Digital Commons Network^™

Optimizing Proaftn Classifier With Ant Colony Algorithm: Enhanced Diabetes Detection Benchmarking, Feras Al-Obeidat

All Works

The increasing global prevalence of diabetes highlights the need for accurate diagnostic tools to improve early detection and effective treatment planning. Traditional classification models often struggle to achieve optimal performance due to limitations in parameter tuning and adaptability to complex datasets. To address these limitations, this article introduces PROAnt, an innovative learning approach designed to enhance the robustness and efficiency of the PROAFTN multicriteria classification method. PROAnt leverages the computational power of ant colony optimization (ACO) to dynamically fine-tune and optimize the key parameters, such as intervals and weights, at the core of the PROAFTN classification process. This learning methodology …

Reviewing Crowdsourcing And Community Engagement In Museums, Paul Longley Arthur, Lydia Hearn, Isabel Smith

Research outputs 2022 to 2026

Over the past two decades, museums have increasingly experimented with digital technologies to connect with broader contemporary culture. This review article investigates the role crowdsourcing can play in transforming museums into more engaged environments, raising visibility and inclusivity, and involving diverse voices and populations in knowledge-creation processes. Its contribution is to provide an overview of the history, definitions and concepts of crowdsourcing, and examples of crowdsourcing policies and practices that have been adopted by museums. Participation in crowdsourcing has been influenced by gender, education, and socio-economic and cultural background. In the past, historical structures and traditions and infrastructural complexities have …

Xenobot-Inspired Diatom Analogues For Synthetic Kinematic Renewal Of Regenerative Nanobot Payloads, Suma Mallapragada, Vaishnavi Sankepally, Anishkumar Manoharan, Muhamed Fazl, Cherukuri Dhawal, Shreya Abhijit Patki, Kethavarapu Uma Eswar Datta Sai

Defensive Publications Series

A system and method are presented for a time-bounded, non-genetic regeneration framework in which synthetic, diatom-shaped functional organelles are continuously produced, deployed, and exhausted within a confined system. The approach relies on geometry-driven kinematic assembly, droplet and gel physics, and swarm-level population homeostasis rather than cellular replication or organism growth. A critical design invariant enforces the release of exactly two functional organelles per release event, ensuring bounded output, predictable dynamics, and safety. The disclosure provides laboratory-recognizable implementation pathways suitable for materials science, soft-matter physics, and bioengineering groups and is released for public use to establish prior art.

Teachers’ Experiences With The Use Of Read-Alouds For Fourth- And Fifth-Grade Students, Shervita Bryant

Walden Dissertations and Doctoral Studies

The research problem addressed in this basic qualitative study was the inconsistent use and implementation of teacher read-alouds among fourth- and fifth-grade teachers in an urban district. Guided by Clark and Peterson’s cognitive process teacher model, Rumelhart’s schema theory, and Gough and Tunmer’s simple view of reading, the purpose of this project study was to explore teachers’ experiences and perceptions regarding their use of read-alouds as part of their regular reading instruction. Two research questions were developed to explore teachers’ experiences of the support received for using the read-aloud. Semistructured interviews were conducted with 10 fourth- and fifth-grade teachers. Data …

Perceptions Of Juvenile Justice Professionals Regarding The Effectiveness Of Juvenile Reentry Programs And Recidivism In The Southwest Region, Lei Anne Johnson

Walden Dissertations and Doctoral Studies

Juvenile recidivism persists in the U.S. justice system, highlighting the need for effective reentry programs. However, limited research exists on juvenile justice professionals’ perceptions of program success. The purpose of this qualitative study was to explore these professionals’ perceptions regarding the effectiveness of juvenile reentry programs in reducing recidivism. Guided by Bandura’s social learning theory, the study examined how observation and modeling influence youth behavior during reentry. The research questions focused on professionals’ perceptions of program effectiveness and how these perceptions impact recidivism reduction efforts. A qualitative phenomenological design involved semi-structured interviews with 13 juvenile justice professionals in the southwest …

The Black Mother-Daughter Developmental Model: A Life Course Framework For Understanding Matrescence, Identity, And Attachment In Black Family Systems, Brianna A. Baker

