Digital Commons Network^™

Inward., Lauren Dean

Calliope

No abstract provided.

Things That Make Me Ache, Alice Cruz

Calliope

No abstract provided.

To Want, Gabrielle Brannon

Calliope

No abstract provided.

Unlike Father, Like Son, Sal Barrett

Calliope

No abstract provided.

Colors I Hate, Theresa Appleyard

Calliope

No abstract provided.

Lost Signal, Logan Annett

Calliope

No abstract provided.

Echoes Of Love, Logan Annett

Calliope

No abstract provided.

A Moment In Bed, Logan Annett

Calliope

No abstract provided.

Nous Sommes Faits Du Même Bois, Willow Mason

Calliope

No abstract provided.

Table Of Contents

Calliope

No abstract provided.

Readers

Calliope

No abstract provided.

Editorial Staff

Calliope

No abstract provided.

Acknowledgements

Calliope

No abstract provided.

Full Issue

Calliope

No abstract provided.

Millennial And Gen-Z Experiences In Healthcare And Education In The Us, Zabia Evans, Anastasia Raymer, Beverly Khabo

Graduate Student Government Association Research Conference

In the United States, healthcare and educational institutions have a deep-rooted history of discrimination based on race, ethnicity, and other demographic factors, resulting in unequal access to services and mistreatment of minority populations. This history extends to the field of speech-language pathology, with disparities in service being cited in the literature due to lack of clinician knowledge, non-diverse standardized testing measures, lack of resources and support, among other factors. Policies and legislation in recent decades have attempted to address these serious issues. This survey research investigates the childhood healthcare and educational experiences of individuals born during or after 1981, focusing …

Carbon Accountability Scores: A Process-Oriented Approach For Carbon Offsetting Using Ai Agents, Joshit Mohanty, Vaishali Vaishali

Graduate Student Government Association Research Conference

Conventional carbon offset programs rely on quantified emissions to determine balancing requirements. While this approach offers a standardized means of measuring carbon output, it often provides industries with a loophole—allowing them to offset their emissions by purchasing equivalent credits for activities such as tree planting rather than tackling inefficiencies at the source. This research proposes a process-based framework called Carbon Accountability Scores (CA scores) to offer a proactive strategy for assessing and reducing carbon footprints. Instead of focusing on the mere balancing of emitted and sequestered carbon, CA scores integrate an organization’s operational processes into the calculation, thereby offering the …

Digital Thread: Bridging Macro–Micro Services In System-Of-Systems, Joshit Mohanty

Graduate Student Government Association Research Conference

Organizations and industries increasingly rely on distributed services in decentralized environments—ranging from large-scale, system-of-system architectures to fine-grained, agent-based microservices. While this distributed paradigm offers flexibility and innovation, it presents critical challenges such as interoperability gaps, inconsistent data formats, and a lack of holistic oversight. Traditional integration approaches, including ad-hoc middleware or enterprise service buses, tend to solve these issues reactively. As a result, technical debt accumulates, stakeholder misalignments persist, and scaling to new demands becomes complex.

This research proposes digital thread (DT) as the unifying framework to create an authoritative source of truth: a continuous flow of information across the …

Meta-Clustering For Specialized Language Models: Enhancing Contextual Adaptation And Mitigating Hallucinations In Diverse Healthcare Environments, Joshit Mohanty, Vaishali Vaishali, Sandeep Kumar Nayak, Sumit Lahiri

Graduate Student Government Association Research Conference

Large Language Models (LLMs) have significantly advanced conversational AI by enabling dialogic information-seeking and task execution across diverse domains. However, their extensive parameters and broad domain scope lead to “data hallucinations.” These shortcomings are particularly evident in dynamic and diverse environments like India’s healthcare sector, where myriad languages, regional practices, and cultural nuances demand specialized, localized expertise rather than one-size-fits-all generalist models. This paper introduces a meta-clustering framework that integrates Distilled Language Models (DLMs) and Small/Specialized Language Models (SLMs) with meta-learning principles to address these limitations. By drawing on evidence from works such as MedHalu and Med-HALT, the framework seeks …

Tamos: Task-Aware Multi-Agent Orchestrator System, Joshit Mohanty, Sandeep Kumar Nayak, Sumit Lahiri

