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Provoking Generative Ai Futures: Merging Theory And Praxis, Regina M. Luttrell Ph.D., Nick Bowman

Media Studies - All Scholarship

An accessible exploration of the myriad applications and challenges of generative AI for media and communication students, scholars, and practitioners alike.

The latest emergence of increasingly low-cost and scalable AI technologies presents a point of both celebration and concern for the contemporary media and information ecosystem. To this end, this edited volume gathers media and communications scholars and practitioners to engage in discussions and exchange ideas about current trends and developments in the field. Questions this volume asks include: What are the essentials of generative AI from a media and communication perspective? How has generative AI influenced research and scholarship? …

The Professional Constructor, Full Issue

The Professional Constructor

Full Issue, Winter 2026

Volume 50, Number 01

The Rhetoric Of Law In Executive Order No. 12,333, Noah C. Chauvin

Faculty Articles

Scholars have long disputed the extent to which Congress may permissibly regulate the nation's foreign intelligence apparatus. Positions in this debate range from the view that Congress and the President share power over intelligence to the opinion that intelligence matters fall within the President's exclusive Article II authority. This Article examines the extent to which the text of Executive Order No. 12,333-the intelligence community's governing charter-supports the most expansive conceptions of presidential authority over intelligence matters. It concludes that the Order is best understood as recognizing Congress's power to pass laws governing the conduct of intelligence-laws that preclude executive refinement …

Michael Scott Is Not A Juror: The Limits Of Ai In Simulating Human Judgment, Sean Harrington, Hayley Stillwell

Faculty Articles

Can AI replace human jurors? More specifically, can large language models predict how jurors interpret evidence and reach decisions based on legally salient facts and demographic characteristics? As legal scholars and practitioners increasingly explore AI-generated jury simulations, this Article offers the first empirical test of whether models like GPT-4, Claude, and Gemini can faithfully replicate juror reasoning. The answer, for now, is no. Across a series of mock trial scenarios involving redacted confessions, GPT- 4, Claude, and Gemini repeatedly failed to replicate how real jurors interpret evidence or exercise judgment. Their errors were not random, but systematic. Hidden prompts, built-in …

What Is Terrorism?, Karl T. Muth, Alice Locatelli

Journal of Air Law and Commerce

Is Gotham's Joker a terrorist? What about a school shooter? As we approach the twenty-fifth anniversary of the 9/11 attacks, the United States still lacks a monolithic legal definition of 'terrorism,' creating a dangerous 'motive gap' between federal statutes. This Article analyzes the friction between the motive-heavy definition of 'domestic terrorism' in Title 18 (which includes a mens rea aspect) and the conduct-focused definition of 'terrorist activity' in Title 8 (which focuses on overt acts). Using the hijacking of Flight 93 and the Columbine shootings as case studies, we demonstrate how Title 18's political requirement creates a coverage void for …

Not Quite Fit To Fly: A Reflection On Due Process And Agency Rulemaking In The Faa’S Approach To Pilot Certification, Emily Ryter

Journal of Air Law and Commerce

Judicial and legislative involvement in agency rulemaking is a relevant and particularly salient topic. The authority of an agency to make sound policy with flexibility and discretion often comes into conflict with the judiciary’s duty to prevent arbitrary regulations, which lack solid evidence or convincing rationale. Considering that more than three million passengers fly every day, it is no surprise that establishing a robust certification process for pilots is among the Federal Aviation Administration’s top priorities. The courts and the Legislature have also recently made notable strides to exert more control over the standards for medical certification. In July, the …

Decluttering The Orbital Commons: A Proposal For The Regulation Of Privately Created Space Debris, Rose W. Cobey

Journal of Air Law and Commerce

Space is one of the only resources shared by every person in every country at all times. The problem of space debris is therefore one that affects everyone living on our planet. Scientists and politicians have warned about crowding, collisions, and murky liability for decades, and each of these issues will only worsen without intervention. Space debris has caused damage on Earth since the Space Race, and it now endangers people and property in orbit. We are at an ever-increasing risk of building a wall around our planet and locking ourselves inside. In the last ten years, a new wrinkle …