Publications and Research

This study introduces the Black Mother-Daughter Developmental Model (BMDDM), a life course framework that theorizes the evolving relational, psychological, and cultural dynamics of Black mother-daughter relationships across generations. Using a constructivist grounded theory approach, in-depth qualitative interviews were conducted with 18 Black women aged 18 to 65 and analyzed to examine patterns of attachment, identity development, rupture, and relational repair over time. Findings yielded a five-stage developmental model: (1) Black Matrescence and Prenatal Conditions, (2) Initial Attachment, (3) Separation and Detachment, (4) Negotiation and Reattachment, and (5) Matrescence Redux and Grandmatrescence. Across stages, participants described how gendered racial socialization, maternal …

A Case Report Of Olfactory Reference Disorder With Childhood Trauma: Aetiological And Neurobiological Insights, Davut Ocak, Bengu Yucens

Sultan Qaboos University Medical Journal

We report a 22-year-old male, who presented in 2020 to a clinic in Kahramanmaraş, Turkey, with a 5-year history of a fixed preoccupation with the belief of emitting a ‘plastic smell’ from his anal region. This case illustrates a clinically significant link with a history of childhood sexual abuse. The patient was diagnosed with olfactory reference disorder (ORD) with poor insight and comorbid depressive disorder, based on ICD-11 and DSM-5-TR criteria. Extensive medical workups ruled out organic causes. He responded well to a combination therapy of sertraline and aripiprazole, showing significant symptom reduction. This case supports a diathesis-stress model where …

System And Method For Autonomous Cross-Domain Collaborative Artificial Intelligence–Driven Discovery And Innovation, Chiranthan N

Defensive Publications Series

The presented proposal discloses a system and method for autonomous, collaborative artificial intelligence–driven discovery and innovation. The techniques presented herein enables structured interaction among multiple specialized AI software agents, each possessing domain-specific expertise, to perform real-time cross-domain reasoning without continuous human intervention. An interaction controller governs communication, reasoning exchange, and collaboration rules among the agents, while an evaluation module assesses novelty, feasibility, and domain validity of generated outputs. Through iterative feedback and refinement, the proposed system synthesizes knowledge across disciplines to generate robust, non-obvious solutions and inventive outcomes. The proposed architecture overcomes limitations of conventional single-domain and task-parallel AI systems …

Emergent Bias And Fairness In Multi-Agent Decision Systems, Maeve Una Madigan, Stuart Burrell, Kamalaruban Parameswaran, Glenn Moynihan, David Sutton

Defensive Publications Series

The present subject matter relates to a systematic study of emergent bias and fairness dynamics in multi-agent LLMdecision making. In particular, the present disclosure compares single-agent performance with memory-based and collective refinement multi-agent discussion paradigms across a suite of group fairness metrics on tabular datasets with sensitive attributes. Across settings, fairness changes from multi-agent collaboration relative to single-agent baselines are typically concentrated around small negative values or near zero, indicating that bias is most often only marginally reduced or remains unchanged, while a thin but long positive tail shows rare cases where multi-agent interaction can substantially worsen bias. These findings …

2026 Revised Draft Final Bpsou Backfill And Cover Material Quality Assurance Project Plan (Qapp), Pioneer Technical Services, Inc.

Silver Bow Creek/Butte Area Superfund Site

No abstract provided.

Conclusions Are Not Supported By The Published Statistical Analysis Comment On López-Toledo Et Al Flaxseed Improves Glucose And Lipid Metabolism In Mexican Subjects With Type 2 Diabetes: A Parallel Randomized Clinical Trial, Robert W Spitz, Deependra K Thapa, Thirupathi Reddy Mokalla, Wasiuddin Najam, Andrew W Brown, David B Allison

Children’s Nutrition Research Center Staff Publications

López-Toledo et al [...].

