Digital Commons Network^™

Prediction Of Thyroid Disease Based On Machine Learning Algorithms, Tuqa Ahmed Elbillihy, Eman Abdelhalim, Mohamed Ashour, Hala B. Nafea

Mansoura Engineering Journal

Accurately diagnosing thyroid disease remains a challenge in medicine, necessitating the use of reliable computational techniques for early detection and categorization. Using a dataset of 3164 patient records, this study applies machine learning algorithms to create a computer-aided thyroid disease diagnosis system. The data set includes demographic information, clinical indicators, and thyroid function test results. To improve model performance, the study focuses on preprocessing approaches such as data cleaning, normalization, and feature selection. The use of feature engineering techniques to determine the most predictive characteristics associated with thyroid problems is highlighted. Five machine learning classifiers—Random Forest, K-Nearest Neighbors, Support Vector …

Advanced Design Topics For The Engineering Of Agricultural And Mechanical Equipment, Robert M. Stwalley Iii, Roger Tormoehlen

Purdue University Press Books

Off-road equipment designs contend with some unusual challenges and environmental conditions that are not seen by standard on-road vehicles. Advanced Design Topics for the Engineering of Agricultural and Mechanical Equipment offers design topic reviews related to areas that need special consideration within off-road applications. CAN-BUS systems, soil compaction, composite bearings, field welding practices, and weld strength in bending applications are examined, among other subjects. Providing comprehensive coverage of these matters with the current state-of-the-art technologies and best practices as they relate to equipment design for the agricultural, construction, forestry, and mining industries, this book is well-aligned with collegiate advanced agricultural …

Protocols In Root-Microbe Interactions, Anjali S. Iyer-Pascuzzi

Purdue University Press Books

Protocols in Root-Microbe Interactions describes laboratory protocols that have been developed and optimized for scientists working in root-microbe interactions, specifically for those wanting to quantify immune responses in plant roots. The experiments are focused on cellular to whole-root scale and include molecular biology, biochemistry, and histology techniques. Written in an easy-to-understand fashion that is suitable for both early career and experienced scientists, the protocols were optimized for tomato roots but can easily be adapted to roots of other plant species, or if needed, to leaves. The book includes information on quantifying pattern-triggered immune (PTI) responses in plant roots and covers …

Horse Evaluation: A Multibreed Text For Competitive Youth Equine Judges, Colleen M. Brady

Purdue University Press Books

Horse judging is one of the most popular activities in 4-H, FFA, and other youth-development organizations. Judging teaches youth how to both critically analyze animals based on a specific set of criteria and justify their decisions through oral reasoning. This book includes information on examining a wide variety of breeds—from quarter horses and Arabians to Saddlebreds, Drafts, and Miniatures—and covers a range of disciplines. Both halter and performance classes are explored, and the rules and regulations used to govern contests at the national level are provided. Example sets of reasons are supplied for most classes, as are lists of potential …

Clinical, Genetic, And Familial Features Of Pot1 Tumor Predisposition Syndrome, Courtney D Dinardo, Jennifer Croden, Hiam M Abdel-Salam, Tapan Kadia, Matteo Molica, Alexandre Bazinet, Prithviraj Bose, Abhishek Maiti, Fadi Haddad, Jan Burger, Hagop Kantarjian, William Wierda, Nitin Jain, Alessandra Ferrajoli

Faculty, Staff and Student Publications

Background: Protection of telomere 1 (POT1) tumor predisposition syndrome (POT1-TPD) is a hereditary leukemia syndrome that is identified in ∼5% of patients with chronic lymphocytic leukemia (CLL) and is characterized by a predisposition to other cancers, including gliomas, melanomas, and angiosarcomas. This study reports clinical and genetic characteristics of a large cohort of individuals with POT1-TPD.

