Digital Commons Network^™

From Recommender To Actor: The Normative Boundary When Rag Tools Become Tool-Calling Agents, Md Tahmid Rashid

Faculty Publications - Information Technology

Retrieval-Augmented Generation (RAG) systems increasingly operate not only as tools for retrieving and synthesizing information, but also as agents that can invoke external functions, modify digital environments, and execute tasks across software systems. This development raises a specific normative problem: the point at which a model’s output ceases to be merely informational and becomes an executable intervention in the world. Building on existing work in Responsible AI, accountability, and human oversight, this paper argues that tool-calling architectures place particular pressure on these frameworks because they can fuse retrieval, reasoning, and action within a single operational pipeline. To clarify this transition, …

Watch Your Step, Mind The Crowd: Socially Compliant Navigation In Unstructured Environments, Jack Vice

Graduate Studies Theses and Dissertations 2026

Autonomous mobile robots increasingly operate in complex real-world environments characterized by uneven terrain, dynamic obstacles, and human presence. This dissertation addresses the fundamental challenge of developing adaptive navigation strategies that enable robots to safely and effectively traverse unstructured outdoor environments including construction sites, agricultural fields, and disaster areas while maintaining social compliance around people. We advance this capability through five complementary contributions that collectively target dynamic, unstructured, human-occupied environments. First, we demonstrate evolutionary optimization of legged mobility for uneven terrain. Second, we propose using a spatiotemporal autoencoder to learn the temporal dynamics of moving people and objects. Third, we introduce …

Annual Security Report For Calendar Year 2025, Illinois State University Police Department

Clery Act Annual Security Report

Illinois State University Police Department Annual Security Report

Ftc Titans #17576 2026 Engineering Portfolio, Andrew Sun '27, Ian Wang '27, Noah David '26, Aparna Sadhanagiri '26, Adam Park '28, Ajay Srinivasan '28

Distinguished Student Work

FTC Robotics is a program for students to engage with designing, assembling, and driving an 18x18x18' robot to compete in local, regional, and state competitions. During the 25/26 season, we reached over 150k+ individuals, connected with 36 STEM professionals, helped mentor 11 robotics teams, and curated an Instagram page with over 360k+ views. The team was the Reach award winner at the regional level and was first pick on the Winning Alliance. Then, at the Illinois State Championship, we were 3rd place in qualification matches and reached Semifinalist in the elimination rounds. The 25/26 season, in terms of overall OPR …

Holistic Review In Graduate Admissions: Admissions Professionals’ Evaluation Of Non-Cognitive Traits, Joshua L. Olson

Graduate Studies Theses and Dissertations 2026

This basic qualitative study examines how graduate admissions professionals conceptualize, operationalize, and interpret holistic review within graduate admissions processes. Guided by Social Cognitive Theory and Expectancy-Value Theory, the study explores how non-cognitive traits such as motivation, resilience, self-efficacy, and professionalism are evaluated alongside traditional academic indicators in admissions decision-making. Using semi-structured interviews with graduate admissions professionals directly involved in admissions decisions, the study identifies how holistic review is defined and implemented across institutional contexts, which non-cognitive traits are most valued, and the tools and procedures used to assess applicant potential beyond academic metrics. Findings suggest that, for participants in this …

Predicting Anomalies, Boone Bowles, Adam V. Reed, Matthew C. Ringgenberg

Faculty Publications

We show that stock returns exhibit predictable patterns before the publication of anomaly trading signals. Moreover, anomaly trading signals derived from financial data are themselves predictable, making it possible to trade before financial statements are released. A trading strategy based on predicted anomaly signals earns an annualized return of 2.80% in the quarter before the signal is released. In recent periods, this return predictability is concentrated in signals that are harder to forecast, and returns are increasingly earned several quarters before signals are released. Our findings suggest anomalies are more anomalous than previously recognized.

