Chapel underutilized by faculty due in part to scheduling conflicts, other faith commitments by Nolan Cowan

Women's tennis team finishes non-conference schedule strong by Dillion Baumchen

"Gotcha": A new campus tradition? by Ashley Hamons

A Method For Coal Seam Pressure Relief Based On Steel Cone Impact, Ren Zhimin, Lyu Mengjiao, Wang Fei, Wang Yu, Zhang Guangtai

Coal Geology & Exploration

This study aims to solve the mining safety problems caused by rock bursts in coal mines. With the geological mining conditions of the No.3 coal seam in the Wulihou coal mine in Zuoquan County, Jinzhong City, Shanxi Province as the engineering background, this study proposed a method for coal seam pressure relief based on steel cone impact. Specifically, based on the electromagnetic repulsion generated between energized coils, this study derived the functions of impact force produced when a magnetically driven coil-wound steel cone impacted the coal seam. Combining the theory on elastic mechanics, this study analyzed the stress field distribution, …

Two-Phase Flow Chokeling Results And Control In High-Pressure Gas Wells Producing Water, Liu Xinfu, Liu Chunhua, Li Qingping, Yao Haiyuan, Hao Zhongxian, Liu Yongfei

Coal Geology & Exploration

Prediction and control of two-phase flow chokeling in tight gas wellbores are essential for the normal operation and hydrate control of high-pressure gas wells producing water. The thermodynamic differential equations of energy, kinetic energy and temperature and models of chokeling field for two-phase energy, system heat, mass balance and flow were developed under the conditions of isentropic adiabatic, isobaric heat capacity, constant volume heat capacity, and chokeling energy. A methodology on predicting characteristics and control of two-phase flow before and after chokeling was proposed for gas-water two phase flow. It provided a theoretical basis for optimizing the structural parameters of …

High-Accuracy Reconstruction Of Missing Ground-Penetrating Radar Signals Based On Projection Onto Convex Sets In The Curvelet Domain, Wu Qiming, Wang Honghua, Xi Yuhe, Wang Yucheng

Coal Geology & Exploration

Influence by the acquisition environments and instrument performance, missing signals and destructed channels are inevitable in measured ground-penetrating radar (GPR) profiles. They can cause event discontinuity of reflected and diffracted waves generated by targets, severely impairing the accuracy and resolution of subsequent processing and imaging. Hence, by combining the projection onto convex sets (POCS) algorithm extensively used in image processing with the curvelet transform exhibiting high sparsity, this study proposed a high-accuracy reconstruction method for missing GPR signals based on curvelet-domain POCS. Building on the compressive sensing theory, the objective function for missing signal reconstruction based on discrete curvelet transform …

Altered Lipid Metabolism In Apc-Driven Colorectal Cancer: The Potential For Therapeutic Intervention, Courtney O. Kelson, Yekaterina Y. Zaytseva

Markey Cancer Center Faculty Publications

Altered lipid metabolism is a well-recognized feature of solid cancers, including colorectal cancer. In colorectal cancer, upregulation of lipid metabolism contributes to initiation, progression, and metastasis; thus, aberrant lipid metabolism contributes to a poor patient outcome. The inactivating mutation of APC, a vital tumor suppressor in the Wnt signaling pathway, is a key event that occurs early in the majority of colorectal cancer cases. The potential crosstalk between lipid metabolism and APC-driven colorectal cancer is poorly understood. This review collectively highlights and summarizes the limited understanding between mutations in APC and the upregulation of Wnt/beta- catenin signaling and lipid metabolism. …

Profiles Of Latinx Cultural Orientation Among Adolescents: Associations With Internalizing Symptoms And Moderation By Ethnic-Racial Discrimination, Miriam Ortiz, Fantasy T. Lozada, Oswaldo Moreno, Chelsea D. Williams, Brendesha M. Tynes

Psychological Science Faculty Publications

Introduction: The objectives of the current study were the following: (1) to explore multidimensional profiles of Latinx cultural orientation using Spanish language use, familismo, and ethnic-racial identity (ERI) affirmation among Latinx adolescents, (2) to test how Latinx cultural orientation profiles were associated with adolescents' internalizing symptoms (i.e., depressive symptoms and anxiety symptoms), and (3) to test whether associations between profiles and internalizing symptoms were moderated by adolescents' ethnic-racial discrimination experiences.