Materials and methods: Individuals with pathogenic/likely pathogenic germline POT1 variants referred to the Hereditary Hematologic Malignancy Clinic at The University of Texas MD Anderson Cancer Center were included. Individuals with variants of uncertain significance were included if found to have telomeres >90th percentile of …

Finding Research Datasets And Evaluating Data Quality, Ibis Anette Moreno-Lozano Phd.

Day Family Research Lab Workshop Series

No abstract provided.

Impact Of Workplace Ostracism, Moderated By Personality Traits On Psychological Safety, Aniko Rastovac

Walden Dissertations and Doctoral Studies

Psychological safety, an essential element for fostering collaboration, trust, and innovation, can be undermined by negative interactions in the workplace. Most importantly, a lack of psychological safety is a barrier to individual and organizational growth, development, and innovation, which is necessary for gaining a competitive organizational advantage. The present study examines the concept of workplace ostracism as a negative interaction in the workplace that affects psychological safety. Using the big five personality traits framework, Edmondson’s (1999) concept of psychological safety, and Tett et al.’s (2021) trait activation theory, this quantitative study examined how individual differences moderate the impact of workplace …

Targeting Oxalate Production By Combining Enzyme Inhibition And Proteolysis Activation: A Novel Therapeutic Approach For Primary Hyperoxaluria Type 1, Fabio Arias, Sumati Rohilla, Yudibeth Sixto-López, Koral S E Richard, Sandeep Das, Sumit K Anand, Pilar Maria Luque-Navarro, Guillermo Bañuelos-Sanchez, Juan Luis Pacheco-García, Reethika Gade, M Peyton Mckinney, Dhananjay Kumar, Jemiah Maxie, W Rylan Corr, Nilesh Pandey, Harpreet Kaur, Jibin Ding, Lin Tan, Elisha Scott, Hyung Nam, Eyal Gottlieb, A Wayne Orr, Nirav Dhanesha, Arif Yurdagul, Angel L Pey, Francisco Franco-Montalbán, José A Gómez Vidal, Oren Rom, Mónica Díaz-Gavilán

Faculty, Staff and Student Publications

Primary hyperoxaluria type 1 (PH1) is a rare genetic disorder caused by hepatic oxalate overproduction due to alanine-glyoxylate aminotransferase (AGXT) deficiency. Therapeutic strategies targeting glycolate oxidase (GO) and lactate dehydrogenase A (LDHA), key enzymes in glyoxylate metabolism, have shown promise in reducing oxalate burden. However, recently approved siRNA therapies remain limited by high cost, unfavorable pharmacokinetics, and limited global accessibility. We report the development of compound 2, a dual GO/LDHA inhibitor (K i = 390 and 40 nM, respectively) that also promotes hydrophobic tag-mediated autophagic degradation of LDHA. Its efficacy was evaluated in Agxt –/– mice, both in primary …

Albumin-Binding Domains In Therapeutic Protein Engineering: A Structural And Computational Perspective On Rational Design, Matthew Argyle, Dallin M. Chipman, Anna Claire Woolley, Bradley C. Bundy, Dennis Della Corte

Faculty Publications

Therapeutic proteins face a critical pharmacokinetic challenge: rapid clearance from circulation limits their clinical efficacy. Albumin-binding domains (ABDs) offer an elegant solution by enabling therapeutic proteins to “hitchhike” on serum albumin’s favorable 19-day half-life through FcRn-mediated recycling. Clinical validation through approved therapeutics like ozoralizumab demonstrates the success of this approach, with preclinical studies showing fusion to an ABD extended half-life to 18 days. This review provides an analysis of ABD-fusion protein design, integrating structural biology, computational prediction, and rational engineering principles. We catalog the major classes of albumin-binding modalities, including bacterial three-helix bundle domains, engineered peptides, antibody-derived binders, and alternative …

Stocks And Shocks: Assessing The Relative Roles Of Public And Private Inventories In Buffering Rice Price Volatility In The Philippines, Bernhard Dalheimer, Kenneth Foster, Gerald E. Shively, Valerien O. Pede, Dela-Dem Doe Fiankor, Jacob Ricker-Gilbert, Pratibha Bist

