Digital Commons Network^™

Contrasting Disparities Between Desi Populations And The Michigan Healthcare System In The Metro Detroit Atrea, Ramin Areeb

McNair Scholars Research Journal

This study investigated the healthcare disparities experienced by the Desi population (Indian, Pakistani, Bangladeshi, Sri Lankan, Nepali, etc.), ages 18 and higher, in the Metro Detroit area. Despite the ever-growing population of South Asian communities in the United States, research on their interactions with Michigan healthcare remained very limited. The lack of consistent reports, population-specific studies, and overall popularity of the discussion proves this. Using a survey-based methodology, this study collected accounts from participants regarding their healthcare experiences, perceived inequities, and barriers to accessing high-quality medical services. The data then underwent a thematic review to identify recurring patterns, including issues …

Introduction, Kimberly J. Brown Ph.D., Brandie Bentley, Ph.D., Msw

McNair Scholars Research Journal

No abstract provided.

Front Materials

McNair Scholars Research Journal

No abstract provided.

Process For The Preparation Of Amorphous Form Of (4s)-2-{8-Fluoro-2-[4-(3- Methoxyphenyl) Piperazin-1-Yl]-3-[2-Methoxy-5­(Trifluoromethyl)Phenyl]-3,4-Dihydro Quinazolin-4-Yl} Acetic Acid, Msn Laboratories Private Limited, R&D Center; Hyderabad, India; Srinivasan Thirumalai Rajan; Revu Satyanarayana And Challa Suresh.

Defensive Publications Series

The present disclosure relates to process for the preparation of amorphous form of (4S)-2-{8-Fluoro-2-[4-(3-methoxyphenyl) piperazin-1-yl]-3-[2-methoxy-5­(trifluoromethyl)phenyl]-3,4-dihydro quinazolin-4-yl} acetic acid of formula-1

Formula-1.

Process For The Preparation Of (4-Fluorophenyl)[(8r)-8-Methyl-3-(3-Methyl-1,2,4-Thiadiazol-5-Yl)-5,6-Dihydro[1,2,4]Triazolo[4,3-A]Pyrazin-7(8h)-Yl]Methanone And Its Intermediates Thereof, Msn Laboratories Private Limited, R&D Center, 1. Srinivasan Thirumalai Rajan, 2. Sagyam Rajeshwar Reddy, 3. Keshavareddy Navin Kumar Reddy, 4. Kootikanti Krishnaiah, 5. Utnoori Venkata Chary

Defensive Publications Series

Abstract:

The present invention provides a process for the preparation of (4-Fluoro phenyl)[(8R)-8-methyl-3-(3-methyl-1,2,4-thiadiazol-5-yl)-5,6-dihydro[1,2,4] triazolo [4,3-a] pyrazin-7(8H)-yl]methanone of formula-1 and its intermediates thereof

Formula-1.

Neural Network Model Watermarking Using Quantized Least Significant Bits And Pseudorandom Error-Correcting Codes, Ranjit Kumaresam, Srinivasan Raghuraman, Ka Log Ng

Defensive Publications Series

The present disclosure relates to watermarking techniques for neural network models that embed verifiable ownership information into model parameters. In one aspect, floating-point weight parameters are quantized and least significant bits are biased during rounding such that the bits collectively encode a pseudorandom error-correcting code derived from a digital signature of a model owner. In another aspect, a pseudorandom codeword generated from the digital signature is directly embedded by replacing least significant bits of quantized weight parameters. In both cases, the watermark is cryptographically verifiable and remains detectable even after model perturbations, fine-tuning, or partial retraining. Ownership verification is performed …

Multi-Agent Architecture For Diagnostics And Configuration Of Media Systems, Bin Xu, Chi Chen, Guillaume Bailey, Paul Colta, Hongguang Chen, Mehmet Hakan Isbiliroglu, Kaile Ding, Michael Keeley, Ryan Kusch, Roman Kalukiewicz, Wolfram Klein, Hugo Du Plooy, Michael Soland, Quxiang Fang, Xurui Huang, Weiping Tang, Zhiji Huang, Juliana Tsang

Defensive Publications Series

Users interacting with media playback systems, such as smart televisions, often navigate complex, nested on-screen menus to adjust device settings such as display brightness, audio quality, or network configurations. This manual navigation process can be cumbersome and unintuitive, creating a barrier to efficient device control and configuration. A user may clearly understand a desired outcome or be able to describe a current issue with the media system but may lack the specific technical knowledge to locate and modify the exact system settings required to resolve the issue.