Ga2o3 Tcad Mobility Parameter Calibration Using Simulation Augmented Machine Learning With Physics-Informed Neural Network, Edric Khai Jieh Ong, Le Minh Long Nguyen, Matthew Eng, Yuhao Zhang, Hiu Yung Wong

Faculty Research, Scholarly, and Creative Activity

In this article, we demonstrate the feasibility of performing automatic technology computer-aideddesign (TCAD) parameter calibration and extraction using machine learning (ML), with the machine trained solely by TCAD-simulation data. The methodology is validated using experimental data. Schottky barrier diodes (SBDs) with different effective anode workfunctions (WF) are fabricated with emerging ultrawide bandgap material, Gallium Oxide (Ga2O3), and are measured at various temperatures (T). Their current-voltage (I–V) curves are used for automatic Ga2O3 Philips unified mobility (PhuMob) model parameters calibration. Five critical PhuMob parameters (µmax, µmin, Nref, α, and θ) were calibrated. The machine consists of an autoencoder (AE) and a …

Does Adding An Interbody Cage In L4–L5 Posterolateral Fusion For Degenerative Spondylolisthesis And Stenosis Improve Clinical Outcome?, Enrico Aimar, Lucrezia Di Stefano, Federico Longhitano, Alberto Bona, Marco Meloni, Tommaso Alfiero, Federica Valente, Roberta Bonomo, Giulio Bonomo, Flavio Tancioni, Guglielmo Iess

Department of Neurosurgery Faculty Papers

INTRODUCTION: As the population ages, L4-L5 degenerative spondylolisthesis is increasingly common. Posterolateral fusion was long standard; interbody cages are widely used for perceived higher fusion rates.

RESEARCH QUESTION: Does adding an interbody cage to posterolateral fusion improve outcomes or reduce complications in elderly patients with grade I spondylolisthesis and severe stenosis?

MATERIALS AND METHODS: We retrospectively studied 319 adults aged 60-85 who underwent single-level L4-L5 fusion (2011-2018) after failed conservative care. Patients received posterior lumbar fusion (PLIF, n = 155) or posterolateral lumbar fusion (PLF, n = 164). Primary outcomes were Oswestry Disability Index (ODI) change and complications over a …

Wedges: A Microeconomic Perspective On Misallocation, Lauren Falcao Bergquist, Daniel Lashkari, Eric Verhoogen

Cowles Foundation Discussion Papers

This chapter, prepared for the Handbook of Development Economics (Vol. 6), reviews recent microeconomic evidence on the causes of resource misallocation in developing countries. It distinguishes between “technological” and “distortionary” wedges, develops a unified theoretical framework linking market power, taxes, financial frictions, and firm dynamics, and summarizes empirical findings from the “direct approach” to misallocation. The authors emphasize how wedges vary by firm size and discuss policy implications for improving allocative efficiency.

System And Method For Autonomous Cross-Domain Collaborative Artificial Intelligence–Driven Discovery And Innovation, Chiranthan N

Defensive Publications Series

The presented proposal discloses a system and method for autonomous, collaborative artificial intelligence–driven discovery and innovation. The techniques presented herein enables structured interaction among multiple specialized AI software agents, each possessing domain-specific expertise, to perform real-time cross-domain reasoning without continuous human intervention. An interaction controller governs communication, reasoning exchange, and collaboration rules among the agents, while an evaluation module assesses novelty, feasibility, and domain validity of generated outputs. Through iterative feedback and refinement, the proposed system synthesizes knowledge across disciplines to generate robust, non-obvious solutions and inventive outcomes. The proposed architecture overcomes limitations of conventional single-domain and task-parallel AI systems …

Technical-Industrial Feasibility Report — Hci-V1 System (Ionospheric Coherence Harmonizer), Xavier Pillet

Defensive Publications Series

This document, produced with the assistance of GPT-5.2 Thinking and Gemini 3 Reasoning, is released under the Apache License 2.0. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes : EPC Art. 54(2) (European Patent Convention), French IPC Art. L 611-11 (French Intellectual Property Code), 35 U.S.C. §102(a) (United States Patent Act), Chinese Patent Law Art. 22(5) (中华人民共和国专利法), and Japanese Patent Act Art. 29(1) (特許法). It discloses 170 enabling technical contributions (systems, methods, devices, materials, QA, cybersecurity, data products, operational protocols, and business-grade mechanisms) to improve GNSS/GPS and …