Department of Agricultural Economics Faculty Publications

Public stockholding of food is politically contentious and economically challenging. Although private stocks are generally understood to be more efficient than public stocks at providing a reliable buffer against production shortfalls, private stocks often fail to stabilize prices during extreme food market shocks. Moreover, maintaining large public stock programs in which the government acts as the buyer or seller of last resort, can be very costly. This paper analyzes the recent historical success of public and private rice stocks in stabilizing domestic rice prices in the Philippines, the world’s largest net importer of rice. Relying on competitive storage theory and …

Data And Code From: Rapid Scavenging Of Avian Carcasses In The Desert Southwest: Implications For Mortality Surveys Not Associated With Infrastructure, Thomas Huycke, Dylan M. Osterhaus, Kelley C. Boland, Fitsum Abadi, Martha J. Desmond

Fish, Wildlife, & Conservation Ecology: Datasets

No abstract provided.

Nanoencapsulation Of Tomentosin-Rich Pulicaria Crispa Fraction In Mil-53(Fe) Improves The Release Profile And In Vitro Anti-Colorectal Cancer Activity, Hamies Baher

Dentistry

No abstract provided.

A Taxonomic Overview Of The Apodemia Mormo Complex From A Genomic Perspective, Jing Zhang, Qian Cong, Jinhui Shen, Leina Song, Nick V. Grishin

The Taxonomic Report of the International Lepidoptera Survey

Genomic analysis of the Apodemia mormo group (Riodinidae Grote, 1895 (1827)) specimens across the range from southwestern Canada through much of the western USA and northwestern Mexico, complemented by phenotypic examination and photographs of live individuals to inspect eye color, partitions the complex into eight species, one of which is proposed as new: Apodemia (Apodemia) apache Grishin, sp. n. (type locality in USA: Arizona, Apache Co.), and three elevated from subspecies of A. mejicanus: Apodemia (Apodemia) maxima (Weeks, 1891), stat. rest., Apodemia (Apodemia) deserti W. Barnes & McDunnough, 1918, stat. nov., and Apodemia ( …

Agent-Based Model Details For Quantifying Error In Drone-Based Animal Surveys: Animal Density, Distribution And Flight Patterns, Emma A. Schultz, Natasha Ellison-Neary, Landon R. Jones, Kristine O. Evans, Raymond B. Iglay

Research Data

The following dataset pertains to Python scripts of an agent-based model simulating various drone survey design and quantifying potential count bias of stationary animals in fixed landscapes as part of an accepted manuscript in Ecosphere. Simulated animals were distributed among five animal densities (n = 4, 9, 25, 49, 100 animals/survey area) and three distribution patterns (random, uniform, aggregated). Eight drone flight patterns surveyed a 4.16-km² landscape within constraints of real-world battery and line-of-sight limitations. The simplified landscape also provided 100% animal classification (i.e., all animals within image frame observed and identified).

Correction: The Hsp90-Myc-Cdk9 Network Drives Therapeutic Resistance In Mantle Cell Lymphoma, Fangfang Yan, Vivian Jiang, Alexa Jordan, Yuxuan Che, Yang Liu, Qingsong Cai, Yu Xue, Yijing Li, Joseph Mcintosh, Zhihong Chen, Jovanny Vargas, Lei Nie, Yixin Yao, Heng-Huan Lee, Wei Wang, Johnnelson R Bigcal, Maria Badillo, Jitendra Meena, Christopher Flowers, Jia Zhou, Zhongming Zhao, Lukas M Simon, Michael Wang

Faculty, Staff and Student Publications

No abstract provided.

