Digital Commons Network^™

Mobile Weather Satellite Receiver, Luke Datsko, Sam Watts, Jason Do, Adam Bechtler

Williams Honors College, Honors Research Projects

The "Mobile Weather Satellite Receiver" project aims to create a portable, user-friendly device that receives and displays weather information from geostationary satellites, addressing the limitations of traditional weather sources like the Internet and weather radio, particularly in remote areas. This device will collect and demodulate satellite data, including imagery and Emergency Managers Weather Information Network (EMWIN) forecasts, to provide users with detailed local forecasts and real-time alerts.

Designed with a user-centric approach, the system includes a satellite dish, Software Defined Radio (SDR), a Raspberry Pi, and a custom software interface for ease of use. Its portability and ability to function …

An Improved Method To Protecting Skin Graft Dressings Following Surgery In Severe Burn Patients, Andrew Martin, Matt Flaker, Hailey Essinger

Williams Honors College, Honors Research Projects

Severe burns, including deep second- and third-degree burns, affect over 450,000 people annually in the U.S., often requiring skin grafts for treatment. Recovery involves wearing wound dressings covered by bandage wraps for at least two weeks. While wraps are breathable, versatile, and simple, they can be painful to apply, especially for larger patients, and their compression varies based on the person applying them. This poses challenges when untrained caregivers are involved. Additionally, wraps often slip during physical therapy. Burn care units seek a new solution that matches current wraps in breathability and comfort but offers quicker application, controlled compression, and …

The Seating And Standing Arrangements Of Band, Orchestra, And Choir, Sabrina Wolf

Williams Honors College, Honors Research Projects

In this literature review, I will be looking for scholarly articles that discuss the seating and standing arrangements of band orchestra and choir ensembles. The main goal of this literature review is to find what information is available and discover what positions work to find the best sound that each ensemble can have. After finding the resources, I will annotate each source and summarize the information. I will also reach out to ensemble directors at the University of Akron and interview them to discover what seating and standing arrangements they prefer and why. I will compile this information into a …

Voter Apathy And Divided Government, Ty'hier Simon

Williams Honors College, Honors Research Projects

The proposed research project will pertain to the voter attitudes associated with our government. The association with our government is critical to document because it may reflect the outlook of how the seats are distributed between the two major parties in our system. Voter apathy is the lack of interest in elections of representative democracies. In this project, a correlation may be drawn between voter turnout and how the delegation of our representatives looks. For example, if there is a low voter turnout there may be a swift change in power in Congress or there might be total gridlock. Using …

An Aphasia Friendly Questionnaire For Post-Stroke Fatigue, Abigail Best

Williams Honors College, Honors Research Projects

A stroke is when there is lack of blood flow to part of the brain. It can cause permanent damage, such as paralysis, sensory changes, difficulty with speech and language (such as aphasia), and decreased memory. Within this project, we will discuss individuals post-stroke who are diagnosed with aphasia, which is the inability to understand and express language. Currently, there are minimal resources available to help a healthcare worker define and assess the fatigue level of a patient post-stroke who is also diagnosed with aphasia. The first objective of this research is to discuss stroke and aphasia. The second objective …

Artificial Intelligence’S Role And Impact On The Engineering Discipline, Andrew Angelini

Williams Honors College, Honors Research Projects

The purpose of this Honors Research project was to explore the impact of Artificial Intelligence (AI) on the Engineering Discipline as a whole. Specifically, civil engineering’s discipline of transportation was used to display the effectiveness of AI in engineering. This discipline was used due to its wide use in engineering and overall designs that can be created within this discipline. These designs include maintenance of traffic plans, engineering plan sets, horizontal and vertical curve design, intersection design, traffic signaling, highway material design, and phasing of intersections and traffic accounting for pedestrians. Through similar prompts that were given to a publicly …

Ultrasonic Sensor-Based Sound Synthesis Using Raspberry Pi Pico W, Niraj Jaishwal

Williams Honors College, Honors Research Projects

At the intersection of Human Computer Interaction and digital art, this project transforms simple motion into musical expression. It explores an interactive real-time sound synthesis system using ultrasonic sensors to generate continuous audio. The objective is to design a system that maps physical distances into musical parameters such as pitch and amplitude, which will create a responsive audio environment. Two ultrasonic sensors are used in combination with the Raspberry Pi Pico W microcontroller running CircuitPython and Adafruit Audio Hat for real-time sound output. One sensor controls the pitch of the generated tone, while the other controls volume. This enables expressive …