Enhancing Phonemic Awareness Through Explicit Instruction In A Kindergarten Classroom: An Action Research Study, Emily M. Caylor

Graduate Research Papers

This action research study examined the implementation of early phonemic awareness exposure and the impact of an Elkonin Box multisensory Tier II support focused on segmentation, blending, isolation, and manipulation. The study involved a small group of kindergarten students with varied backgrounds over a fifteen-week period. Data collection included a pre-assessment, four bi-weekly progress checks, and a post-assessment. Results indicated a connection between the implementation of the Tier II support and student growth over time. The researcher recommends this Tier II support as a complement to core instruction to strengthen phonemic awareness development. For classroom teachers, the study highlights the …

Assessing Interactions Between Wild Host Plants And Stemborer Species In East Africa, Elie Ntirenganya, Venuste Nsengimana, Bonoukpoè Mawuko Sokame, Simon Boniface Boni, Yoseph Assefa, Janvier Uwayezu, Muluken Goftishu

All Rsif Scholars' Publications

Lepidopteran stemborers are among the most destructive pests of maize, sorghum, and sugarcane in Africa. Yet, data on their species composition and host range in Rwanda remain limited. This study provides the first comprehensive assessment of stemborer diversity, seasonal dynamics, and altitudinal distribution across eastern (low altitude), central (mid-altitude), and northern (high altitude) Rwanda. Surveys were conducted during both the rainy (maize growing) and dry seasons of 2023–2024, targeting infested maize fields and surrounding wild vegetation. A total of 2691 stemborer individuals were recovered from nine host plants, with 1474 (54.8%) from wild and fodder vegetation and 1217 (45.2%) from …

Examining The Role Of Agroecology In Food Security Prediction: Evidence From Burkina Faso Using Machine Learning Methods, Theodore Nikiema, Pamela Giselle Katic, Sylvain Kpenavoun Chogou, Eugene C. Ezin

All Rsif Scholars' Publications

Background

Food insecurity affects a large proportion of the world's population, with enormous disparities to the disadvantage of low-income countries, especially those in sub-Saharan Africa. In this context, public decision-makers, funders, and NGOs urgently need streamlined indicators on households in precarious situations to better orient their policies and aid. However, existing food security monitoring tools focus on isolated dimensions of the problem, and some remain static. We aim to fill these gaps by focusing on a composite metric of food security to explore associations and identify variables with predictive relevance for food security outcomes using machine learning techniques.

Methodology

This …

Improving Accuracy Of Wind Speed Forecasted With Power Law And Multiple Layer Perceptron: A Case Study Of Aneho, A Coastal Area Of Togo, Maklewa Agoundedemba, Raphael Nyenge, Nicholas Musila, Kicoun Jean-Yves N’Zi Toure, Chang Ki Kim, Hyun-Goo Kim

All Rsif Scholars' Publications

Wind speed forecasting is critical for optimizing wind energy generation, especially in regions with complex and variable weather patterns. This study focuses on improving the accuracy of wind speed forecasting using Multiple Layer Perceptron (MLP) models, with specific application to Aneho, a coastal area in Togo. The Power Law (PL) extrapolation or interpolation method is commonly used to estimate wind speeds at different heights. However, PL tends to show significant performance variability, particularly in periods with complex wind conditions. This study aimed to assess the accuracy of the PL method and enhance it using MLP for bias correction. We used …

Agroclimatic Sensing, Communication, And Computational Systems-Based Methods And Technologies For Precision Irrigation Management: Current State And Prospects, Aminata Sarr, Abhilash K. Chandel, Lamine Diop Lamine Diop, Yrébégnan Moussa Soro, Alain K. Tossa, Smrutilipi Hota, Arunachalam Manimozhian

All Rsif Scholars' Publications

Agriculture uses most of the world’s fresh water. Given that the worldwide population is expanding at an alarming rate, more land cultivation is apparently in demand. As a result, much more water would be required to irrigate cultivable lands. However, fresh water is becoming scarce at a faster rate due to climate uncertainties and over-exploitation. Several controlled irrigation techniques, such as drip and sprinkler irrigation, have been introduced to safeguard water resources. However, these techniques do not readily meet crop water demands and often end up causing overapplication of water. Under these circumstances, smart precision irrigation is the best solution. …