Aquatic Interrelations In Malika Mokeddem’S Novel N’Zid (2001), Laura C. Klein

Green Humanities: A Journal of Ecological Thought in Literature, Philosophy & the Arts

This article offers an ecological analysis of Malika Mokeddem's novel N'Zid (2001), moving beyond postcolonial and anthropocentric interpretations. It centers on the protagonist Nora's individuation, arguing this process is intrinsically linked to her evolving relationship with the aquatic environment from which she emerges. The article aims to situate N'Zid within an ecological perspective, particularly relevant in the Anthropocene, an era compelling a reassessment of humanity's place. Echoing Bruno Latour, addressing inter-relationality is essential as the stable physical framework of the Moderns becomes unstable. This view necessitates rethinking environmental issues and encourages a scientific interpretation of the novel, drawing on neurosciences, …

A Framework For Assessing The Trustworthiness Of Scientific Research Findings, Brian A Nosek, David B Allison, Kathleen Hall Jamieson, Marcia Mcnutt, A Beau Nielsen, Susan M Wolf

Children’s Nutrition Research Center Staff Publications

Vigorous debate has erupted over the trustworthiness of scientific research findings in a number of domains. The question "what makes research findings trustworthy?" elicits different answers depending on whether the emphasis is on research integrity and ethics, research methods, transparency, inclusion, assessment and peer review, or scholarly communication. Each provides partial insight. We offer a systems approach that focuses on whether the research is accountable, evaluable, well-formulated, has been evaluated, controls for bias, reduces error, and whether the claims are warranted by the evidence. We tie each of these components to measurable indicators of trustworthiness for evaluating the research itself, …

Discovery Of Horsfieldia Macrothyrsa Bioactives With Cytotoxic Effects On Breast Cancer Cells Through In Vitro And Docking Analyses, Megawati Megawati, Akhmad Darmawan, Agus Budiawan Naro Putra, Kartika Dyah Palupi, Marissa Angelina, Ahmad Randy, Siska Andrina Kusumastuti, Faris Hermawan, Sumi Hudiyono

Karbala International Journal of Modern Science

This study investigated the phytochemical constituents and biological activities of Horsfieldia macrothyrsa leaves to identify their bioactive compounds. Methanol extracts were fractionated using n-hexane and ethyl acetate, followed by silica gel column chromatography with a stepwise polarity gradient. From 100 g of powdered leaves, three major    compounds were successfully isolated from the ethyl acetate fraction: 1-(2,4,6-trihydroxyphenyl)dodecan-1-one (1), sesamin (2), and β-sitosterol (3). Their chemical structures were confirmed using UV, IR, LC–MS/MS, and NMR  spectroscopy. Biological activities of the fractions and isolates were evaluated through DPPH antioxidant assays, α-glucosidase inhibition for antidiabetic activity, MTT …

High-Throughput Multi-Organ Proteomics Workflow For Drug Efficacy And Toxicity Analysis, Yun Xiong, Lin Tan, Wai-Kin Chan, Dandan Zhu, Huimin Zhang, Eric S Yin, Sri Ramya Donepudi, Jibin Ding, Bo Wei, Bao Tran, Sara Martinez, Iqbal Mahmud, Faiza Hanif Waghu, Hamish I Stewart, Daniel J Hermanson, Rehan Akbani, John N Weinstein, Junjie Chen, Philip L Lorenzi

Faculty, Staff and Student Publications

Rapid and comprehensive analysis of complex proteomes across large sample sets is vital for unlocking the potential of systems biology. We present a high-throughput mass spectrometry (MS) proteomics method that integrates narrow-window data-independent acquisition (nDIA) with short-gradient micro-flow chromatography, enabling profiling of >240 samples per day. This optimized MS approach identifies 6,201 and 7,466 human proteins with 1- and 2-min gradients, respectively. As a practical application, we analyzed 507 samples composed of 13 different tissues from mice treated with the enzyme-drug L-asparaginase (ASNase) or its glutaminase-free Q59L mutant, generating a quantitative profile of 11,472 proteins following drug treatment. The MS …

Impaired Arginine, Citrulline And Glutamine Metabolism In Type 2 Diabetes: Insights From A Stable Isotope Study, Mustafa Tosur, Raven A Wierzchowska-Mcnew, Nicolaas E P Deutz, Mariëlle P K J Engelen

Children’s Nutrition Research Center Staff Publications

Context: Arginine (Arg) is an important amino acid in T2D as a potent insulin secretagogue and precursor for nitric oxide (NO). Citrulline (Cit), the substrate for de novo Arg synthesis, is mostly produced from glutamine (Gln).