The disclosed technology describes an agent-based artificial intelligence framework that enables natural language …

Hybrid Offline-To-Real-Time Architecture For Context-Aware Keyword Insertion, Karen Yao, Indu Ramamurthi

Defensive Publications Series

A Hybrid Offline-to-Real-Time Architecture generates context-aware ad copy while meeting the latency constraints of live ad auctions. In an offline phase, a large language model (LLM) analyzes a product catalog to pre-generate ad copy templates that contain semantic placeholders. During the real-time ad auction, a lightweight engine parses a user’s search query to extract contextual intent. The system then selects an appropriate template and injects the extracted intent into the placeholders to assemble the final ad copy. This two-pass approach decouples the computationally intensive LLM generation from the time-sensitive ad serving process, providing the semantic quality of LLM-generated text at …

Non-Semantic Safety Gates: A Closed-Loop Framework For Agentic Software Evolution, Santosh Kumar Kvs

Defensive Publications Series

A system for validating AI-generated code in a shadow execution environment prior to production deployment includes an AI agent configured to receive an intent from a user device and generate a code package based on the intent, a deployment controller communicatively coupled to the AI agent and configured to receive the code package, a shadow sandbox 105 communicatively coupled to the deployment controller and configured to receive the code package, execute the code package in an isolated environment while mirroring production traffic, and generate telemetry data based on execution of the code package, wherein the telemetry data comprises kernel-level metrics …

A Smart Contract Framework For Project Financing In Gold Mining Operations: Implications For Improved Financial Forecasting, Silvia Lydia Priskilla, Mohammed Ali Berawi, Mustika Sari Dr.

Smart City

Gold mining projects are characterized by high capital intensity and significant operational variability, making financial forecasting particularly sensitive to the quality and timing of cash-flow data. In practice, conventional financing systems rely on multi-stage administrative processes that create delays between work completion and payment realization, reducing the reliability of financial records used for investment evaluation.

This study aims to develop a smart contract-based financing framework to improve the accuracy of profitability projections in gold mining projects. A case study approach is employed using operational and financial data from a mining project in Sumatra over the period 2023–2026. The analysis combines …

Pruritus Associated With Systemic Sclerosis: A Systematic Review Of Treatment-Based Clinical Trials, Kiana Mortezaei, Rishika Pasula, Meryem Nursoy, Amit Syal, Ioannis Panayiotou, Geeta Kumari, Andreas Chatzitoffis, Pavle Milutinovic, Olajumoke O. Fadugba, Chris T. Derk

Student Papers, Posters & Projects

This paper aims to examine the latest research on treatments for itch (pruritus) in people with systemic sclerosis (SSc), identify areas where information is lacking, and propose suggestions for future studies.A comprehensive literature search was performed in PubMed and Scopus in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines to identify studies evaluating therapeutic interventions for pruritus in SSc. Eligible studies included randomized controlled trials, cohort studies, and case series comprising a minimum of three patients. Data extraction encompassed study design, patient demographics, pruritus assessment instruments including validated and non-validated measures, and clinical outcomes. Studies …

Learning Trajectories Of Online Batch Selection Methods, Luke Green

Theses and Dissertations

Modern deep neural networks achieve strong performance on large-scale datasets, but often require substantial training time. Online batch selection methods seek to reduce this cost by updating models on informative subsets of each batch rather than on all available examples. Recently introduced methods leverage teacher models and report substantial speedups, particularly in noisy-label settings. However, comparisons are often based on the number of epochs required to reach a target test accuracy, a coarse metric that is sensitive to implementation details and may obscure important differences in learning dynamics. In this thesis, we implement several online batch selection methods in a …

Advancing Data Usability, Activity Modeling, And Stability Optimization In Computational Enzyme Design, Spencer Gardiner

Theses and Dissertations

A grand challenge of computational biology is to computationally design, in a single pass, a protein sequence that catalyzes an arbitrary chemical reaction at a high rate under specified conditions [1]. This work details advances in three essential areas on the path to that goal: data quality, activity prediction and modeling, and stability optimization. The structure and implementation of the Allotrope Simple Model (a FAIR data format for many scientific instruments) was examined in [2], setting the stage for training deep learning models on high-quality experimental datasets from diverse sources. In [3], the limits of physics-based and deep learning tools …

Beyond Single Images: A Comprehensive Benchmark For Album-Level Vision-Language Understanding, Shawn Huang