Systemic Transition Blueprint: From Entropic Fission To Syntropic Fusion (2026–2050), Xavier Pillet

Defensive Publications Series

This document, produced with the assistance of ChatGPT 5.2 Thinking and Gemini 3 Raisonnement, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes : EPC Art. 54(2) (European Patent Convention), French PC Art. L 611-11 (French Intellectual Property Code), 35 U.S.C. §102(a) (United States Patent Act), Chinese Patent Law Art. 22(5)(中华人民共和国专利法), and Japanese Patent Act Art. 29(1)(特許法). It provides an enabling technical disclosure (hardware, software, protocols, QA/metrology, cybersecurity, supply chain) for a 2026–2050 blueprint comparing (A) a 100% renewables-plus-storage pathway and …

Scriptor Latinus Morigeris -- Some Aspects Of Gower’S Latin Usage, Mark T. Riley

Accessus

This paper describes the distinctive characteristics of John Gower’s Latin as illustrated primarily by his Vox Clamantis, although his shorter Latin works are occasionally mentioned. Topics include Gower’s Latin education, his extensive Latin vocabulary and mythological references, the paragraphing of his poem, his procedures for using or adapting quotations, as well as his characteristic wordplay and punning. Further topics cover Gower’s medieval use of various verbs, pronouns, and conjunctions, with the accompanying grammatical structures, some of which may present difficulties for the translator. Also included is a section on the meter of the Vox Clamantis, with some notes on …

Peeling The Onion: A Study Of Audience Reactions To Anti-Classism Satire, Charisse L’Pree Corsbie-Massay, Martina Santia, Luvell Anderson

Department of Political Science and Law Faculty Scholarship and Creative Works

The topics of socioeconomic status, class, and income inequality are integral to human rights. However, media misrepresentation of socioeconomic class and the pervasive national narrative of social mobility inhibit audiences’ ability to understand and mobilize around these issues. Satire can disrupt this cycle by effectively exposing the inconsistencies of class inequality and the flaws of the “American Dream.” Thus, we examine the potential of satire to challenge prevailing attitudes toward class inequality and bolster anti-classism confidence through an online study featuring written satirical articles from The Onion categorized based on style (aggressive vs. benign) and target (individual vs. institutional). Overall, …

The Mission And Ministry Of The East Asian Pastoral Institute For The Local Churches In Asia And Oceania, Paul B. Steffen, Svd

Asia Pacific Mission Studies

The EAPI is a typical international, interregional pastoral institute. It trains primarily multipliers in the ecclesial-pastoral ministry for the Asia-Pacific region. In 1986/87, 20 years after the first course, the institute had 14 resident members in the teaching staff. The novelty of the Pastoral Institute has been able to consolidate itself in this region and meet the existing needs. The EAPI is today a centre for the ecclesial-pastoral renewal of the Asian-Pacific local churches and it also contributes to the exchange of pastoral experiences with other local churches.

The Phyrfly Opus: A Unified Standard For Spectrally Isolated Coordination, Neural Hierarchies, And Distributed Proprioception, Steven Kirkland

Defensive Publications Series

This monograph establishes 259 prior art claims for a decentralized, connectionless timing and positioning architecture (TARDIS). It formalizes the PHYRFLY nomenclature to distinguish low-level, hardware-scheduled Physical-Layer synchronization primitives from higher-level application orchestration.

The core novelty centers on a Spectral Isolation Model, which maps transport-agnostic architecture to biological firefly wavelength differentiation; this enables swarm-level isolation through physics (e.g., 802.11 vs. 802.15.4) rather than protocol-layer logic, ensuring that independent swarms occupying the same physical space are "blind" to one another at the RF front-end.

Key technical advancements established as prior art include:

• The Neural Hierarchy (Neuron → Ganglion → Plexus → …

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Peeling The Onion: A Study Of Audience Reactions To Anti-Classism Satire, Charisse Corsbie-Massay, Martina Santia, Luvell Anderson

Media Studies - All Scholarship

No abstract provided.