Assessment Of The Life Cycle Of Photovoltaic Solar Technologies For Sustainable Energy Transitions: Implications For Climate Policy And Low-Carbon System Integration, Wakiang Emile Latchiba, Sebastian Waita, Julius M. Mwabora

All Rsif Scholars' Publications

The rapid expansion of photovoltaic (PV) deployment demands integrated environmental and economic evaluation of emerging technologies. This study compares crystalline silicon (c-Si), perovskite, and hybrid perovskitesilicon tandem PV systems using a cradle-to-grave Life Cycle Assessment (LCA) combined with Techno-economic Analysis (TEA) to measure environmental impacts, resource efficiency, and cost performance. Environmental indicators include life cycle greenhouse gas emissions, total energy demand, water use, and overall impact, while economic performance is assessed through levelized cost of electricity (LCOE). Sensitivity analysis explores the effects of energy payback time (EPBT), material efficiency, and perovskite stability. Results show manufacturing as the main hotspot, contributing …

Forecasting Future Adoption Rates Of Agroecological Innovations Using Machine Learning: Perspectives From Burkina Faso’S 45 Provinces From 2010 To 2020, Theodore Nikiema, Pamela Giselle Katic, Issaka Abdou Razakou Kiribou, Sylvain Kpenavoun Chogou, Eugene C. Ezin

All Rsif Scholars' Publications

Implementation of agroecological innovations tends to be long-term processes, withthe practices of one year often linked to those of previous years. However, previousstudies have focused on understanding drivers of adoption at farm level, with adoptionmeasured at a point in time. In this study, we use a decade of panel data from thePermanent Agricultural Survey in Burkina Faso from 2010 to 2020 and machine learningapproaches, to model adoption rates of agroecological innovations at the provinciallevel as an autoregressive process. This modeling approach allows us to exploit the timeseries nature of our dataset to forecast future adoption rates. Our results showcase thepotential …

Occurrence And Levels Of Multiple Veterinary Antibiotics In Broiler Chicken Processed And Sold In Southern Mozambique, Noemia Andre Mugabe, Jamal Kussaga, Abdulsudi Issa-Zacharia

All Rsif Scholars' Publications

Antibiotic residues in chicken meat pose a health risk to the general public, particularly to sensitive consumers. The aim of this study was to determine the level of antibiotic residues in on-the-market dressed chicken in the Southern Region of Mozambique. A total of 160 samples were randomly collected from eight markets located in five districts in the provinces of Maputo, Gaza, and Inhambane. The residues of β-lactams, quinolones, tetracyclines, and sulfonamides in chicken breast muscle were separated, identified, and quantified using high-performance liquid chromatography (HPLC), coupled with ultraviolet light (UV–VIS). Results revealed that 26.9% of the analyzed samples displayed detectable …

Osteogenic Differentiation Properties Of Blgfs/Odex Hydrogel Doped With Collagen Derived From Chambo Tilapia Fish Skin, Bhahat Lawlley Zimba, Xiaohan Yang, Mwemezi Rwiza, Elingarami Sauli, Shenqi Wang

All Rsif Scholars' Publications

Background

Bone defects caused by trauma, congenital disorders and degenerative diseases such as osteoporosis remain a major clinical challenge, especially in developing regions. Although bone grafting is the current gold standard for treating bone defects, it faces limitations, including donor site morbidity, limited availability and immune rejection. This study developed and evaluated a novel hybrid biomaterial composed of bovine β-lactoglobulin fibrils (BLGFs), oxidized dextran (ODEX) and collagen (COL) extracted from Chambo tilapia fish skin for bone tissue engineering applications.