All-Inside Arthroscopic Technique For Repairing Radial Meniscus Tears At The Anterior Horn-Body Junction, Brandon Omari Boyd, Robert M. Walker, Harrison A. Volaski, Ferdinand J. Chan

Department of Medicine Faculty Publications

Radial meniscus tears are a common tear pattern that, if left untreated, can ultimately lead to accelerated degenerative changes and disability. There is well-established evidence that supports meniscal preservation in patients with radial meniscus tears. Various surgical techniques are used to repair radial tears, including inside-out, outside-in, and all-inside methods. Self-retrieving all-inside devices are a safe option when repairing radial tears. However, radial tears at the junction of the anterior horn and body present a unique surgical challenge, as surgeons may have difficulty maneuvering the jaws of the self-retrieving suture device around the anterior limb of the meniscal tear. We …

Restoring The People-Powered Energiewende, Carol Hager

Environmental Studies Research and Scholarship

Germany was an early leader in the energy transition. In contrast to the country’s general top-down policymaking style, the Energiewende proceeded from the bottom up, through the activism of small innovators and local communities. The 2000 Renewable Energy Sources Act supported the local transition primarily through feed-in tariffs. The locally based Energiewende yielded diverse benefits, including climate resilience, economic vitality, and community efficacy. Technological challenges, however, combined with pressure from incumbent utilities, led the German government to shift back toward a more centralized model. As community ownership stalled, local opposition to facilities imposed from outside grew, slowing the transition and …

Making The Case For Open Dental Education, Casey D. Wright, Pamela P. Smalley, Fanny Eliza Bondah, Jennifer L. Lehto, Tonia Morley, Danelle Orange, Elisabeta Karl, Royce Kimmons

Library Faculty Research and Publications

Dental education as a field and dentistry as a profession are facing significant challenges, including workforce shortages, ever-rising costs, unmet student and community needs, as well as quality of pedagogical practices. Open educational resources are learning objects that are freely accessible and are able to be retained, reused, revised, remixed, and redistributed under the philosophy of more openness and sharing. While some efforts are being made to address the aforementioned concerns, the prospects of more readily welcoming and adopting open education have not been discussed as a potential means of alleviating these barriers. Here, we expound on some of the …

Meiji Rhythm: Auditory Effects And Tradition Vs. Modernity In Late Nineteenth Century Verse, Roger K. Thomas

Faculty Publications – Languages, Literatures, and Cultures

This study, which grew out of a 2009 presentation at the Midwest Conference on Asian Affairs, examines possible alignments between choices of lineation in Japanese poetry of the Meiji period (1868-1912) and various political and social ideologies of the time. It argues that the choice of arrangements of lines into patterns of either 5-7 or 7-5 morae typically associated the former with advocacy of adaptation of the classical chōka  genre while the latter tended to be associated with more "progressive" values and was employed in shintaishi and songs that drew stylistic inspiration from the  imayō genre.

Affirmatively Misled: The Commutation Instruction That Distorted Louisiana’S Death Penalty, G. Ben Cohen

Akron Law Faculty Publications

In 1997, Louisiana voters amended the state constitution to mandate that capital juries be instructed on the governor’s power to commute life and death sentences. This amendment, urged by the Louisiana District Attorneys Association, followed a Louisiana Supreme Court ruling that found an earlier clemency instruction violated the state constitution.     The instruction was fundamentally false. Louisiana governors, it turns out, lacked the unilateral authority to commute sentences; such actions require a favorable vote from the Parole Board. This reality became starkly clear in 2023, when the clemency petitions of fifty-six condemned prisoners—many sentenced by juries affirmatively given this instruction—were terminated …

Cesarean Section Rates In Lucas Do Rio Verde, Brazil: Assessing The Impact Of Socioeconomic Status And Maternal And Neonatal Outcomes, Ramya Vemulapalli, Roni Arienti, Linder Wendt, Jay Brooks Jackson, Mary B Rysavy, Kimberly A Kenne

Faculty, Staff and Student Publications

Background

Brazil is globally known for its high rate of cesarean section despite endorsing the WHO’s current recommendation of 15%.

Objectives

Determine if socioeconomic status correlated with the rate of cesarean section (CS) at a mixed private and public hospital in the west-central region of Brazil. Describe the maternal and neonatal outcomes by mode of delivery (MOD) in the same population.

