Digital Commons Network^™

Developing An Ai-Assisted Grading System Using Large Language Models, Andrei Modiga

MS in Computer Science Project Reports

We present a grading system that accelerates evaluation of open-ended student work across scanned and digital workflows. The system crops answer regions from PDFs, assigns submissions via OCR on identity regions only, and groups answers by visual semantics using a vision LLM. Instructors review and edit groups, apply rubric items once per group, and export grades from an on-screen table. The solution integrates Ghostscript rasterization, PdfPig page orchestration, SkiaSharp region extraction, Tesseract identity OCR, and GPT-4o Vision for grouping. We detail the architecture, token-budgeted batching strategy, and persistence design, then describe testing results for grouping quality, time-on-task, and usability. The …

How To Describe A Massacre? A Collaborative Metadata Justice Project, Bailey Hoffner, Eugene Albin, Jennifer Watson, Jay Shorten, Jacquelyn Slater Reese, Todd Fuller, Karie Antell

Collaborative Librarianship

Throughout the summer of 2020 and into the following fall, a cross-unit working group at the University of Oklahoma Libraries (OU Libraries) collaborated to compile and submit a proposal to change the Library of Congress Subject Heading (LCSH) Tulsa Race Riot, Tulsa, Okla., 1921 to Tulsa Race Massacre, Tulsa, Okla., 1921. The working group members situated this project in the context of the metadata justice movement, which seeks to correct problematic descriptions. They also see this proposal as part of the broader work undertaken over many decades by Tulsa activists and community leaders. This successful proposal required working group …

Archivist, Subject Librarian, And Education Faculty Collaboration: Co-Instruction In History Of Education Classes, Laura Cameron, Kara Flynn

Collaborative Librarianship

In many academic libraries, primary source instruction happens in a vacuum, and students don’t always make connections between the skills they learn in a primary source instruction session and skills they may have already learned in information literacy-focused library instruction that they have participated in previous courses. This case study describes the design and objectives of an instructional partnership formed between an Education & Engagement Archivist, Education Librarian, and History of Education professor at a public, four-year university. The Education & Engagement Archivist and Education Librarian worked in tandem to develop interconnected lesson plans, allowing the Education & Engagement Archivist …

Welcoming New Leadership And Elevating Collaboration, Jesse Koennecke, Nina Mchale

Collaborative Librarianship

This editorial marks a pivotal transition for Collaborative Librarianship as Jesse Koennecke (Binghamton University Libraries) and Nina McHale (University of Denver Libraries) assume the role of co-editors, following the dedicated leadership of Chris Robinson-Nkongola and Carrie Forbes. The issue underscores the journal’s enduring mission to foster reflection, innovation, and connection within the library profession. Volume 15, Issue 1 highlights diverse examples of collaboration: the sustainability of Archives West through community-driven infrastructure; a metadata justice initiative addressing ethical challenges in descriptive practices; interdisciplinary co-instruction between archivists, librarians, and faculty; and creative engagement through showcasing student artwork in academic libraries. As an …

Enhancing Academic Efficiency Through Ability Grouping And Remedial Classes: The Cases Of India And Vietnam, Samwel Lwiza

Journal of Humanities and Social Sciences

Improving the performance of academically weak students remains a major challenge in developing countries, particularly in the context of the ‘leave no one behind’ agenda. This study examines the roles of ability grouping and remedial classes in enhancing academic efficiency among students in India and Vietnam. Drawing data from 17,866 students in the 2016/17 Young Lives School Survey, this study estimated efficiency scores by using the order-alpha partial frontier approach, and their determinants were assessed through a bootstrap truncated regression model. The findings indicate that ability grouping increases students’ efficiency by 3%, whereas remedial classes decrease it by the same …

Determinants Of Farmers’ Choices Of Adaptation Strategies In Rural Semi-Arid Agricultural Communities Of Tanzania: A Case Study Of Mwanga And Same Districts In Kilimanjaro Region, Bahati Ally Magesa

Journal of Humanities and Social Sciences

Climate change is a global phenomenon that poses a significant threat to agricultural farming and the livelihoods of farmers, particularly in semi-arid regions of Sub-Saharan Africa. Since agriculture is the primary source of employment in the region, enhancing the sector’s adaptive capacity has become increasingly important. This paper examines the key determinants influencing farmers’ choices of adaptation strategies to climate change impacts in the Mwanga and Same Districts of Tanzania. A total of 200 farmers participated in a household survey conducted using a simple random sampling technique. A binary logistic regression model was employed to analyse the association between selected …