Methods

BLGFs were synthesized from whey protein, while ODEX was produced by oxidizing dextran. Three biomaterials–COL, BLGFs/ODEX and BLGFs/ODEX/COL–were synthesized and …

Functionalized Blgfs/Odex Hydrogel Scaffold Incorporating Oreochromis Lidole Skin Collagen For Bone Tissue Regeneration, Bhahat Lawlley Zimba, Xiaohan Yang, Mwemezi Rwiza, Elingarami Sauli, Shenqi Wang

All Rsif Scholars' Publications

Background: Bones provide support to the body and protect vital internal organs. Bones have the capacity to repair minor defects, but this ability is substantially impaired in large defects. Mineralization, which is an essential stage of osteogenesis during bone defect repair, occurs through the deposition of calcium phosphate crystals to form the structural framework of bone tissue. In the present study, BLGFs/ODEX/COL hydrogel scaffolds were synthesized and characterized to determine their osteogenic differentiation capabilities. The hydrogel scaffolds were also applied to bone defect in SD rats and the regeneration of bone tissue was assessed. Methods: Whey protein was used to …

Quantifying Power Quality In Stand-Alone Minigrids Using Fuzzy Power Quality Indices: A Case Of Illaut Minigrid In Sub-Saharan Africa, D. E D. E. Nkolokosa, Sebastian Waita, Mutugi Kiruki, Walbermark Marque Dos Santos

All Rsif Scholars' Publications

Recently the concept of power quality in stand-alone minigrids is gaining wide recognition. The inherent uncertainties and dynamic operating conditions of the decentralised energy systems have promoted calls for increased research activities in power quality assessment and improvements. This study proposes an innovative approach for quantifying power quality in stand-alone minigrids. The existing conventional power quality indices have limited operational capacity; hence, they require improvement in terms of accuracy, reliability and versatility. The proposed methodology incorporates a hierarchical evaluation index comprising harmonic distortion, frequency fluctuation, voltage variation, dips and interruptions. Results indicate that interruptions got the lowest power index (0), …

Reliability-Aware Federated Ordinal Learning For Weekly Irrigation Management Zone Prediction On Edge Nodes, Rehema Mwawado, Jimmy Nsenga, Marco Zennaro, Damien Hanyurwimfura, Antonios Morellos, Muhammad Qaswar, Abdul Mounem Mouazen

All Rsif Scholars' Publications

The vision of smart agriculture depends on systems that can autonomously integrate distributed sensor data to support on-farm decisions such as precision irrigation and nutrient management. In variable-rate irrigation (VRI), this requires timely, high-resolution information to generate management zones that adapt to within-field variability throughout the season. However, current practice often relies on static zone maps and centralized processing, both of which are poorly suited to dynamic field conditions where sensors may fail, or drift and internet connectivity is often limited in resource-constrained environments. This study presents a reliability-aware edge-learning pipeline for weekly VRI zone prediction using federated learning (FL). …

The Effect Of Transient Power Ramp-Up On Structural And Optical Properties Of Cuo Thin Films Prepared By Radio Frequency Magnetron Sputtering, Cyril C. F. Kumachang, Daniel I. Amune, Ivy M Asuo, Dahiru Sanni, Yusuf A. Olanrewaju, Nicole Doumit, Richard Koech, Vitalis Anye, Esidor Ntsoenzok, Nutifafa Doumon

All Rsif Scholars' Publications

Transition metal oxides have found application as charge transport materials (CTMs) in perovskite solar cell devices due to their better environmental stability and superior electronic properties compared to organic CTMs. Many researchers have used radio frequency (RF) magnetron sputtering to deposit inorganic CTMs on inorganic layers. However, such efforts on perovskites have been limited by the distortion of high-energy ions of the sputtering gas energized by the RF power and temperature. The ions may also distort the interface between transparent conducting oxides and the charge transport layers, thereby increasing optical scattering. Thus, the effect of ramp power during RF magnetron …

Biomass And Ecosystem Services Valuation In Support Of Urban Climate-Resilience In Dakar, Senegal, Momath Diankha, Moussa Soule, Serigne Modou Sarr, Maharazu A. Yusuf, Kwame Oppong Hackman, Sintayehu Workeneh Dejene, Issaka Abdou Razakou Kiribou