Design

Cohort study

Methods

Data from all delivering patients at São Lucas Hospital were collected during an 18-month period and analyzed. Demographics, baseline maternal health status, pregnancy and delivery information, maternal outcomes, and neonatal outcomes were entered into a …

Congenital Syphilis: From Near-Elimination To Crisis, Chad J Abresch, Irene A Stafford, Regan M Johnson, Kayode Olabanji, Ashleigh M Sutphen, Helen E Cejtin, Ashley Hoover

Faculty, Staff and Student Publications

This analytic essay examines the transformation of congenital syphilis (CS) in the United States from near-elimination to crisis. Drawing from the January 2025 Congenital Syphilis Summit in Atlanta, Georgia-convening public health leaders, Tribal health departments, the National Coalition of STD Directors, and Centers for Disease Control and Prevention experts-we contrast prevention systems during near-elimination (1998-2005) with the current crisis (2018-2025). Evidence revealed how dismantling public health infrastructure produced dramatically different outcomes, with CS cases increasing 937% over the past decade and racial/ethnic disparities worsening. American Indian/Alaska Native communities face rates up to 100 times higher than White populations in some …

Glaucoma Risk With Metformin And Sulfonylurea Therapies In Type 2 Diabetes: A Retrospective Cohort Study., Jared Lim, Jingru Zhou, Hulin Wu, Ziqi Liu, David A Lee

Faculty, Staff and Student Publications

Background: Research on metformin, sulfonylureas, and open-angle glaucoma risk in type 2 diabetes mellitus (T2DM) has yielded inconsistent findings. This study examined associations between hypoglycemic treatments and glaucoma diagnosis rates.

Methods: This retrospective cohort study analyzed electronic health records of newly diagnosed T2DM patients from the Merative™ Explorys® Therapeutic Dataset (2010-2022), comparing three groups: metformin monotherapy, sulfonylureas plus metformin combination, and untreated controls. Propensity score matching balanced demographics, glycemic control, body mass index, blood pressure, lipid levels, and comorbidities. Cox proportional hazards models calculated adjusted hazard ratios for incident glaucoma.

Results: After 1:1 propensity score matching, metformin monotherapy (N=100,387) showed …

Personalized Management Of Chronic Rhinosinusitis In The Context Of Immune Deficiency, Christopher M Bell, Amber U Luong, Chadi A Makary

Faculty, Staff and Student Publications

Primary and secondary immunodeficiency as a cause of recalcitrant or difficult to treat chronic rhinosinusitis (CRS) and recurrent acute rhinosinusitis (RARS) are under-appreciated etiologies. Patients with persistent symptoms, frequent exacerbations despite appropriate medical therapy, or other sinopulmonary conditions known to be related to an immunodeficient state warrant further testing for immunodeficiency, as up to 20% of this cohort of patients may have underlying immunodeficiency. Testing for immunodeficiency includes CBC with differential, immunoglobulin levels, and pneumococcal vaccine titres before and after administration. Regarding secondary immunodeficiency, these patients may present with atypical symptoms, harbor atypical bacteria, or even present with severe complications …

Circulating Biomarkers In Subjects With Progressive Pulmonary Fibrosis: Data From The Inbuild Trial, Toby M Maher, R Gisli Jenkins, Francesco Bonella, Shervin Assassi, Claudia Diefenbach, Carina Ittrich, Klaus B Rohr, Martin Kolb

Faculty, Staff and Student Publications

Background: We investigated the prognostic potential of circulating biomarkers at baseline and the effects of nintedanib on changes in these biomarkers in subjects with progressive pulmonary fibrosis (PPF).

