Digital Commons Network^™

Behind The Black Box: Employer Accountability For Algorithmic Hiring Bias, Nicole Capp

The Business, Entrepreneurship & Tax Law Review

AI hiring tools are now ubiquitous in employment, promising efficiency, cost savings, and reduced human bias. Yet these systems often operate as “black boxes,” replicating or amplifying existing biases and raising significant legal concerns under Title VII of the Civil Rights Act of 1964. Even without discriminatory intent, AI trained on historical hiring data can produce disparate impacts, exposing employers to liability for outcomes they cannot fully understand or explain. Plaintiffs face steep challenges in litigating such claims, particularly in identifying specific practices, demonstrating causation, and proposing feasible alternatives. This article examines how AI perpetuates discrimination in hiring, analyzes the …

Characterization Of Syntaxin 18 In Peregrinus Maidis And In Vitro Dsrna Synthesis For Potential Rnai-Mediated Control Of Maize Mosaic Alphanucleorhabdovirus (Mmv) Transmission, Hannah Corinne T. Cantaros, Charlene Niebres, Ruth Alessandra Banasihan, Argel L. Arenas, Karen B. Alviar

The Philippine Agricultural Scientist

The plant virus known as Maize mosaic alphanucleorhabdovirus (MMV) is a persistent, propagative pathogen transmitted by the corn planthopper Peregrinus maidis Ashmead (Hemiptera: Delphacidae). It is the causal agent for a mosaic disease that can cause significant loss in corn yield. Currently, disease management is focused on controlling its insect vector population. The molecular mechanisms of virus transmission by the insect vector are not yet fully understood. Previously, P. maidis syntaxin 18 (PmSTX18) was identified as a receptor for MMV. PmSTX18 interacts with the viral glycoprotein and potentially facilitates MMV recognition and entry into the vector, enabling virus …

Vertical Price Transmission In The Philippine Rice Supply Chain: Responses To Shocks In The Post-Tariffication Period, Bates Bathan

The Philippine Agricultural Scientist

In the post-Rice Tariffication Law (RTL) period, several protectionist policies and state interventions have reemerged in the Philippine rice market. Using national-level time series data from January 2018 to April 2025, the study applies autoregressive distributed lag models to assess the impact of policy changes and external shocks on unmilled rice (palay) and rice prices. Results show that National Food Authority (NFA) rice stocks significantly affect palay farmgate prices and special rice retail prices. Vertical price transmission flows from farmgate to wholesale levels for special rice, and from wholesale to retail levels for well-milled and regular-milled rice. Major …

Vertical Price Transmission In The Philippine Rice Supply Chain: Responses To Shocks In The Post-Tariffication Period, Bates Bathan

The Philippine Agricultural Scientist

In the post-Rice Tariffication Law (RTL) period, several protectionist policies and state interventions have reemerged in the Philippine rice market. Using national-level time series data from January 2018 to April 2025, the study applies autoregressive distributed lag models to assess the impact of policy changes and external shocks on unmilled rice (palay) and rice prices. Results show that National Food Authority (NFA) rice stocks significantly affect palay farmgate prices and special rice retail prices. Vertical price transmission flows from farmgate to wholesale levels for special rice, and from wholesale to retail levels for well-milled and regular-milled rice. Major …

Improvement Of Forage Productivity By Intercropping Pakchong 1 And Napier Grass With Mungbean And Soybean In Los Baños, Laguna, Philippines, Paul Joshua C. Marquez, Eureka Teresa M. Ocampo, Menandro M. Loresco, Lourdes S. Edano Ma, Agapita J. Salces

The Philippine Agricultural Scientist

Forage demand is rising in the Philippines, and to sustainably boost agronomic performance, the beneficial impact of intercropping was investigated. This study characterized the performance of high-yielding forages, namely Napier grass (NG) and Pakchong 1 (PK), when intercropped with soybean (SB) and mungbean (MB) under rain-fed conditions in Los Banos, Laguna. The experiment was conducted in a repeated-measures RCBD replicated 3 times with grass species and cropping system as main factors, resulting in the following treatment combinations: Sole NG, Sole PK, NGSB, NGMB, PKSB, and PKMB. Grasses were ratooned, legumes were harvested, and legume seeds were re-sown every 45 to …

Characterization Of Syntaxin 18 In Peregrinus Maidis And In Vitro Dsrna Synthesis For Potential Rnai-Mediated Control Of Maize Mosaic Alphanucleorhabdovirus (Mmv) Transmission, Hannah Corinne T. Cantaros, Charlene Niebres, Ruth Alessandra Banasihan, Argel L. Arenas, Karen B. Alviar