All Rsif Scholars' Publications

Rapid urbanization is a growing global concern that challenges sustainability in cities. Urban trees provide several ecosystem services, such as climate regulation, carbon sequestration, and air-pollution removal. The sustainable benefits of these services imply the preservation of urban forests in developing countries, where trees are frequently removed and replaced by buildings and other infrastructure. Supporting informed decisionmaking requires accurate estimation and valuation of tree biomass and ecosystem services beyond conventional forest-based allometric approaches. This study used a scientific ecosystem services modeling tool to improve the accuracy of biomass estimates for the Mbao Protected Forest in Dakar. It uses the vegetation …

Enhancing Stability And Efficiency In Perovskite Solar Cells: Insights Into Inorganic Htl Deposition And Interface Defect Passivation, Daniel I Amune, W Fidel, R. K Koech, Dahiru Sanni, J Botsoa, V Anye, E Nstoenzok

All Rsif Scholars' Publications

The perovskite solar cell (PSC) as an emerging and promising type of solar cell has been extensively studied, but instability is still a major challenge. Replacing the hygroscopic organic hole transport layer (HTL) in PSCs can result in an improvement in the device stability. However, it is still difficult to deposit inorganic HTLs onto the underlying perovskite layer without eroding or distorting it in the regular n–i–p architecture, thereby inducing defects at the interface and reducing the performance of the device. In this study, the performance of PSCs with an inorganic HTL is modelled using SCAPS-1D. The perovskiteHTL interface defect …

Modeling And Performance Evaluation Of Machine Learning For Historical And Future Land Use And Land Cover Dynamics In Chattogram District, Bangladesh, Mst Sanjida Alam

Student Publications [Scholarly]

Introduction – Land use and land cover (LULC) change is rapidly redrawing the environmental landscape of coastal Bangladesh. Methods – This study integrates Landsat-based classification, machine learning-based approaches, and Markov Chain simulation to assess historical and future LULC dynamics in Chattogram District. Results – Random Forest classification achieved overall accuracies of 95.96%, 90.45%, and 94.25% for 2006, 2015, and 2025, respectively. Results reveal substantial cropland expansion (+32, 375 ha) and continued growth of built-up land, accompanied by declines in vegetation, waterbodies, and bare land. Random Forest demonstrated strong predictive performance, achieving an out-of-bag (OOB) accuracy of 92.63% and a skill …

“I Have Already Lost My Kids”: Mothering Experiences Of Women In Jail, Bothwell Piason, Dawn Beichner-Thomas

Faculty Publications - Criminal Justice Sciences

Although women represent a small proportion of the incarcerated population globally, their rate of incarceration in the United States has increased dramatically over the past four decades, outpacing that of men. As carceral trends return to pre-COVID-19 pandemic levels, jail populations continue to rise, with most incarcerated women being mothers of young children. Yet, research on motherhood behind bars has largely focused on prisons rather than jails. This study explores the mothering experiences of women incarcerated in two U.S. Midwestern jails, including both pretrial detainees and sentenced individuals. Using qualitative data from in-depth interviews with jailed mothers, the analysis examines …

“… It's Google That's Big Brother”: The Symbiosis Between Icac Investigators And The Private Sector Regarding Encryption And Privacy, Christopher G. Brewer, Kevin F. Steinmetz, Don Kurtz, Brian Schaefer

Faculty Publications - Criminal Justice Sciences

Encryption technologies have become ubiquitous for both individual and commercial sectors. Perhaps no realm of law enforcement is so acutely affected by encryption than cybercrime, including internet crimes against children (ICAC) personnel. There exist a variety of encryption-based tools and authentication measures available to help online child sexual abusers and consumers of child sexual abuse material (CSAM) hide their activities and obstruct law enforcement efforts to gather evidence of criminal activity. Established here is the idea that ICAC investigative practice is ultimately shaped by these technologies as well as the relationship between the distributors of these technologies and private platforms …

“If You Think This Vilifies The Police, Then You Think The Police Are Villains”: Teaching Reparations Won As An Antidote To Copaganda, Kaitlyn Selman, Hannah Carson Baggett, Justin Turner