Pca Text Sentiment Analysis Tool, Luke Gegick

Williams Honors College, Honors Research Projects

This project applies principal component analysis (PCA) to sentiment analysis of text to identify complex emotional responses from plain text. Existing sentiment analysis tools often rely on large language models or struggle to achieve high accuracy when processing large collections of short inputs, such as social media comments. By contrast, this project uses PCA as a lightweight, mathematically grounded alternative that can scale efficiently while still capturing meaningful emotional structure in text data.

PCA has shown strong effectiveness in text analysis, particularly when supported by a sufficiently large dataset and a robust preprocessing pipeline. To create consistent, information-rich input vectors, …

Montessori And Self-Regulation, Abbey Ray

Williams Honors College, Honors Research Projects

This paper explores how the Montessori approach supports young children’s self-regulation and sense of agency. Reviewing ten peer-reviewed studies, it compares Montessori classrooms with traditional early childhood programs and finds consistent evidence that Montessori practices, such as child-led activities, structured autonomy, self-correcting materials, and supportive teacher guidance, significantly improve children’s attention, impulse control, emotional regulation, and independent decision-making. The review also notes the influence of teacher beliefs and carefully prepared environments on these outcomes. While the research strongly supports Montessori’s positive impact, gaps remain in studies involving diverse populations and long-term effects. Overall, Montessori education emerges as an effective model …

Hca Healthcare Gme Residencies, Hca Healthcare

All Program Promotional Materials and Information

No abstract provided.

Hca Healthcare Gme Pediatrics, Hca Healthcare

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No abstract provided.

Hca Healthcare Gme Obgyn, Hca Healthcare

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No abstract provided.

Hca Healthcare Gme Dermatology, Hca Healthcare

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No abstract provided.

Hca Healthcare Gme Internal Medicine, Hca Healthcare

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No abstract provided.

Hca Healthcare Gme Psychiatry, Hca Healthcare

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No abstract provided.

The Normative Porosity Of The Un Convention On The Law Of The Sea: From "Human Rights At Sea" To The "Ocean-Climate Nexus", Eduardo Cavalcanti De Mello Filho

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

This article delves into the nexus between the 1982 U.N. Convention on the Law of the Sea (“UNCLOS”) and the broader international legal order, focusing on UNCLOS Article 287 tribunals with jurisdiction limited to disputes related to the Convention. The study categorizes three gateways through which external rules of international law influence the interpretation and application of UNCLOS: Renvoi provisions, systemic interpretation mechanisms, and systemic integration via Article 293(1). Considering recent studies highlighting UNCLOS as a “springboard for interaction,” this research synthesizes legal dogmatics with insights from the sociology of law and international relations theory. Mindful of the momentum experienced …

Peace Agreements And The Persuasive Authority Of International Law, Gregory H. Fox, Timothy Jones

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

Non-international armed conflicts, or “NIACs,” are the most common form of warfare in the contemporary era. Not surprisingly, agreements ending NIACs are the most common type of peace agreement. But NIAC agreements appear permanently suspended in an international legal limbo: they do not qualify as binding treaties and neither international actors nor scholars agree on another legal status for these critical instruments. This article is the second in a series to explore alternatives to the binding/non-binding dichotomy in understanding NIAC agreements’ relation to international law. We argue that the agreements regularly incorporate principles of international law embodied in a range …

Soc 37 Syllabus, Gilbert Marzan

Open Educational Resources

The SOC 37 syllabus contains a course description, learning objectives, course readings divided by week and a link to the course's OER textbook.