The Philippine Agricultural Scientist

The plant virus known as Maize mosaic alphanucleorhabdovirus (MMV) is a persistent, propagative pathogen transmitted by the corn planthopper Peregrinus maidis Ashmead (Hemiptera: Delphacidae). It is the causal agent for a mosaic disease that can cause significant loss in corn yield. Currently, disease management is focused on controlling its insect vector population. The molecular mechanisms of virus transmission by the insect vector are not yet fully understood. Previously, P. maidis syntaxin 18 (PmSTX18) was identified as a receptor for MMV. PmSTX18 interacts with the viral glycoprotein and potentially facilitates MMV recognition and entry into the vector, enabling virus …

Improvement Of Forage Productivity By Intercropping Pakchong 1 And Napier Grass With Mungbean And Soybean In Los Baños, Laguna, Philippines, Paul Joshua C. Marquez, Eureka Teresa M. Ocampo, Menandro M. Loresco, Ma Lourdes S. Edano, Agapita J. Salces

The Philippine Agricultural Scientist

Forage demand is rising in the Philippines, and to sustainably boost agronomic performance, the beneficial impact of intercropping was investigated. This study characterized the performance of high-yielding forages, namely Napier grass (NG) and Pakchong 1 (PK), when intercropped with soybean (SB) and mungbean (MB) under rain-fed conditions in Los Banos, Laguna. The experiment was conducted in a repeated-measures RCBD replicated 3 times with grass species and cropping system as main factors, resulting in the following treatment combinations: Sole NG, Sole PK, NGSB, NGMB, PKSB, and PKMB. Grasses were ratooned, legumes were harvested, and legume seeds were re-sown every 45 to …

Dvr Service Evaluation And Fee Sufficiency Study, Mallory Brown, Andrew Martin, Jeeyen Koo, Jennifer Walton

Kentucky Transportation Center Research Report

The Kentucky Transportation Cabinet’s (KYTC) Department of Vehicle Regulation (DVR) administers numerous fees and taxes. Many administered by the two divisions in DVR — Motor Vehicle Licensing (DMVL) and Motor Carriers (DMC) — have remained unchanged for many years despite salary increases, the adoption of more complex and expensive technologies, and inflation raising administrative costs. This report provides in-depth assessments of 10 fees and taxes (selected by division administrators). Six are administered by DMVL — certificate of title, duplicate title, vehicle title history report, additional registration fee, reflectorized license plate fund, and trailer registrations — and four are managed by …

Impact Of Suaahara, An At-Scale Multisectoral Nutrition Programme, On Health Workers’ Maternal And Child Health, And Nutrition Knowledge And Skills In Nepal, Deependra K. Thapa, Edward A. Frongillo Jr. Ph.D., Shalini Suresh, Ramesh P. Adhikari, Bhim Pun, Karuna L. Shakya, Raj Mandal, Subir K. Kole, Kenda Cunningham

Faculty Publications

Suaahara, an at-scale multisectoral nutrition programme in Nepal, aimed to advance knowledge and skills of frontline health workers to improve the quality of nutrition and health services at health facility and community levels. This study assessed the impact of Suaahara interventions on knowledge and skills of health facility workers and Female Community Health Volunteers (FCHVs). The study used a quasi-experimental design in which four Suaahara intervention districts were compared with pair-matched comparison districts. One health facility worker and three FCHVs from each survey cluster were included. Baseline survey consisted of 93 health facility workers (2015) and 118 FCHVs (2012), and …

Thirty Years, Give Or Take: Reflections On My Life In Banking, Joseph A. Smith Jr.

North Carolina Banking Institute

No abstract provided.

Things We Hold On To, Jane Mccarthy

The Lindenwood Review: a journal of literary prose

No abstract provided.

Here Then Gone, Stephen J. Lyons

The Lindenwood Review: a journal of literary prose

No abstract provided.

The Lindenwood Review, Issue 16 (2026), Full Issue

The Lindenwood Review: a journal of literary prose

No abstract provided.

Digital Print Ordering System For Ugs, Han Nguyen

Graphic Communication

This project redesigns the UGS digital storefront to make ordering custom prints clearer and less confusing for students. Research showed that many delays happen because users submit incorrect files, such as wrong formats, low-resolution images, or missing fonts. To address this, I created an interactive prototype that guides users step-by-step through the ordering process and includes a built-in file checklist with simple export instructions. Instead of relying on a separate PDF guide, the new system supports users directly within the workflow, helping reduce errors and making the process smoother for both customers and UGS staffs.