Faculty Publications - Criminal Justice Sciences

Building on prior research about copaganda and pro-police socialization, we argue that the Reparations Won curriculum in Chicago Public Schools is an antidote to police legitimization efforts in K-12 schools. Specifically, the curriculum affirms student experiences that are not accounted for nor deemed possible in a world built by and for policing; it emphasizes relationship-building and centers definitions of community that resist the alienation required for such a world; and it facilitates an understanding of local histories as inseparable from broader social structures. We conclude that in an era of contested curricula, Reparations Won provides the structure needed to grapple …

The Pure Yang-Mills Field: The Mass Gap; Axioms Minus One, James Glimm

Department of Applied Mathematics & Statistics Faculty Publications

A strictly positive gap at low temperatures is demonstrated in the energy spectrum of the previously constructed pure Yang-Mills quantum gauge field theories. Axioms other than the cluster axiom are verified.

Activity-Dependent Remodeling Of Muscle Architecture During Distinct Locomotor Behaviors In Caenorhabditis Elegans, Adina Fazyl, Akash Anbu, Sabrina Kollbaum, Andres G. Vidal-Gadea

Faculty Publications – Biological Sciences

Muscle structure is dynamically shaped by mechanical use, yet how distinct locomotor behaviors influence sarcomere organization remains poorly understood. In Caenorhabditis elegans, crawling and swimming constitute discrete gaits that differ in curvature, frequency, and mechanical load, providing a tractable model for studying activity-dependent remodeling. Using confocal imaging of phalloidin-stained body-wall myocytes, we quantified myocyte geometry, sarcomere length, and sarcomere number across anterior, mid-body, and posterior regions in animals reared exclusively under crawling or swimming conditions. Quantification and hypothesis testing used linear mixed models that accounted for repeated myocyte measurements within animals, with interaction terms testing region-specific effects of locomotor …

Maternal Child Maltreatment And Intimate Partner Violence: Effects On Perceptions Of Infant Temperment And The Mediating Role Of Emotion Regulation And Responsiveness, Jewelian N. Fairchild, G. Anne Bogat, Amy K. Nuttall, Alytia A. Levendosky, Joseph S. Lonstein, Maria Muzik

Psychology Faculty Publications

Purpose

Maternal adverse experiences, such as maltreatment in childhood and later intimate partner violence (IPV) during pregnancy, can disrupt the mother-child relationship and influence maternal perceptions of infant temperament. The present study explored how these adversities influence mothers’ views of their infants’ temperaments and examined the role of maternal emotion regulation and responsiveness to their infants as mediators of these relationships.

Methods

Using data from a longitudinal study of highly stressed, vulnerable women, 355 mothers retrospectively reported on their own childhood maltreatment, as well as their experiences of IPV and emotion regulation during pregnancy. Maternal responsiveness was coded using mother-infant …

Advancing Models Of Ptsd-Aud Comorbidity: Protocol For A Multimethod Framework Using Genetics And Ecological Momentary Assessment, Elizabeth A. Stinson, Samhita Lellapalli, Sage E. Hawn, Natalie Merrill, Lance M. Rappaport, Christina M. Sheerin, Vasiliki Michopoulos, Silviu-Alin Bacanu, Roseann E. Peterson, Abigail Powers, Ananda B. Amstadter

Psychology Faculty Publications

Background: Posttraumatic stress disorder (PTSD) and alcohol use disorder (AUD), which are moderately heritable, frequently co-occur and contribute to significant public health burdens, particularly among economically disadvantaged urban communities. There are noted sex differences in PTSD and AUD outcomes, with evidence suggesting women have heightened susceptibility to stress-related alcohol use. Preliminary PTSD-AUD ecological momentary assessment (EMA) findings support bidirectional associations across clinical outcomes. However, no studies to date have used PTSD-AUD comorbidity models as organizing frameworks to examine the temporal ordering and stability of within-person symptom dynamics underlying the maintenance or exacerbation of PTSD and AUD symptoms, including bidirectional and …