The Interplay Of Morphology, Syntax, And Semantics In Kuria Verb Extensions Within The Mara Region, Mary Charwi

Journal of Humanities and Social Sciences

Verb extension morphological affixes that significantly alter verb meaning are a defining characteristic of Bantu languages. This paper investigates the morphosyntactic behaviour, semantic implications, and functional roles of extensions within Kuria, a Bantu language of Tanzania. The study adopts Hyman’s morphocentric approach, specifically the CARP template (Causative-Applicative-Reciprocal-Passive), as its foundational framework to test whether Kuria adheres to this pan-Bantu default ordering. The data were collected in Tarime District (2014-2015) using a mixed methods approach, comprising questionnaires, semi-structured interviews, and video stimuli with 13 rural and urban speakers, and text analysis (the Kuria Bible). Through rigorous morphosyntactic parsing, the analysis reveals …

The Syntax And Semantics Of Reciprocal Constructions In Chibarwe: A Lexical Mapping Account, Tendai Chirimaunga

Journal of Humanities and Social Sciences

Bantu languages have a robust structure, which is usually stated to be agglutinative, accommodates affixations of a wide range of morphemes both as prefixes (to the left of the root), as well suffixes (to the right of the root) before placing the terminal vowel. In their verbal morphology, the reciprocal is one of the many derivational affixes that have, however, not gained similar prominence as the study of the applicative and the causative construction. The thrust of this study is to investigate the syntax and semantics of reciprocal constructions in ChiBarwe, a marginalised cross-border language spoken in Zimbabwe and Mozambique. …

Effects Of Integrated Biological And Chemical Fertilization On Pecco And Banji Shoot Development In Tea Plants, Intan Ratna Dewi Anjarsari, Muhammad Raihan Abdillah Farros, Santi Rosniawaty

Jurnal Kultivasi

Tea productivity and quality are largely determined by shoot structure, particularly the balance between pecco shoots (tender buds and young leaves) and banji shoots (older, less productive shoots). Conventional reliance on inorganic fertilizers often enhances overall growth but does not necessarily improve shoot structure, while biofertilizers alone provide limited nutrient availability. This study aimed to evaluate the effects of combining microbial-based liquid biofertilizers with inorganic fertilizers on the structure of tea shoots. The experiment was carried out on seed-derived tea plants using a randomized block design with several fertilization treatments, including sole biofertilizer, sole inorganic fertilizer, and their combinations. The …

Staff Education To Impact Staff Knowledge Of Depression Screening In Primary Care, Nkeiruka Chinwendu Unaegbu

Walden Dissertations and Doctoral Studies

Summary This doctoral project was a staff education program designed to improve depression screening among patients in an adult primary care setting. The practice problem addressed was the lack of standardized depression screening that led to inconsistent detection, delayed diagnosis, and fragmented mental health care. A move to address the issue is critical in nursing practice since nurses play a central role in early identification, patient advocacy, and integration of behavioral health into primary care. The practice-focused question guiding the project was, Will implementing a nursing staff education program impact their knowledge of Clinical Practice Guideline (CPG) for depression screening …

A Rodent Model Of Enhanced Anticipation Of Positive Events: Sex-Specific Modifications In Cognitive Bias And Emotional Resilience, Sarah C. Hartvigsen, Megan Hooper, Olivia Harding, Evelyn Barringer, Aditya Narayanan, Brendan Crockett, Yulia Shatalov, Paean Luby, Braden Wixted, Molly Kent, Kelly Lambert

Psychology Faculty Publications

While it is known that chronic unpredictable stress and negative events adversely affect neurobiological outcomes, much less is known regarding the neurobiological impact of positive emotions such as chronic anticipation of appetitive events. From a translational perspective, an enhanced understanding of the impact of extended exposure to positive emotions may provide novel insights into effective non-pharmacological, behavior-based approaches to enhance mental resilience. Here, we investigate a novel rodent model of chronic Unpredictable Positive Event Response (UPER) training in male and female Long Evans rats to examine behavioral, neural, and endocrine effects of enhanced anticipation of positive events. Rats were exposed …

Jmu Libraries Magazine: Volume 3, Jenne M. Klotz, Emily D. Blake, Kristen S. Shuyler

Faculty Scholarship

Volume 3 of the biennial JMU Libraries magazine, highlighting services, events, awards of the JMU Libraries.