Graduate Student Government Association Research Conference

Large language models (LLMs) are increasingly at the core of multi-agent systems (MAS). However, the high resource demand, error propagation, and lack of adaptive evaluation mechanisms pose significant challenges in deploying these agentic solutions at scale. To address these concerns, this research proposes a Task-Aware Multi-Agent Orchestrator System designed to refine the agentic framework, categorizing tasks autonomously, assigning specialized evaluation datasets, and balancing token usage against functional effectiveness. This approach underscores robust data management, including AsyncHow, Mosaic AI, and Synthetic Preference Optimization (PO) corpora. Each dataset targets specific dimensions of agent performance, such as dynamic task decomposition and tool integration …

Graphtreemed: A Hybrid Graph-Tree Rag Architecture For Mission-Critical Medical Applications, Joshit Mohanty, Sandeep Kumar Nayak, Sumit Lahiri

Graduate Student Government Association Research Conference

Studies within engineering management indicate that decision-making is often based on the cognitive processing of grouped and pictographic information clusters entangled with high-level pattern recognition. Similarly, graph-based retrieval-augmented generation (RAG) architectures substantially improve diagnostic accuracy and interpretability, while tree-structured systems reduce critical misses through hierarchical reasoning. However, existing solutions often lack a unified framework that seamlessly integrates these two paradigms to address the multifaceted demands of mission-critical healthcare settings. This proposal introduces GraphTreeMed, a novel hybrid RAG architecture designed to harness the complementary strengths of graph-based and tree-based retrieval mechanisms, thereby advancing the safety and efficacy of clinical decision support …

Review Of Lu Ann Homza's Religious Authority In The Spanish Renaissance, Alice L. Alvarado

Bound Away: The Liberty Journal of History

Lu Ann Homza’s intricate study of the major players involved in religious authority comes to life in her thought-provoking work Religious Authority in the Spanish Renaissance. Homza delicately weaved social, political, and religious analysis throughout the various layers of her chapters to give the reader a sense of the powers-that-be behind the secretive Spanish Inquisition and the overall hierarchical structure of the Catholic church. Homza does not shy away from confronting the previously upheld authority of Marcel Bataillon, and simultaneously challenges the reader to refuse to apply modern constructs or context to the unique time and place known as …

Activist Abolitionists And The Experiment Of Civil War New Orleans 1862-1865, Cress Ann Posten Ph.D.

Bound Away: The Liberty Journal of History

Activist Abolitionists and the Experiment of Civil War New Orleans 1862-1865

Abstract

This essay examines the efforts of both white and black activist abolitionists in New Orleans during Union occupation of the Civil War. Their altruistic efforts and experimental approaches, though imperfect and riddled with mistakes, offered practical help and long-needed hope for formerly enslaved people.

New Orleans was home to11,000 free black and Creole citizens, many of whom were wealthy and respected community members. Their leaders became advocates for themselves and for the influx of thousands of newly arrived contrabands. As numbers of contrabands grew in the city, freeborn …

The British Invasion Of Tea: How Advertising Wars Influenced America's Tea Drinking Habbits, Maddux L. Mullinax

Bound Away: The Liberty Journal of History

This paper examines the historical shift in American tea consumption from green to black tea during the early to mid-20th century. Initially, green tea from China and Japan was predominant in the U.S. until the 1920s. The transformation to black tea was spearheaded by British tea growers from India, notably through the strategic marketing efforts of Sir Charles Higham and the India Tea Growers Association (ITGA). Their campaigns focused on aligning black tea with American tastes, distancing it from its British colonial connotations, and leveraging global trade dynamics. The influence of World War II further entrenched black tea's dominance, with …

Charity Begins At Home: A Case Study Of Rural Western Pennsylvania During The Great Depression, Jacob A. Battle, Colin J. Wood, Christian E. Mumpower

Bound Away: The Liberty Journal of History

Rural Pennsylvania is often neglected when discussing the world-shaping events of the Great Depression. This study addresses a significant gap in historical research by exploring how a small-town in Pennsylvania, New Bethlehem, survived and even thrived during the Great Depression. New Bethlehem, situated in the fertile Redbank Valley, built its settlement on local resources and rural communalism. During the Depression, the townsfolk banded together through wealthy philanthropy, backyard gardens, and homegrown charity to withstand the crippling implications of the event. By examining church records, newspaper archives, and conducting oral interviews, this article reveals the resilience and resourcefulness of rural Pennsylvanian …