Consolidation Enfortumab Vedotin And Pembrolizumab After Cisplatin Induction In Metastatic Urothelial Cancer: Outcomes Of Complete Response And Bladder Preservation, Kok Hoe Chan, Putao Cen, Tung Shu, Steven Canfield, Hui Zhao, Anneliese Gonzalez, Julie Rowe, Varaha Tammisetti, Hajar Ayoub, Angel Blanco, Mark Amsbaugh, Nizar Tannir

Faculty, Staff and Student Publications

Bladder preservation remains a highly desirable therapeutic goal in urothelial carcinoma, particularly when durable survival can be achieved. Radical cystectomy is the standard treatment for muscle-invasive disease; however, it results in irreversible bladder loss and significant morbidity. Among patients with locally advanced or metastatic urothelial carcinoma, recurrence rates after standard therapy remain high. Consolidation therapy with enfortumab vedotin and pembrolizumab following cisplatin-based induction chemotherapy has demonstrated promising efficacy, with substantial complete response rates and improved bladder preservation. This single-center retrospective analysis evaluated the efficacy and safety of enfortumab vedotin plus pembrolizumab as consolidation therapy in 11 patients with metastatic urothelial …

Fair + Equitable March 2026, International Association Of Assessing Officers

Fair + Equitable

The March F+E issue presents an appraiser's experience to the massive fires in the Los Angeles area last year.   Also in this issue:

• Companion article on the impact of technology updates in Los Angeles County.
• 2026 Annual Conference will open on Tuesday night in Calgary
• IAAO library monthly update 
• Article on vision of an AI-powered assessment office
• Results of survey on GIS usage
• NACo, experts join effort for data access
• IAAO welcomes content editor
• IAAO notes passing of 1994 President
• Member news, new instructors, job announcements, designation results

The Illusion Of Causality In Llms: A Developmentally Grounded Analysis Of Semantic Scaffolding And Benchmark–Capability Mismatches, Daisuke Akiba

Publications and Research

Recent benchmarks increasingly report that large language models (LLMs) exhibit human-like causal reasoning abilities, including counterfactual inference and intervention planning. However, many such evaluations rely on domains that are heavily represented in training data and embed strong semantic cues, raising the possibility that apparent causal competence may reflect semantic pattern recombination rather than structure-sensitive causal reasoning. Drawing on human developmental theories of causal induction, this perspective argues that genuine causal understanding requires robustness to novelty and reliance on conditional structure rather than semantic familiarity. To illustrate the testability of this claim, the paper includes a pilot demonstration using synthetic causal …

In The Miery Swamp: Metacomet And Memory, Allison Rose, Marianne Holdzkom

The Kennesaw Journal of Undergraduate Research

Abstract for “In the Miery Swamp: Metacomet and Memory”, written by Allison Rose and sponsored by Dr. Marianne Holdzkom

Memorials have become omnipresent ties to our communal past. Plaques and dedications materialize in our town squares. Statues loom over our city parks. Monuments tower over our cemeteries. A large issue facing public historians today is the disconnect between the original intent of public memorials and the collective representation of diverse histories. “In the Miery Swamp: Metacomet and Memory” addresses how interactions with the public alter and transform four public memorials. Through a chronological and historical analysis of four monuments to …

Selecting Without Replacement From A Population Of Bands Of Serially Connected Objects, James E. Marengo, Dominick Banasik, Joseph Voelkel, David L. Farnsworth

Articles

The sampling procedure from a finite population of objects that are serially attached into bands is described and analyzed. One object is randomly selected and removed at a time, which results in that object’s band being broken into two bands or shortened by one object. The main result gives the probability of choosing an object that is part of a band of serially connected objects of any specified size at each stage of the selection process.

Fostering An Equitable Scrum: A Conceptual Framework For Using Antiracist Enrollment Management Practices To Counter Job Market Discrimination, Aaron N. Taylor

AccessLex Institute Research

For most law students, attending law school is an investment. At stake are immense amounts of time and money spent pursuing the degree. The most desired payoff is a lucrative and fulfilling career. This chapter argues that law schools must adopt enrollment management practices that attempt to account for the job market their entering students will face at graduation. In proffering this argument, the chapter presents a conceptual framework for aligning class size targets to the future job market and proposes an equity-based approach to tuition discounting that accounts for job market racism. Graduates of color, particularly Black graduates, experience …

Less Fisher More Doe: Non-Testimonial Mental Content And A New Rule For Unlocking Digital Devices, Jordan Wallace-Wolf

William & Mary Bill of Rights Journal

Roughly fifteen years ago, courts started to regularly confront a fact pattern that I refer to as the unlocking scenario. In this kind of case, the government seeks evidence on a criminal defendant’s digital device, but it cannot access it due to a sufficiently strong system of password protection or encryption. May the government compel the defendant to unlock the device, or would this compulsion make the defendant “a witness against himself”?