Piloting A Simulated Electronic Health Record In Cambodia For Nursing Students In A Nursing Informatic Course, Eam Mao, Tricia Hester, Sreypeov Tun, Monirath Soun, Cheryl D. Parker

Individual Open Access Articles

Introduction: Electronic health records (EHR) integration is vital in modern healthcare, yet there is limited research on EHR training in nursing education in Cambodia and the ASEAN region. This study explores the implementation of simulated EHR training for Cambodian nursing students and its potential benefits for the curriculum.

Method: A four-week pilot was conducted with 62 Cambodian nursing students at the University of Puthisastra. Students participated in simulated EHR activities and completed a post-course survey to identify challenges such as medical terminology, computer literacy, and English proficiency.

Results: 93.5% of students recommended continuing EHR training despite challenges, including difficulties with …

When Back To Work Orders Fail: Lessons From Air Canada For U.S. Labor Policy, David Schwartz

Cardozo Journal of Conflict Resolution (CJCR) Blog

In August 2025, 99.7% of Air Canada flight attendants agreed to strike, triggering what quickly became one of the most visible labor disputes in North America. Within hours, the government declared the strike unlawful and issued a back‑to‑work order. On paper, this should have ended the disruption. In practice, it did not. Thousands of flight attendants, organized under the Canadian Union of Public Employees (CUPE), defied the order and continued protesting. CUPE believed the process was unfair, claiming the airline refused to bargain fairly knowing the government would intervene to preserve operations. The strike paralyzed operations at Canada’s largest airline …

Media Disparity? Analyzing The Media Coverage Of Violent Vs. Non-Violent Crimes In Central Arkansas, Alicia Dorn

Theses and Dissertations

The media's disproportionate coverage of violent crimes compared to non-violent crimes may create a skewed public perception of crime rates and safety in Central Arkansas, potentially influencing policy decisions and community relations. This research examines whether news outlets in Central Arkansas cover violent crimes more frequently than non-violent crimes and compares this coverage to actual crime statistics from law enforcement agencies. The study aims to understand the potential impact of media representation on public perception of crime. The study employed a mixed-methods content analysis of three major Central Arkansas newspapers (Arkansas Democrat-Gazette, Pine Bluff Commercial, and Hot Springs Sentinel Record) …

Treating Atopic Dermatitis: Oral Jak1 Inhibitor Vs. Monoclonal Antibody, Abby Craft, Nicolle Holgate

Physician Assistant Capstones, 2020-current

Objective: To compare symptom management of atopic dermatitis between injectable monoclonal antibodies and an oral Janus kinase 1 (JAK1) inhibitor. Design: Literature review. Methods: Searches were done in PubMed and CINAHL using the following terms: abrocitinib, Cibinqo, dupilumab, Dupixent, and atopic dermatitis. Filters included: randomized controlled trials, clinical trials, and scholarly journal. Results: Three studies met all criteria including Bieber et al, Reich et al, and Huang et al. Conclusion: Oral JAK1 inhibitor abrocitinib has been shown to have similar efficacy in symptom management of moderate-to-severe atopic dermatitis compared to monoclonal antibody dupilumab and should be considered when prescribing treatment.

Solving The Crisis Of Asthma/Copd Medication Nonadherence With New “Smart Inhalers”., Dalia Abdalla, Gregory Edward Suliga

Physician Assistant Capstones, 2020-current

Asthma and COPD are two common chronic respiratory diseases that have the potential to result in acute life-threatening exacerbations¹. These episodes cost America’s healthcare system several billions of dollars annually and can be largely prevented through proper medication adherence². Objective: Assess the effectiveness of smart inhaler usage and biofeedback interpretation with medication adherence and quality of Asthma and/or COPD control. Design: Systematic literature review. Methods: Searches were done in PubMed, Wiley Online Library, ScienceDirect Database, and DynaMed utilizing the terms smart inhaler, asthma/COPD management, biofeedback, inhalation technique, SABA, LABA, and LAMA. In PubMed, the following limits …

Comparing Transcatheter Edge-To-Edge Repair (Mitraclip) To Surgical Approaches For Secondary Mitral Regurgitation, Iain Slater, Jordan Maddra

Physician Assistant Capstones, 2020-current

Objective: To compare clinical outcomes of surgical mitral valve replacement (SMVR) and TEER with MitraClip therapy in patients with secondary mitral regurgitation.