Theses and Dissertations

Automatic album organization has been studied extensively over the past decades due to significant progress in digital photography. Recent Vision-Language Models (VLMs) have shown strong performance on multi-image understanding, making them natural candidates for automating album organization workflows. While VLMs’ abilities in multi-image understanding have been widely studied, their performance on album organization remains underexplored. To bridge this gap, we introduce AlbumBench, the first comprehensive benchmark for automatic album organization. Specifically, we (1) define album organization tasks as photo selection for album-specific user objectives, photo rating according to how well user intents are fulfilled, and album-specific photo grouping given a …

Long-Term Monitoring Of The Optical Performance Of The Primary Mirrors At The Coihueco And Loma Amarilla Sites Of The Pierre Auger Observatory, A. Abdul Halim, P. Abreu, M. Aglietta, M. Ahmed, I. Allekotte, K. Almeida Cheminant, B. Fick, K. Nguyen, D. Nitz, Et Al.

Michigan Tech Publications

This paper presents the results of an optical performance monitoring campaign for the primary mirrors installed in fluorescence telescopes at the Coihueco and Loma Amarilla sites at the Pierre Auger Observatory in Argentina. Since the end of 2003, this effort has developed into a unique long-term dataset that addresses the performance of the primary mirrors. We have focused on the scattering characteristics and specular reflectance of mirror segments, as well as their evolution over several years of operation. Despite being housed in climate-controlled buildings, dust accumulation, impurities, and natural aging — such as oxidation or other chemical or physical degradation …

An Ai Perspective On Counseling Supervision, Emily A. Brinck, James L. Soldner, Hung Jen Kuo, Scott A. Sabella, Trenton J. Landon, Charles P. Bernacchio, Elizabeth A. Boland

Special Education and Rehabilitation Counseling Faculty Publications

The increased use of technology-assisted distance counseling practices is one result of COVID’s impact on behavioral health, including in counselor education and the delivery of supervision. First, technology-assisted distance supervision needed for “real time” communication grew. Furthermore, there is an emergence of artificial intelligence (AI) technologies that have the potential to contribute to aspects of supervision; however, current evidence remains emerging, context-dependent, and at times mixed, warranting cautious interpretation of their effectiveness. The article offers an overview of using AI in clinical supervision, examines the benefits and potential concerns of AI from different perspectives, and considers the significance of using …

Health Management Practices In Chronic Traumatic Brain Injury Rehabilitation: A Scoping Review Protocol, Davina Sharma, Shané J. Gill, Lizbeth Goodman, Amanda Rabinowitz, Louis N. Hunter, Reinhard Schaler, Kirby L. Wycoff

College of Health Professions Faculty Papers

INTRODUCTION: Traumatic brain injury is increasingly recognized as a chronic condition requiring long-term rehabilitation and coordinated care beyond the acute phase. Across Europe, substantial variation exists in healthcare system organization, funding structures, and service delivery models, which may influence access to rehabilitation and long-term functional outcomes for adults with chronic moderate-to-severe traumatic brain injury. The objective of this scoping review protocol is to systematically characterize systemic factors and management practices that shape rehabilitation access, continuity of care, and recovery outcomes across European healthcare systems. This review will map published evidence on health management practices influencing chronic traumatic brain injury rehabilitation …

Biologists Study Ways To Increase Food Production For Growing World, Clara Turnage

University of Mississippi News

OXFORD, Miss. – With the world population expected to approach 10 billion by 2050, scientists are searching for ways to feed that many people with fewer resources. A new review outlines scientific advances that could help make food production more sustainable and resilient.

Envisioning Munster Technological University As A Trauma-Sensitive University, Marie Singleton Ms, Margaret Linehan Prof, Judith Butler

Irish Journal of Academic Practice

Universities seeking to provide effective support to students should incorporate trauma-sensitive approaches to ensure services are delivered with empathy and compassion while reducing the risk of re-traumatisation. The main objective of this study was to investigate what it means to be a trauma-sensitive university and what steps are required to achieve this. The study focused on Munster Technological University (MTU) as a qualitative case study and identifies what is required to make MTU the first trauma-sensitive university in Ireland. Semi-structured interviews were conducted with staff across the university's six campuses. Given the limited research examining how trauma-sensitive principles can be …

Generation Of Khz-Rate Complex-Structured Liquid Targets For Relativistic Laser–Plasma Interactions, Michael L. Dexter, Stephen J. Hageman, Gregory Ngirmang, Kyle D. Frische, Joseph Snyder, John T. Morrison, Enam A. Chowdury, Anil K. Patnaik