Objective: We aimed to investigate their metabolism in T2D using novel stable isotope tracer approach.

Methods: We studied 42 individuals (21 with T2D, 21 controls). After overnight fasting, blood samples were collected following pulse administration of stable amino acid tracers. Plasma concentrations and isotopic enrichments were measured by LC-MS/MS, and compartmental analyses were performed to calculate their whole-body production (WBP) rates and kinetics.

Results: …

Assessing Climate Adaptation Among Canada Lynx (Lynx Canadensis) Populations At The Trailing Edge, Tanya Lama, Blair P. Bentley, Warren E. Johnson, Lisa M. Komoroske, Stephen Destefano, Jennifer Vashon, Kaela Beaulerc, Jason M. Kamilar, Giulio Formenti, Andrea Batista, Andrew G. Spencer, Olivier Fedrigo, Erich D. Jarvis, Jeff S. Bowman, Paul Wilson, John F. Organ

Biological Sciences: Faculty Publications

Species must acclimate, shift their distributions, or adapt in place in response to anthropogenic climate change. Populations at low-latitude trailing edges of species distributions typically experience thermal conditions closest to the upper limit of their thermoregulatory capacity. Landscape and functional genomic approaches provide quantitative measures of risk and adaptive capacity which can inform and prioritize conservation actions. Using low-coverage whole genomes from Canada lynx (Lynx canadensis), we characterized population genomic structure and identified putatively adaptive loci using genotype-environment association analyses across the eastern extent of their distribution. We detected genetic breaks across two previously identified biogeographical barriers, the St. Lawrence …

Genome And Transcriptome-Wide Analyses Identify Multiple Candidate Genes And A Significant Polygenic Contribution In Bicuspid Aortic Valve, Sébastien Thériault, Jacob A Holdcraft, Dinara Sharipova, Adèle Faucherre, Radoslaw M Debiec, Gina M Peloso, Baravan Al-Kassou, Sary Aranki, Elena Ashikhmina Swan, Andrea Ballotta, Michele Bellino, Hanna M Björck, Anne Sophie Boureau, Peter S Braund, François Corriveau, François Dagenais, Lasse Folkersen, Amalia Forte, Michael D Francke, Alessandro Frigiola, Svetlana Gorbatov, Dongchuan Guo, Karam M Habchi, Mahyar Heydarpour, Eric M Isselbacher, Chris Jopling, Fabien Laporte, Solena Le Scouarnec, Zhonglin Li, Peter Lichtner, Carlo Maj, Hasanga D Manikpurage, Christopher P Nelson, Thy B Nguyen, Russell A Norris, Chin Siang Ong, Philippe Pibarot, Tanmoy Roychowdhury, Berardo Sarubbi, Floriane Simonet, Thoralf Sundt, Ida Surakka, Idit Tessler, Cristen J Willer, Susanne Wittmann, Bo Yang, Igor Berezovets, Stefanie A Doppler, Martina Dreßen, Katharina Knoll, Thomas Puehler, Heribert Schunkert, Jean-François Avierinos, Malenka M Bissell, Aidan P Bolger, Yohan Bossé, Eduardo Bossone, María Brion, Rodolfo Citro, Carlo De Vincentiis, G Michael Deeb, Alessandro Della Corte, Christian Dina, Ronen Durst, Stephan Ensminger, Per Eriksson, Arturo Evangelista, Anders Franco-Cereceda, Dan Gilon, Betti Giusti, Simon L Hetherington, Gordon S Huggins, Markus Krane, Thierry Le Tourneau, Giuseppe Limongelli, Patrick Mathieu, David Messika-Zeitoun, Hector I Michelena, Dianna Milewicz, Jochen D Muehlschlegel, David R Murdock, Georg Nickenig, Stefano Nistri, Markus M Nöthen, Francesca Pluchinotta, Siddharth K Prakash, Nilesh J Samani, Jean-Jacques Schott, Tom R Webb, Stéphane Zaffran, Salim Abdelilah-Seyfried, Kim Eagle, Johannes Schumacher, Teresa Trenkwalder, Simon Body