Methods: We performed a review of the literature of primary research comparing clinical outcomes of surgical mitral valve replacement (SMVR) and TEER with MitraClip therapy in patients with secondary mitral regurgitation. A preliminary search of the medical database PubMed was conducted in October 2024 using the terms mitral valve, secondary mitral regurgitation, transcatheter edge-to-edge repair, surgical candidacy, and comparative outcomes. Limits included “published in the last 15 years, humans, English, randomized controlled trials, and cohort studies.”

Results: After …

Archives West At Twenty Years: Sustainability Through Community, Jodi Allison-Bunnell, Maija Anderson, Trevor J. Bond

Collaborative Librarianship

Archives West is a regional aggregation of descriptions of archival collections held by institutions in the Pacific Northwest and Mountain West. While many similar regional aggregations have struggled to reach sustainability, Archives West is one of a few that is fully funded by its participants, and continues to grow in both scale and scope. We hypothesize that there are unique cultural qualities of the Archives West community that have supported its growth, including a philosophy of empowering participants, transparent budget processes, clear statement of value to resource providers, and maintaining expectations that all institutions will contribute through service and fees.

Capstone Project Proposal: The Role Of Nutrition Education On Dietary Vitamin B12 Intake In Decreasing Postpartum Depression- A Pilot Randomized Controlled Trial, Andrea Villalba Torres

Department of Nutrition Student Projects

Postpartum depression (PPD) is a mental health condition that affects many women after giving birth but tends to go untreated. Research has identified that nutrition has an essential role in neurological health, including iron, folate, and the B vitamins. However, recent research regarding PPD and dietary interventions is limited. To address this gap, a 12-week-long pilot randomized controlled trial is proposed to evaluate the effectiveness of a text-based nutrition education program, encouraging dietary vitamin B12 intake, on reducing PPD symptoms in women 2-6 weeks postpartum. 128 participants will be recruited from 15 different Miami-Dade WIC clinics. The Edinburgh Postnatal Depression …

Flooding Behavior Near The Us/Canada Border: Complications And Approaches, Maria T. Dodson

Honors College Theses

Flood forecasting remains a major challenge due to the nonlinear nature of hydrological systems and uncertainties in environmental data. This study aimed to address the prevalent challenges that arise from forecasting flooding behavior. To address the inherent complexity of hydrological forecasting, a machine learning framework was developed and trained on major contributing factors. To achieve an optimal balance between computational efficiency and predictive performance, a Gated Recurrent Unit (GRU) was selected as the optimal machine learning model. As the chosen dataset, North American Land Data Assimilation System Phase 2 (NLDAS2), is known to have inaccuracies in the important feature Relative …

Implementation Science As Common Ground For Researchers And Practitioners, Robin P. Newhouse, Carol J. Howe, Maja Djukic

Biennial Convention (CONV)

Within the larger context of healthcare transformation, nurse scholars are crafting revitalized roles in both implementation research and implementation practice. The foci of these roles are overlapping and have hybridized into new models and activities that reflect quality improvement, change management, development of pragmatic research design and methods, and establishment of practice facilitation activities in healthcare delivery. The basics of implementation science will be described and demonstrated through case study analysis.

Bearing The How: Self-Compassion, Religiosity, And Basic Psychological Needs As Predictors Of Meaning In Life, Benjamin Wenndorf

Doctor of Psychology (PsyD)

While meaning in life (MIL) has been established as a significant contributor to psychologists’ understanding of wellbeing (Pollet & Schnell, 2017; Steger et al., 2008; Steger et al., 2011), some theorists believe MIL to be the fundamental human drive (Frankl, 1946/1962). Despite the significance that has been placed on MIL as a core component of human existence, little research has explored more than one variable at a time in relationship to MIL. Recent literature has explored self-determination theory’s (SDT) basic psychological needs microtheory as a predictive model for understanding MIL within a greater context of positive psychology (Martela et al., …

Application Of Augmented Reality Technology As A Dietary Monitoring And Control Measure Among Adults: A Systematic Review, Gabrielle Victoria Gonzalez, Bingjing Mao, Ruxin Wang, Wen Liu, Chen Wang, Tung Sung Tseng

School of Public Health Faculty Publications

Background/Objectives: Traditional dietary monitoring methods such as 24 h recalls rely on self-report, leading to recall bias and underreporting. Similarly, dietary control approaches, including portion control and calorie restriction, depend on user accuracy and consistency. Augmented reality (AR) offers a promising alternative for improving dietary monitoring and control by enhancing engagement, feedback accuracy, and user learning. This systematic review aimed to examine how AR technologies are implemented to support dietary monitoring and control and to evaluate their usability and effectiveness among adults. Methods: A systematic search of PubMed, CINAHL, and Embase identified studies published between 2000 and 2025 that evaluated …

Spec Ops Tools Point Of Sale (Pos) Data Insights, Liam Mcgovern

Business Analytics Student Projects and Publications

No abstract provided.