Adaptive On-Device Quantization Controller For Dynamic Workloads, Sergiu Calmîc

Defensive Publications Series

An adaptive framework for edge devices is proposed herein that dynamically adjusts neural network precision (quantization) in real-time using live device telemetry. The framework ensures consistent accuracy, optimizes energy and thermal use, and seamlessly updates quantization, per layer, during inference with no downtime.

Finite Element Analysis Of Tire–Pavement Interaction Effects On Noise Reduction In Porous Asphalt Pavements, Miao Yu, Geyun Lv, Anqi Li, Jing Yang, Zhexi Zhang, Dongzhao Jin, Rong Zhang, Jiqing Li

Michigan Tech Publications

This study investigated the noise reduction performance of porous asphalt concrete (PAC) pavement under tire–pavement coupling conditions, addressing the limitations of field measurements and laboratory testing. First, tire excitation amplitude parameters were determined based on vibrational contact operational scenarios. Then, finite element simulations were conducted to systematically analyzing the tire–pavement coupling noise characteristics of PAC pavement. The results indicate that PAC pavement effectively reduces the air pumping noise due to its highly porous internal structure, leading to significant noise attenuation. Furthermore, the study examined the key factors influencing the tire–pavement coupling noise in PAC pavement. When maintaining constant vehicle parameters …

Table Of Contents, Georgia State University College Of Law

Georgia State University Law Review

No abstract provided.

Engaging Polarized Publics In Corporate Social Advocacy, Joon Soo Lim

Media Studies - All Scholarship

No abstract provided.

Peace, Hope, And The Order Of Love: An Augustinian Perspective On Political Life, La Thi Thu Trang

Loyola Papers

This article examines the relevance of the political thought of Augustine of Hippo for contemporary social and political challenges. Focusing on Augustine’s concepts of peace, hope, and ordo amoris (the order of love), the study proposes a theological framework for responsible political engagement within the limitations of the earthly city. Engaging the interpretation of Michael Lamb, the paper highlights the dynamic relationship between hope and charity as guiding virtues that sustain civic responsibility while avoiding both despair and naïve optimism in political life.

A Critical Analysis Of The Protestant Principle Of Sola Scriptura In Light Of Catholic Arguments On The Temporal Precedence Of Tradition And The Formal Insufficiency Of Scripture, Salvador G. Agualada Jr.

Loyola Papers

This paper critiques the Protestant doctrine of Sola Scriptura from a Catholic theological perspective. It argues that Christian Tradition historically precedes Scripture and that, while Scripture is materially sufficient for revelation, it is formally insufficient apart from the living Tradition of the Church. The study further develops the Catholic position through the thought of the French Dominican theologian Yves Congar, particularly his notion of “the whole genius of tradition.” Drawing on the teaching of Dei Verbum of the Second Vatican Council, the paper emphasizes the intrinsic and inseparable relationship among Scripture, Tradition, and Magisterium.

The Human Person As Relatio In Joseph Ratzinger’S Logos-Dialogos Theology, Junmar Cris N. Caputolan

Loyola Papers

This article examines the concept of the human person as relatio in the theology of Joseph Ratzinger. Marking the twentieth anniversary of Ratzinger’s election as pope, the paper situates his Logos-Dialogos theology at the intersection of Christology and theological anthropology. It traces the development of personhood from Augustine of Hippo and Boethius to Richard of St. Victor, culminating in Ratzinger’s relational vision of the human person. The study highlights how faith, reason, and love converge in a dialogical understanding of personhood oriented toward communion with God and others.

The Experience Of Women’S Dignity In The Angolan Synodal Church: A Pastoral Critical Re-Reading Of Mulieris Dignitatem From Angolan Cosmology, José Abílio Praia

Loyola Papers

This article critically reexamines Mulieris Dignitatem within the context of Angolan cultural cosmology. The study highlights the tension between the symbolic reverence for women and their social marginalization in Angola. Employing feminist and pastoral perspectives, it explores how indigenous relational and life-giving concepts of womanhood can enrich theological reflection. By engaging African and Asian feminist insights, the paper proposes a synodal ecclesiology grounded in lived experience, co-responsibility, and structural transformation, emphasizing women’s dignity as integral to the Church’s identity and mission.