Faculty, Staff and Student Publications

Background: Bicuspid aortic valve (BAV) is a frequent congenital heart defect with a high heritability. Despite this, only a limited number of genes have been associated with the disease, and the molecular mechanisms remain unexplained in most cases. This study aimed to further understand the genetic architecture of BAV.

Methods: A genome-wide association study meta-analysis including 9631 cases among 65 677 participants was performed. Genes were prioritized using transcriptomic analyses based on RNA sequencing in relevant tissues, including human fetal and adult aortic valves. The impact of the knockdown or knockout of 4 candidate genes on cardiac development was verified …

What Is Happening In The World Today And Why: Humanity’S Evolving Consciousness And The Role Of Archetypal Energies As Guides During An Unfolding Weeding Out And Alignment Process, Carroy U. Ferguson

Psychology Faculty Publication Series

What is happening in the world today and why? Humanity is evolving its consciousness at individual and collective levels. Given these seemingly tumultuous times, as of this writing (January 2026), to make such a statement may sound like a strange thing to say. However, I suggest that if you are alive today and if you are reading these words, these are the very times for which you were born--to assist Humanity as it evolves its consciousness with your unique gifts, whatever they may be. That is, this period of our individual and collective human being-ness may be characterized as an …

Identification Of A Cytokine Biomarker For Prognostic Modeling Of Breast Cancer-Related Lymphedema, Alison J Wu, Neil Lin, Jie Su, Cherie Lin, Madison-Shira Hossack, Wei Shi, Farnoosh Abbas-Aghababazadeh, Wei Xu, Benjamin Haibe-Kains, Simona F Shaitelman, Melissa B Aldrich, Fei-Fei Liu, Jennifer Y Y Kwan

Faculty, Staff and Student Publications

Lymphedema is a chronic complication of breast cancer treatment, and early intervention is crucial to reduce morbidity. This study evaluated the role of blood-based cytokine biomarkers in the prognostication of breast cancer-related lymphedema (BCRL) to improve risk prediction. A secondary analysis of inflammatory biomarkers for BCRL was performed using a previously published cohort of 147 breast cancer patients who had undergone serum cytokine profiling during their treatment at the Princess Margaret Cancer Centre from 2010-2014. Prognostic cytokine variables for lymphedema were selected by regression analysis and independence from known clinical risk factors. Regression-based modeling was employed to integrate prognostic variables …

Microplastic Contamination In Longfin Squid (Doryteuthis Pealeii) From The Florida Gulf Coast: Evidence Of Marine Based Pollution, Jordan Kleinschmidt Dilena

USF Tampa Graduate Theses and Dissertations

Microplastic contamination is a pervasive global issue, yet its impact on ecologically significant cephalopod populations remains poorly understood. This study quantified microplastic prevalence and distribution in longfin squid (Doryteuthis pealeii), a key trophic link in the Gulf of Mexico. Following hydrogen peroxide digestion of digestive tract and mantle tissues, microplastics were isolated via vacuum filtration and characterized using microscopy. Fourier-transform infrared (FTIR) spectroscopy confirmed polymer identities. Microplastic contamination was exceptionally high, with 96.4% of individuals containing particles (mean = 36.6 ± 20.0 particles per individual, range = 0–94, n = 110 squid). From 4,072 total particles analyzed, fragments dominated (98.3%), …