Methods: In the INBUILD trial, subjects with PPF received nintedanib (n=332) or placebo (n=331). Associations between biomarker levels at baseline and the rate of forced vital capacity (FVC) decline (mL·year-1) over 52 weeks, time to interstitial lung disease (ILD) progression (absolute decline in FVC % predicted ≥10%) or death over 52 weeks, time to first acute exacerbation or death over the whole trial, and time to death over the whole trial were …

Erratum: Assessment Of Skin Fibrosis In A Murine Model Of Systemic Sclerosis With Multifunctional Optical Coherence Tomography (Erratum), Harshdeep Singh Chawla, Yanping Chen, Minghua Wu, Pavel Nikitin, Jessica Gutierrez, Chandra Mohan, Manmohan Singh, Salavat R Aglyamov, Shervin Assassi, Kirill V Larin

Faculty, Staff and Student Publications

This corrects the article "Assessment of skin fibrosis in a murine model of systemic sclerosis with multifunctional optical coherence tomography" in volume 30(3), 036007.

“Do Everything” Versus Realistic Surgical Interventions: Navigating The Road To Shared Decision-Making In Trauma Surgery, Victoria E Wagner, Ashna S Karpe, Martin L Blakely, Lillian S Kao, Thaddeus J Puzio

Faculty, Staff and Student Publications

"DO EVERYTHING!!" How many times have you heard that phrase from a distressed family member? We routinely receive this desperate plea, and our knee-jerk reaction is to press on, push harder, be more aggressive. We, as acute care surgeons, have spent our lives learning a craft geared towards "doing everything" to heal patients so this response comes naturally. However, how do we respond to "do everything" when the probability of a meaningful recovery is extremely low or non-existent? These situations create moral tension for surgeons who must reconcile the desire to preserve life with the obligation to avoid harm, respect …

Exploring The Las-Vict Principle Of Cryptocurrency Exchanges: A Belief–Action–Outcome Perspective, Cheuk Hang Au, Kevin K.W. Ho, Po Hsu Shieh, Kris M.Y. Law

Research outputs 2022 to 2026

Purpose – Cryptocurrency exchanges operate in a hyper-volatile, “wild west” environment, fundamentally challenging existing theories of FinTech success that were built for stable markets. The literature lacks a framework to explain how firms thrive amidst such extreme regulatory ambiguity and institutional distrust. This study resolves this theoretical puzzle by developing a new principle for success in nascent, high-stakes digital ecosystems. Design/methodology/approach – We conduct a multiple-case study of 14 leading cryptocurrency exchanges. Using the belief–action–outcome (BAO) logic as an analytical guide, we deconstruct the strategic actions that separate successful exchanges from failures, synthesising them into a new, empirically grounded framework. …

Optimizing Subgroup Selection In Petrochemical Industries: A Robust Data Envelopment Analysis Approach For Uncertainty Management, Sadegh Niroomand, Hilda Saleh, Morteza Shafiee, Dragan Pamucar, Ali Mahmoodirad

Research outputs 2022 to 2026

This study addresses the critical challenge faced by organizations in selecting an optimal subgroup of decision-making units (DMUs). Such a selection procedure can significantly influence efficiency, profitability, and strategic development. Recognizing the limitations of existing methods in handling inexact data and incorporating managerial preferences, this study proposes a novel framework that integrates data envelopment analysis (DEA) with binary linear programming models. The model applies belief-degree–based representations of uncertainty to capture imprecise inputs and outputs. For this model, two solution approaches—namely, chance-constrained programming and expected value approaches—were developed. These approaches are suitable for real-world applications using standard optimization software. The effectiveness …

Pharmacist-Led Educational Intervention To Improve Knowledge, Medication Adherence, And Asthma Control Among Asthma Patients At Ayder Comprehensive Specialized Hospital: A Protocol For Randomized Controlled Trial, Mekuriaw Dereje Tekele, Goitom Belay Kassa, Yainu Welegerima Welekidane, Derbew Fikadu Berhe, Abadi Kahsu Gebre, Afewerki Gebremeskel Tsadik

Research outputs 2022 to 2026

Objective: To evaluate the effect of a pharmacist-led educational intervention on medication knowledge, adherence, and asthma control among adult asthma patients at Ayder Comprehensive Specialized Hospital, Ethiopia.