Courts gave different answers to this question right from the start, but their answers have started to diverge even more markedly in recent years, notwithstanding two formative papers …

Free Speech Trapped In Amber: The Rise Of The 'History And Tradition' Test, From Unregulated Guns To Highly Regulated Speech, Matthew D. Bunker, Emily Erickson

William & Mary Bill of Rights Journal

An insidious virus appears poised to invade First Amendment free speech doctrine. “History and tradition,” a deeply flawed variant of originalism, threatens to transform speech law from a rational enterprise, employing tiers of scrutiny to evaluate potential infringements on speech, to a random scavenger hunt through the distant past that could upend numerous vital First Amendment principles.

Traditionalism’s ascendence to the forefront of history-centric constitutional interpretation was heralded in three dramatic cases decided at the end of the U.S. Supreme Court’s October 2021 term. New York State Rifle & Pistol Ass’n v. Bruen elicited particular concern among First Amendment scholars, …

Inequality As Market Failure, Erick J. Sam

William & Mary Bill of Rights Journal

This Article explores economic, philosophical, and legal relationships between economic inequality and market failure, and it draws on these linkages to develop an innovative normative justification and alternative constitutional basis for a levy on wealth.

The Article’s central analytic result is that several general mechanisms responsible for common market failures can also systematically produce economic inequalities whenever preferences against extreme inequality are fairly widespread. Because these mechanisms satisfy both the ‘process-based’ and ‘outcome-based’ criteria of market failure, redistributive transfers designed to reduce these inequalities would be normatively justified under the widely accepted market failure theory of government action. On this …

Ƒ(Cell): Software For Reproducible Analysis Of Optoretinograms, Robert F. Cooper, Mina Gaffney, Brea D. Brennan, Niko Rios

Biomedical Engineering Faculty Research and Publications

Purpose: There has been a marked increase in use of a noninvasive functional imaging technique called optoretinography (ORG). As more groups use ORGs, it is crucial to have a consistent methodology, and understand what analysis parameters influence repeatability. In this work, we present an open-source software library called ƒ(Cell) designed to facilitate reproducible and repeatable analyses of ORG data.

Methods: We designed ƒ(Cell) as a Python software library that can co-register and analyze ORG datasets, while also enabling process auditing. To validate the software, we used our previously obtained normative optoretinography datasets as well as datasets from six …

Appendix To “Black Swans And Financial Stability: A Framework For Building Resilience”, Daniel J. Barth, Stacey L. Schreft

Documents

No abstract provided.

Intercomprehension In Theory And Practice: Teaching And Learning Plurilingual Competence In A European Context, Claudia Polzin-Haumann, Christina Reissner

Dimensions

Plurilingualism and multilingualism have long been central to human interaction. However, in the context of increasing global mobility, digital communication and ongoing migration, they have gained renewed importance. This article examines some aspects of language diversity and plurilingual teaching and learning in Europe. It situates current European language policies as pivotal in fostering plurilingual competence and intercultural understanding through education. The discussion foregrounds exemplarily the pluralistic theoretical and didactic model of intercomprehension, defining its core principles and summarizing central concepts. It highlights digital and social learning environments and shows the importance of the human factor for successful plurilingual education. In …

Awakening To Languages: Preparing A Peaceful Multilingual World, Michel Candelier, Jean François De Pietro

Dimensions

Awakening to Languages (AtL) is a teaching approach that proposes multilingual activities and accompanies language teaching to foster the learners’ awareness of and openness to multilingualism, while increasing their reflexive metalinguistic abilities. In this article, we describe ATL as a component of Didactics of Plurilingualism (DP) and its main aims and characteristics which will be illustrated through multiple examples of activities and teaching materials. We further discuss the reported effects of AtL on learners, teachers, and parents, followed by current trends in integrating AtL in schools. We then turn to a comparison of core concepts of AtL and DP to …

Teaching Materials For Plurilingual Practices: Insights From Austrian Vocational Schools, Michaela Rückl

Dimensions

T his article explores how plurilingualism is reshaping educational language policy by shifting the focus from monolingual proficiency to an integrative model that draws on learners’ full linguistic and cultural repertoires. European language policies and perspectives are described, highlighting goals such as promoting global citizenship through plurilingual education. Specific attention is placed on Austria’s innovative curriculum for vocational schools, which embeds plurilingual, pluricultural, and transversal competences in the new subject “International Communication with Focus Language” (InCo). Preliminary findings from a pilot study emphasize the value of activating learners’ linguistic resources, incorporating real-life tasks, and using AI tools to enhance foreign …

Engendering Authority: Social Movements, Legitimacy, And Gender, Judith Resnik

UMKC Law Review

No abstract provided.

What Do We Have To Lose? The Lasting Legacies And Lost Promise Of Feminist Legal History, Serena Mayeri

UMKC Law Review

No abstract provided.