Methods: The study was conducted among a sample of 204 Latinx adolescents (52.4% female; Mage = 14.35, SDage = 1.75).

Results: Latent profile analysis indicated four profiles of Latinx cultural …

Favorable Factors In Methane Production From Residual Coal Post-Biohydrogen Generation, Xia Daping, Liao Jiajia, Chen Zhenhong, Chen Xi, Guo Hongyu, Huang Dan

Coal Geology & Exploration

Determining favorable factors in methane production from residual coal post-biohydrogen production holds great theoretical and practical significance for improving the efficiency of methane production in the second stage of coal-based poly-generation. This study focuses on residual coal after hydrogen generation through anaerobic fermentation. Using coal samples from the Baiyinhua open-pit mine in Inner Mongolia as fermentation substrates, this study explored the dynamic trends of both the methane production and structure of the residual coal under different conditions by altering the aeration conditions and hydraulic retention time (HRT). Key findings are as follows: (1) Among the experiment groups with different atmosphere …

Numerical Simulation On Influence Of Skin Effect On Groundwater Flow Velocity In Wellbore, Wang Qihang, Li Xu, Guo Qiang, Kuai Dawei

Coal Geology & Exploration

Groundwater flow velocity in wellbore is usually measured by single-well tracking tests or Aqua Vision flow velocity and direction meters to calculate the groundwater flow velocity in the aquifer. Due to the impact of the skin structure, the groundwater flow field near the wellbore changes, causing a difference between the flow velocity in the wellbore and that in the aquifer. In order to investigate the influence of the skin effect on the groundwater flow velocity in the wellbore, a numerical model of groundwater flow that considers the skin effect was established using the COMSOL Multiphysics software. On this basis, the …

Lateropulsion Resolution And Outcomes Up To One Year Post-Stroke: A Prospective, Longitudinal Cohort Study, Jessica Nolan, Angela Jacques, Erin Godecke, Michael Bynevelt, Ferry Dharsono, Barbara Singer

Research outputs 2022 to 2026

Background: Post-stroke lateropulsion is prevalent and associated with poor rehabilitation outcomes; however, data regarding long-term function associated with lateropulsion are lacking.

Objectives: This study aimed to explore lateropulsion resolution and associations between lateropulsion, functional outcomes, and fall occurrence up to 12 months post-stroke.

Methods: Participants for this prospective, longitudinal cohort study were recruited from a Stroke Rehabilitation Unit (SRU). Assessments were conducted at SRU admission, at discharge, and at three, six, nine, and twelve months post-stroke. Outcomes included the Four-Point Pusher Score (4PPS), Functional Independence Measure (FIM), and fall occurrence. Longitudinal outcomes were modeled using generalized linear mixed-effects models. Results: …

News Deserts And Voter Turnout: How Local News Shortages Decrease Voter Participation, Lauren Penington

Honors Program: Senior Projects (Public)

How does local news impact a county’s registered voter population, associated voting patterns, and political participation? Electoral turnout is one of the most studied topics in political science, and substantial research exists into demographic factors — including race, age, and socioeconomic status — that influence an individual’s likelihood to vote. Recent studies have begun to examine the impact of societal factors — such as the internet, social media, and news — on an individual’s ability to and likelihood of fulfilling their civic obligation. This paper explores the relationship between expanding news deserts and decreasing voter turnout, proposing that as a …

Synergistic Effect Of Acylpyrazolone Integrated With Multiwalled Carbon Nanotubes On The Electrochemical Analysis Of Ascorbic Acid, Emi Norzehan Mohamad Mahbob, Mohamad Syahrizal Ahmad, Illyas Md Isa, Norhayati Hashim, Anwar Ul-Hamid, Mohamad Idris Saidin, Suyanta Suyanta, Sofian Ibrahim

Makara Journal of Science

Square wave voltammetry, cyclic voltammetry, chronocoulometry, and electrochemical impedance spectroscopy were employed to assess ascorbic acid’s electrochemical behavior in multiwalled carbon nanotubes (MWCNTs)/carbon paste electrode (CPE) modified by 1-phenyl-3-methyl-4-metafluorobenzoyl-5-pyrazolone (HPMmFBP). The ascorbic acid’s irreversible oxidation peak appeared at approximately 0.5 V. The shifting of the peak potential at the pH range of 6.0–8.4 showed the involvement of protons in the ascorbic acid oxidation. Moreover, the shifting of the peak potential with scan rate in the range of 0.07–0.4 V/s confirmed that the oxidation reaction was irreversible. Under optimized conditions, the oxidative peak current showed linear dependence on the ascorbic acid’s …

Lanthorn, Vol. 58, No. 15, March 25, 2024, Grand Valley State University

Volume 58, August 7, 2023 - April 15, 2024

Lanthorn is Grand Valley State's student newspaper, published from 1968 to the present.