Methods: A single-blind, parallel-group randomized controlled trial will be conducted. All eligible adult asthma patients on active follow-up at the chest clinic of Ayder Comprehensive Specialized Hospital will be included. Participants will be randomly assigned via a computer-generated sequence to an intervention group (structured pharmacist-led education using teach-back, illustrated pamphlets, a follow-up phone call and SMS) or a control group (routine care). Outcome assessors will be blinded to group allocation. Outcomes will be …

Rrto: A High-Performance Transparent Offloading System For Model Inference In Mobile Edge Computing, Zekai Sun, Xiuxian Guan, Zheng Lin, Yuhao Qing, Haoze Song, Zihan Fang, Zhe Chen, Fangming Liu, Heming Cui, Wei Ni, Jun Luo

Research outputs 2022 to 2026

Deploying Machine Learning (ML) applications on resource-constrained mobile devices remains challenging due to limited computational resources and poor platform compatibility. While Mobile Edge Computing (MEC) offers an offloading-based inference paradigm using GPU servers, existing approaches can be divided into non-transparent and transparent methods, with the former necessitating source-code modifications. Non-transparent offloading achieves high performance but requires intrusive code changes, limiting compatibility with diverse applications. Transparent offloading, in contrast, offers wide compatibility but introduces two challenges: performance degradation under MEC's low and fluctuating bandwidth, where per-operator remote procedure calls (RPCs) inflate end-to-end latency and energy consumption; and black-box logic reconstruction, which …

State Responsibility For Violations Of International Humanitarian Law And Human Rights Law By Private Security Companies In Africa: The Case Of The Wagner Group And Africa Corps, Shannon Joy Bosch, Matthew Kimble

Research outputs 2022 to 2026

The outsourcing of traditionally military functions in Africa to private military companies (PMCs) such as the Wagner Group and the Africa Corps has been accompanied by violations of international humanitarian law and international human rights law. According to the International Law Commission's Articles on Responsibility of States for Internationally Wrongful Acts, state responsibility for these violations can be imputed to the states that employ PMCs to function as their agents, to exercise government authority or to act in the vacuum left by official authorities. States that do not intervene to prevent these abuses fail their obligations of due diligence through …

Addressing Professional Tensions Through Intellectual Candour And Stewardship, Thoughtful Dialoguing As A Duoethnographic Collaborative Exploration, Sarah Barradell, Narelle Lemon

Research outputs 2022 to 2026

Using duoethnography, we explore our experiences of physiotherapy practice and education and argue that the profession’s desire for credibility is at the expense of vulnerability, risk and intellectual candour–of imagining the profession and education of its graduates differently. We identified key themes around: alignment/misalignment, reflection/reflexivity and professional scope. This methodology models risk and questioning through the juxtaposition of different perspectives. Through our contrasting narratives, we remain open to new forms of learning, modelling what intellectual candour demands from us: facing the problems of the past so that we might learn from our history and change our future. This can be …

Effect Of Caffeine Ingestion On Cycling Performance: A Systematic Review And Meta-Analysis, Jinyan Wu, Kai Xu, Mingyue Yin, Xianming Ding, Tong Wang, Qiubo Zhang, Xiaowei Wu, Ningkun Xiao

Research outputs 2022 to 2026

This study aimed to determine the effects of acute caffeine ingestion on cycling performance through a systematic review and meta-analysis, while also exploring the moderating roles of caffeine dosage, training status, and athlete age. A comprehensive search was conducted across five databases, yielding 20 eligible studies with a total of 226 participants. A three-level mixed-effects model was applied to pool main effects on cycling time trial performance, mean power output, mean heart rate, and ratings of perceived exertion (RPE). Subgroup analyses and meta-regression were performed to examine potential moderators. Caffeine intake significantly reduced cycling completion time (SMD = −0.36, 95% …

Creatine Monohydrate For Lean Mass, Strength, And Bone Density In Postmenopausal Women: A Systematic Review And Meta-Analysis, Siavash Naddafha, Jose Antonio, Richard B. Kreider, Jeffrey R. Stout