To The Shores Of Tripoli: America’S First Crusade To Cement Her Sovereignty, I. B. Landry

Bound Away: The Liberty Journal of History

The First Barbary War, also known as the Tripolitan War, is the conflict that set the tone for American sovereignty. The results of this research show that the Tripolitan War was about more than simply America’s right to exercise trade freely in the Mediterranean and North Africa. This was, in a sense, the litmus test for the new nation that would prove to be challenging to its Christian values. It can be concluded that Thomas Jefferson sanctioned the Augustinian campaign to not only benefit America, but all parties wishing to operate in the Mediterranean freely.

Windmills As Symbols Of Economic Development And Progress In West Texas From 1860 To 2011, Stacy Taylor

Bound Away: The Liberty Journal of History

The outline of a windmill against the sky is a popular image of Texas found on many forms of media including illustrations, photographs, and other print media. How did the image of a windmill become symbolic to Texas? The purpose of this paper is to determine how and why windmills became an important symbol representing the Texas Plains. Methodology used included analysis of scientific information to explore the geography of Texas, which demonstrated why windmills were needed in West Texas. Critical analysis of journals and books were performed to determine the history of the introduction and evolving use of windmills …

The Formation Of The American League In Baseball; Changes In American Society And Culture That Contributed To The Demand For More Baseball In The Late 19th Century, Shawn M. Smith

Bound Away: The Liberty Journal of History

The second professional major league (the American League) in baseball came about in response to the demand for more baseball entertainment due to the increased amount of leisure time Americans had in the late-19th century as society started the shift from an agricultural based lifestyle to a culture who worked predominantly in factory work.

The culture and society of the day changed drastically due to changing economic conditions of the time period. Due to monumental changes in industry, the vast majority of the population had shifted from working in an agrarian society to working in factories as a result of …

Histography: Gerald Ford And The Pardon Of Nixon, Joshua Longmire Phd

Bound Away: The Liberty Journal of History

In the annals of American political discourse, President Gerald Ford's decision on September 8, 1974, to grant his predecessor, Richard Nixon, a presidential pardon emerges as a watershed moment. This act insulated Nixon—who was deeply entangled in the intricate web of the Watergate scandal—from prospective criminal prosecution. It represented a significant departure from the anticipated legal processes, especially in the immediate aftermath of Ford's unexpected elevation to the presidency following Nixon's precipitous resignation amidst impending impeachment. This essay seeks to navigate the evolving historiographical landscape of Ford's pardon. It delineates the trajectory from initial critiques to the multifaceted discourses of …

After Tours: The Battle Of The River Berre, Paul Aitchison

Bound Away: The Liberty Journal of History

The Battle of the River Berre, occurring in the years after the Battle of Tours, has not seen the same amount of scholarship as that defining battle of the century in Europe. The Umayyad Caliphate in Iberian continue to conduct military operations on the east side of the Pyrenees, controlling Narbonne and most of the province of Septimania, south of Aquitaine and west of Lombardy in the years after. The expansion of the Caliphate had continued almost unabated since 632 CE, controlling Arabia, Persia, the Near East, the Levant, Egypt, North Africa, and finally, the Iberian Peninsula. This astonishing expansion …

Resilience And Demographics As Predictors Of Internet Addiction Among Polytechnic Library Users In South-South, Nigeria., Godwin Oberhiri-Orumah (Cln, Mnla), Esharenana E. Adomi Prof

Library Philosophy and Practice (e-journal)

This study investigated resilience and demographics as predictors of internet addiction among polytechnic library users in South-South, Nigeria. The study adopted the correlational research design. The population for the study was 3,302 library users from which a sample size of 412 library users in five federal polytechnics using the multi-stage sampling technique was selected. The instrument used for data collection was the questionnaire. The results show that the extent of Internet addiction among polytechnic library users in South-South Nigeria is moderate. The study also found that the level of resilience among polytechnic library users in South-South Nigeria is to a …