Efficiency Analysis And Benchmarking Of Container Ports Operating In Lower-Middle-Income Countries: A Dea Approach, Caleb Danladi, Sarah Tuck, Panagiotis Tziogkidis, Lijun Tang, Chukwuneke Okorie

Plymouth Business School

Container ports play a pivotal role in international trade, facilitating the movement of goods and fostering economic development. While much attention has been given to the efficiency of ports in high-income countries, container ports in lower-middle-income (LMI) countries have received less attention. This paper addresses this research gap by assessing container ports' operational efficiency across diverse LMI countries and determining ways for their efficiency enhancement and management optimization. The cross-sectional data for the year 2012 was collected for 53 container ports in LMI countries. This research utilizes data envelopment analysis, which offers the advantage of considering multiple inputs and outputs. …

In Silico Analysis Of C-Type Lectins As Co-Infection Receptors Of Dengue And Chikungunya Viruses In Aedes Aegypti, Munawir Sazali, R. C. Hidayat Soesilohadi, Nastiti Wijayanti, Tri Wibawa, Arif Nur Muhammad Ansori

Makara Journal of Science

Aedes aegypti is a primer vector of dengue virus (DENV) and chikungunya virus (CHIKV). The susceptibility of mosquitoes to DENV and CHIKV depends on their recognition receptor of pathogens. C-type lectins (CTLs) are an important mediator of virus infection in A. aegypti. This study aims to identify potential receptors and determine the binding affinity between ligand–receptor interaction, CTLs and virus envelopes (DENV-1, 2, 3, and 4 and CHIKV) interaction based on in silico analysis. Sample sequences were obtained from GenBank (NCBI), and 10 CTLs were acquired from VectorBase. Homology modeling based on a minimum standard of 20% was processed …

Women In Power: A Comparison Between The United States And Brazil., Pedro A. G. Dos Santos

Forum Lectures

Transcript of talk “Women in Power: A Comparison Between the United States and Brazil.” The Forum. March 25, 2024 at theCollege of Saint Benedict and Saint John’s University.

By Pedro A. G. dos Santos, Associate Professor of Political Science at the College of Saint Benedict and Saint John’s University.

Assessment Of Pollution Sources For The Lake Burullus Influent Drains At The North Of Egypt, Aya Hassan

Civil Engineering

Assessment of Pollution Sources for the Lake Burullus Influent Drains at the North of Egypt. Egyptian northern region is facing significant pollution issues due to various factors such as fish farming expansion, industrial activities, and agricultural drainage water that enters the lake from the north through different drains. This pollution has detrimental effects on the lake's ecology and economy. The main goal of this study is to assess the current state of the influent drains into the Lake Burullus, that represent the second largest lake in the northern lakes of Egyptian. The water quality parameters in the influent drains to …

Impact Of Energy-Consuming Air Conditioning Systems On People's Thermal Comfort And Preferences: Comparative Study Of Iraq And Gulf Cooperation Council Countries, Omar Al-Hafith, Satish B.K., Pieter De Wilde, Sepide Korsavi

School of Art, Design and Architecture

This study investigates the impact of the intense usage of air-conditioning systems on the thermal comfort requirements of building occupants. It compares the thermal comfort requirements of building occupants in Iraq and Gulf Cooperation Council (GCC) countries. Iraqis have limited usage of air-conditioning units, whilst people in GCC countries intensely operate these systems. Research work underpinning this article involved undertaking a year-long thermal comfort survey in Iraq, and an intensive analysis of thermal comfort studies conducted in GCC countries. Results show that, in Iraq, people experience a 2–50 °C annual indoor temperature range, and their annual comfort range is 14–35 …