Research outputs 2022 to 2026

Background: Menopause is accompanied by accelerated losses in muscle mass and strength and declining bone density. Whether creatine monohydrate benefits postmenopausal women are uncertain. Methods: We systematically reviewed randomized, placebo-controlled trials examining creatine supplementation, with or without resistance training (RT), in postmenopausal women. MEDLINE, Embase, Scopus, Web of Science, SPORTDiscus, and Cochrane CENTRAL were searched from 2000 to August 2025, supplemented by trial registries and reference-list screening. Eligible studies included postmenopausal women aged ≥40–45 years, intervention durations ≥6 weeks for primary analyses, and outcomes including DXA-derived lean mass, one-repetition maximum (1RM) strength, bone mineral density, physical function, and safety. Dual …

Shedding Light On Cellular Glycolysis Pathway Kinetics: Combining Kinetic, Mechanistic Modelling Approaches With Label Free Microspectroscopic Imaging. (Spectralomics), Nitin Patil

Doctoral

Cellular metabolism and its intricate biochemical mechanisms which allow the conversion of nutrients into energy to sustain life are well understood, leading to numerous breakthroughs in science and technology, human health and wellbeing. From an industrial perspective the pathway kinetics are significant for monitoring cellular bioprocesses, screening desired metabolite phenotypes in drug discovery processes, etc.

An initial review of glycolysis pathway kinetics highlighted the lack of sophisticated approaches to monitor the metabolic pathway kinetics as a function of time in a non-destructive, non-invasive, label-free manner. Fluxomics, a metabolomics based approach providing high-throughput insights, can be considered a gold standard approach, …

An Investigation Into The Use Of The E1 Gene As A Target Gene For Molecular Detection And Differentiation Of Hr-Hpv Types, Shannon Reina

Masters

Human Papillomavirus (HPV) is the most diagnosed sexually transmitted infection (STI) in the world and high risk (HR-HPV) types are associated with 96% of cervical cancer cases. Cervical cancer is the fourth leading cause of cancer death amongst women and screening for cervical cancer has led to a 70% reduction in deaths. Medical professionals currently use the HPV vaccine and screening to prevent the spread of HPV and to diagnose precancerous lesions in the cervix before they develop to late grade cancer. The World Health Organisation (WHO) recommends that HPV testing be used as a primary screening method as a …

Development Of An Active Crosslinked Nanocomposite Film Based On Gelatin-Ethyl Cellulose, Trans-Cinnamaldehyde, And Silver Nanoparticles For The Preservation Of Sliced Meat, Elham Sarmast, Shiv Shankar, Stephane Salmieri, Sahra Amel Rahmouni, Monique Lacroix

Research Outputs: 2025-Present

This study aimed to develop a novel bioactive biobased packaging film combining gelatin (G) and ethyl cellulose (EC), cardanol and glycerol as plasticizers, trans-cinnamaldehyde (TCA) as a crosslinker/bioactive compound, and silver nanoparticles (AgNPs) as bioactive agents. The degree of crosslinking, mechanical and thermal properties, water solubility (WS), and water vapor permeability (WVP) of the films were analyzed. Molecular interactions within the film matrix were determined by FTIR spectroscopy. The G-EC film, in a 1:2 weight ratio, exhibited improved physicochemical properties compared to the pure G film, with a low WS (7.8%). The incorporation of TCA and AgNPs—to form bioactive nanocomposite …

Exploration Of Best Practice Of Market Surveillance And Type Approval Of Internal Combustion Engines Emissions For Non-Road Mobile Machinery (Examine_Nrmm), Rita Hagan, Eoin Mcgillicuddy, Aoife Donnelly

Research Outputs: 2025-Present

This study examines market surveillance methods for engines in non-road mobile machinery (NRMM) in selected European Union (EU) Member States and the UK, to inform the development of an Irish NRMM market surveillance process in accordance with Regulation (EU) 2016/1628. The research found NRMM market surveillance approaches vary across Europe, with no uniform market surveillance strategy in place. Some countries, including Ireland, are currently developing an approach, while other countries have no set process in place. In countries, with an existing strategy, the process can be proactive, reactive or a combination of both.Findings highlight opportunities for Ireland to design a …