Faculty Publications

With the rise of high repetition rate ultra-intense laser systems, there is a need for solid density targets to study relativistic laser–plasma interactions that can operate at the same repetition rate. Flowing liquid targets are attractive because they are self-replenished, debris free, cost effective and easy to use. Liquid targets have been used for high-repetition rate (up to kHz rate) generation of electrons, protons, x rays, and neutrons by our group and elsewhere. In this Letter, we demonstrate a kHz-rate generation of a variety of dynamically shaped complex-structured targets from the interaction of a 10¹⁶ W/cm² focused laser …

Wangdu V. Kengmeni

All Decisions

In this civil action by a former landlord against former tenants for use and occupancy, the court reduced the judgment to account for the tenants' warranty of habitability counterclaim, finding that the basement of the single-family rental was uninhabitable for a significant period of time.

English For Speakers Of Other Languages Program: Compliance Vs Realities Of Practice, Ana Sofia Rodriguez-Oronoz

Graduate Student Dissertations, Theses, Capstones, and Portfolios

This research study examined the misalignment between policy compliance and instructional practice within English for speakers of other languages (ESOL) programs in K–12 public education. Although federal and state mandates require equitable access and services for English language learners (ELLs), compliance with these requirements has not consistently resulted in effective classroom practice. The problem of practice focused on how educators interpreted and enacted ESOL policies and the extent to which these practices aligned with the intent of the Multicultural Education, Training, and Advocacy (META) Consent Decree and related accountability frameworks.

A qualitative research design was used to explore educators’ perceptions …

Lawanda House Johnson V. Quest Diagnostics Inc

2026 Decisions

USDC for the District of New Jersey

1892 State Normal College Essays And Orations Of Graduates, State Normal College

Documents

1892 State Normal College Program

Expanding The Practice Of Conducting Through Technologies For New Musical Aesthetics, Majella Clarke

Staff Scholarship - Australia & Dubai

For over two centuries, the practice of conducting has been founded on a relatively stable relationship: a score is written, a conductor interprets it, and an ensemble/orchestra/choir realises it in performance. More recently, contemporary music has undergone profound transformations through algorithms, sensors, live electronics, machine learning, interactive systems, and generative technologies, expanding many instrumental practices and opening composition to become interactive, immersive and multimodal. However, the practice of conducting has remained largely tied to inherited models of interpretation and musical coordination via gesture.

This presentation asks how technology might expand conducting beyond traditional techniques and scoring materialities and become a …

The Self-Taught Generation: Here’S How Libraries Can Unlock Youth Employment, Jackline Estomihi Kiwelu

Libraries

No Abstract

Soft Korsi: An Embodied Spatial Interior System For Communal Warmth, Faezeh Panahandeh

Graduate Final Projects

ABSTRACT

Soft Korsi: An Embodied Spatial Interior System for Communal Warmth reconceptualizes the historic Iranian Korsi as an innovative textile-based interior system. Traditionally, the Korsi functioned not only as a heating device but also as a spatial, material, cultural, and embodied system, which brought people together around a shared warm focal point. The integration of a heat source, textile coverings, floor seating arrangements, closeness of bodies, and domestic traditions related to warmth made possible a collective experience, rather than an individual or environmental one.

This design project seeks to address the disappearance of the Korsi from contemporary domestic environments as …

Post & Lintel, 2025-2026 Edition, Preservation Eastern

Post & Lintel

No abstract provided.

High Densities Of Large Herbivores Rapidly Disrupt Ecosystem Integrity, Jennifer A Krumins

Department of Biology Faculty Scholarship and Creative Works

Human-induced high densities of large wild herbivores may pose a threat to natural ecosystems, modifying biodiversity and ecosystem functioning. Although the negative impacts on individual taxa and processes are well documented, a comprehensive understanding of how ecosystem integrity responds to high herbivore densities remains limited. This study addresses this gap through an extensive herbivore-density manipulation experiment conducted in two Mediterranean woodlands. We established two scenarios of high red deer (Cervus elaphus) density, representative of some protected areas (similar to 30 individuals.km(2)) and intensively managed hunting estates (similar to 90 individuals.km(2)). We monitored 38 metrics encompassing a broad spectrum of biodiversity …

First Amended Disclosure Statement

Catholic Dioceses in Bankruptcy

No abstract provided.