The Rule Of Law In Armed Conflict, Hitoshi Nasu

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

A fundamental problem in the relationship between war and law has emerged, with two diverging approaches to conceptualizing how law applies to the conduct of hostilities: the operational application for the implementation of legal obligations during combat operations, on the one hand, and the adjudicative application for prosecution and reparation, on the other. Diverging approaches stem from institutional and practical constraints on adjudication, testing the fundamental premise upon which international law operates as a political project to manage international order under the rule of law. This article addresses the doctrinal manifestation of this trend and articulates the parameters in which …

Explaining Constitutional Copying As An Idealogy: Argentina's "Yankee-Mania" Under President Domingo Sarmiento (1868-1874), Jonathan M. Miller

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

Foreign constitutional models can transform a country thanks to the power of ideology. The comparative constitutional literature maintains that successful constitutionalism requires credible commitments to essential rules by all major political actors so that those out of power can avoid persecution that will drive them into rebellion, and those in power can feel assured that if they relinquish power, the opposition will respect their core interests. The literature also assumes that the process of reaching credible commitments is a slow one, but that over time civil society, courts and government bureaucracies will strengthen the commitments and act against unconstitutional power …

Deep Learning-Assisted Diagnostic System: Apices And Odontogenic Sinus Floor Level Analysis In Dental Panoramic Radiographs, Pei Yi Wu, Yuan-Jin Lin, Yu-Jen Chang, Sung-Tsun Wei, Chiung An Chen, Kuo-Chen Li, Wei-Chen Tu, Patricia Angela R. Abu

Department of Information Systems & Computer Science Faculty Publications

Odontogenic sinusitis is a type of sinusitis caused by apical lesions of teeth near the maxillary sinus floor. Its clinical symptoms are highly like other types of sinusitis, often leading to misdiagnosis as general sinusitis by dentists in the early stages. This misdiagnosis delays treatment and may be accompanied by toothache. Therefore, using artificial intelligence to assist dentists in accurately diagnosing odontogenic sinusitis is crucial. This study introduces an innovative odontogenic sinusitis image processing technique, which is fused with common contrast limited adaptive histogram equalization, Min-Max normalization, and the RGB mapping method. Moreover, this study combined various deep learning models …

Precision Medicine Assessment Of The Radiographic Defect Angle Of The Intrabony Defect In Periodontal Lesions By Deep Learning Of Bitewing Radiographs, Patricia Angela R. Abu, Yi Cheng Mao, Yuan Jin Lin, Chien Kai Chao, Yi He Lin, Bo Siang Wang, Chiung An Chen, Shih Lun Chen, Tsung Yi Chen, Kuo Chen Li

Department of Information Systems & Computer Science Faculty Publications

In dental diagnosis, evaluating the severity of periodontal disease by analyzing the radiographic defect angle of the intrabony defect is essential for effective treatment planning. However, dentists often rely on clinical examinations and manual analysis, which can be time-consuming and labor-intensive. Due to the high recurrence rate of periodontal disease after treatment, accurately evaluating the radiographic defect angle of the intrabony defect is vital for implementing targeted interventions, which can improve treatment outcomes and reduce recurrence. This study aims to streamline clinical practices and enhance patient care in managing periodontal disease by determining its severity based on the analysis of …

A Novel Real-Time Threshold Algorithm For Closed-Loop Epilepsy Detection And Stimulation System, Liang Hung Wang, Zhen Nan Zhang, Chao Xin Xie, Hao Jiang, Tao Yang, Qi Peng Ran, Ming Hui Fan, I. Chun Kuo, Zne Jung Lee, Jian Bo Chen, Tsung Yi Chen, Shih Lun Chen, Patricia Angela R. Abu

Department of Information Systems & Computer Science Faculty Publications

Epilepsy, as a common brain disease, causes great pain and stress to patients around the world. At present, the main treatment methods are drug, surgical, and electrical stimulation therapies. Electrical stimulation has recently emerged as an alternative treatment for reducing symptomatic seizures. This study proposes a novel closed-loop epilepsy detection system and stimulation control chip. A time-domain detection algorithm based on amplitude, slope, line length, and signal energy characteristics is introduced. A new threshold calculation method is proposed; that is, the threshold is updated by means of the mean and standard deviation of four consecutive eigenvalues through parameter combination. Once …

Improving The Accuracy Of Neighborhood Median Pixel Method (Nmpm) In Classifying Landsat-8 Oli Images By Optimizing The Scoring System’S Point Values, Abraham T. Magpantay, Proceso L. Fernandez Jr