Social-Emotional Learning And Motivation Among Grade 4-6 Learners In Philippine Private Schools: A Descriptive-Correlational Study, Maria Centinnah L. Tion, Adeva Jane E. Kalidas

Educational Leadership and Management Faculty Publications

In the post-pandemic era, the importance of Social-Emotional Learning (SEL) has become increasingly crucial as students navigate the emotional and psychological challenges brought on by disrupted learning and social isolation. This study explores the relationship between SEL and motivation, focusing on intrinsic motivation, extrinsic motivation, and self-efficacy for learning and aims to assess the levels of SEL competencies and motivation in Grade 4 to Grade 6 learners (N=107) in private schools in the Philippines. Using the Motivational Learning Style Questionnaire (NCRIPTAL, 1991; $\alpha\ge0.93$) and the Social and Emotional Competence Questionnaire (Zhou & Ee, 2012; $\alpha\ge0.80$) data was collected and analyzed …

The Adverse Digital Childhood Experiences (Adces) Framework: A Transformative Paradigm For Decoding Digital Adversity And Safeguarding Human Agency In Child Development And Lifespan Trajectories, Asrat G. Amnie

Publications and Research

Childhood is no longer confined to physical spaces; It increasingly unfolds within digitally saturated environments where algorithmically mediated technologies shape attention, learning, and identity formation from the earliest years. Traditional adversity frameworks, particularly the Adverse Childhood Experiences (ACEs) model, do not capture the distinctive, persistent, and often invisible risks of digital life. To address this gap, this study advances the Adverse Digital Childhood Experiences (ADCEs) framework, an empirically informed and theory-driven extension of ACEs that systematizes ten interrelated domains of digital adversity encompassing social, cognitive, and environmental stressors. These include cyberbullying and exploitation, commercial surveillance and privacy harms, technoference and …

Rekonstruksi Paradigma Transfer Of Sentenced Persons: Antara Kepentingan Narapidana Dan Kepentingan Negara, Serta Implikasinya Pada Tata Kelola Transfer Of Sentenced Person, Fitra Arsil

Jurnal Konstitusi & Demokrasi

This article analyzes the paradigm shift in the Transfer of Sentenced Persons (TSP) from a regime oriented towards the rehabilitation and social reintegration of prisoners to a new configuration increasingly driven by state interests, such as national security, prison population management, immigration policy, budget efficiency, diplomatic calculations, and human rights image. Based on a legal-normative approach combined with institutional analysis and a comparison of practices in various jurisdictions, this paper shows how the principle of consensualism, initially interpreted as "trilateral consent" (the sentencing state, the receiving state, and the prisoner), has fragmented into three models: compulsory, voluntary, and hybrid, with …

Rekonstruksi Mekanisme Seleksi Hakim Konstitusi Di Indonesia, Indah Sri Pangestu, Dwi Yuliani, Hertaty Dorothy Dewi Siburian

Jurnal Konstitusi & Demokrasi

The mechanism for selection and election of constitutional judges in Indonesia currently still shows a diversity of procedures in each proposing institution, namely the Supreme Court, DPR and President. The process implemented does not fully reflect the principles of transparency, participation, objectivity and accountability as mandated in the Law on the Constitutional Court. Therefore, it is necessary to standardize the procedures for selection and selection of constitutional judges to ensure a more professional system and integrity. One of the solutions offered is the establishment of an independent institution responsible for the selection and recruitment of constitutional judges with a system …

Mengenalkan Metode Empiris, Kuantitatif, Dan Eksperimental Dalam Penelitian Hukum Tata Negara, Yunani Abiyoso

Jurnal Konstitusi & Demokrasi

Almost all constitutional law research applies the doctrinal method to analyze normative texts and legal logic. In the context of the development of constitutional law, this method has limitations in evaluating the effectiveness of legal norms in societal reality. This article proposes the need for a paradigm shift in the use of constitutional law research methods, which should not only rely on a doctrinal approach but also integrate empirical methods, to align the needs of constitutional law studies with the dynamics of the Indonesian state after 25 years of constitutional amendments. There are three alternative methods that can be integrated …