Department of Information Systems & Computer Science Faculty Publications

The Neighborhood Median Pixel Method has previously been introduced as an image processing technique in remote sensing, developed to classify Landsat-8 OLI satellite image pixels into categories of vegetation, water, and built-up areas. This method relies on a lookup table based on the median pixel values within a pixel’s neighborhood and a scoring system that assigns point values for classification. While a 9x9 neighborhood size was originally proposed, a succeeding study suggested a 13x13 neighborhood for better classification accuracy. This study focuses on refining the scoring system used in the Neighborhood Median Pixel Method, particularly the original set of arbitrary …

Electronic Health Records In Non-Hospital Settings Of Developing Economies: A Systematic Review On Enablers And Barriers, Bejie Rodriguez, Joenelyn Kaye Demoral, Jan Jacob Carpio, Alan Napoleon Gultia, Gloria Shiela Coyoca, Cecilio Garciano, Lemuel Clark Velasco

Institute of Philippine Culture (IPC)

In recent years, rapid advancements in Information and Communications Technology (ICT) have greatly transformed the healthcare landscape by streamlining health data management and providing decision-makers with secure and convenient access to health records. In developing economies, limited resources hinder healthcare access. Implementing EHRs in non-hospital settings is essential for enhancing healthcare quality and accessibility. While existing literature supports EHR use, further research is needed to pinpoint specific barriers and enablers. Using PRISMA guidelines, 18 relevant articles were systematically analyzed with the Human, Organization, and Technology Fit (HOT-fit) framework to examine these factors in non-hospital settings within developing economies. This study …

2025 Tax Aggregate Report Of Tennessee, Tennessee. State Board Of Equalization, Tennessee. Comptroller Of The Treasury

Tax Aggregate Reports

The Tax Aggregate Report is an annual publication of the State Board of Equalization, as required by Tennessee Code Annotated §4-3-5105. It contains selected property tax information for cities and counties and, in some instances, statewide totals.

2025 Certified Population Of Tennessee Incorporated Municipalities And Counties, Tennessee. Department Of Economic And Community Development

Certified Population Reports

This report highlights the population of incorporated municipalities, the incorporated municipalities by country, and the census population of counties in Tennessee.

Use Of The Slur “Retard” Triples On X After Elon Musk Shares The Word In A Post, Bond Benton, Daniela Peterka-Benton

College of Communication and Media Scholarship and Creative Works

A joint study from Montclair State University faculty in the Joetta Di Bella and Fred C. Sautter III Center for Strategic Communication in the School of Communication and Media and the Department of Justice Studies shows that Elon Musk dramatically increased content containing the slur “retard” on X after using the term in a post. Highlights from the study include:

• A 207.5% increase in posts containing the r-word on X.
• 312,642 posts using the term r-word identified in the period studied.
• Google Trends Analysis showed a similar increase in online search activity related to the r-word.
• Indication of a broader …

Pride Month Support Can Generate 320% More Positive Social Media Posts For Companies; Dropping Support Can Increase Online Negativity By 165%, Study Finds, Bond Benton, Yi Luo, Jin-A Choi

College of Communication and Media Scholarship and Creative Works

A study from Montclair State University faculty in the Joetta Di Bella and Fred C. Sautter III Center for Strategic Communication in the School of Communication and Media showed the ongoing commitment to Pride Month by Universal Studios has been received positively online. In contrast, Target’s rolling back of support for Pride Month and diversity/inclusion elicited negative reactions in social media. Results show 320% more positive emotional sentiment in posts about Universal’s #loveisuniversal campaign, with 85% of posts advocating #BoycottTarget expressing negative emotions towards the company including anger, disgust, fear, and sadness. #BoycottTarget posts also contained 165% more negative emotions …

“R-Word” Slurs Triple On X After Donald Trump’S Thanksgiving Post Used The Word, Bond Benton, Daniela Peterka-Benton

College of Communication and Media Scholarship and Creative Works

A joint study from Montclair State University faculty in the Joetta Di Bella and Fred C. Sautter III Center for Strategic Communication in the School of Communication and Media and the Department of Justice Studies shows a dramatic increase in content containing the slur “retard” on X after Donald Trump’s Thanksgiving Day Truth Social post used the word. Findings showed a 225.7% increase in posts containing the r-word on X with 1,129,438 posts in the studied period. The most viewed, liked, and shared content analyzed enthusiastically endorsed use of the r-word. Results appear consistent with the period after other prominent …