Green Technology: A Systematic Review Of Ai And Iot Solutions For A Sustainable Future, Nesma Abd El-Mawla, Mohamed A. Berbar, Nawal A. El-Fishawy, Mohamed A. El-Rashidy, Mahmoud Badawy

Mansoura Engineering Journal

Green technology offers a solution to the pressing environmental crisis. It can change the structure and generation of waste so as not to harm the earth, and people can become environmentally friendly. To address complex environmental challenges like climate change and pollution, innovative Artificial Intelligence (A.I.) and Internet of Things (IoT) solutions are essential. These technologies can help optimize resource use, reduce waste, and promote sustainable development. However, it's crucial to balance economic growth, social equity, and environmental protection when implementing green technologies. This survey paper systematically examines the landscape of Green Technology, focusing on its pivotal components: Measures of …

Agricultural Water Management In A Changing Maryland: Stakeholder Experiences And Attitudes Towards Weather Variability, Alternative Water Sources, And Related Factors, Michele Romolini, Alexa C. Siglar, Paul T. Leisnham, Amanda K. Rockler, Masoud Negahban-Azar, Adel Shirmohammadi

Center for Urban Resilience Scholarship

The state of Maryland has experienced significant but commonly overlooked impacts on water quality and quantity. Future climate change is predicted to further reduce water availability, with nontraditional water sources such as treated recycled wastewater (TRW) as one potential way to mitigate impacts. We conducted semi-structured interviews with 17 Maryland stakeholders—including farmers, extension agents, state agency personnel, and academics—to explore their perceptions and experiences with 1) past, existing and future weather variability; 2) freshwater and reusable water use and management in agriculture; and 3) related factors impacting agricultural water management. Qualitative coding of interview transcripts produced 27 categories containing 291 …

The Next Layer: Augmenting Foundation Models With Structure-Preserving And Attention-Guided Learning For Local Patches To Global Context Awareness In Computational Pathology, Muhammad Waqas, Rukhmini Bandyopadhyay, Eman Showkatian, Amgad Muneer, Anas Zafar, Frank R Alvarez, Maricel Corredor Marin, Wentao Li, David Jaffray, Cara Haymaker, John V Heymach, Natalie Vokes, Luisa M Solis Soto, Jianjun Zhang, Jia Wu

Faculty, Staff and Student Publications

Foundation models have emerged as powerful feature extractors in computational pathology. However, they typically omit mechanisms for leveraging the global spatial structure of tissues and the local contextual relationships among diagnostically relevant regions-key elements for understanding the tumor microenvironment. Multiple instance learning (MIL) remains an essential next step following the foundation model, designing a framework to aggregate patch-level features into slide-level predictions. We present EAGLE-Net, a structure-preserving, attention-guided MIL architecture designed to augment prediction and interpretability. EAGLE-Net integrates multi-scale absolute spatial encoding to capture global tissue architecture, a top-K neighborhood-aware loss to focus attention on local microenvironments, and background suppression …

Geochemical Fate Of Lead In Contaminated Residential Soils Following Application Of Amendments For Lead Immobilization, Hadeer Saleh, Washington Braida, Zhiming Zhang, Rupali Datta, Dibyendu Sarkar

Michigan Tech Publications

Background: Lead (Pb) persists in urban soils, where its partitioning among geochemical fractions governs mobility, bioavailability, and human health risk. These fractions are strongly controlled by soil physicochemical properties, necessitating site-specific remediation strategies. Methods: This study developed a site-specific Pb immobilization framework linking amendment selection to soil geochemistry and sustainability considerations. Pb-contaminated residential soils from three U.S. cities, San Antonio (alkaline), Baltimore (acidic), and Detroit (near-neutral), were treated with gypsum, biochar + lime, and alum, respectively. Changes in Pb speciation were tracked using sequential extraction over 7, 30, and 90 days. Results: All amendments significantly reduced exchangeable Pb (F1) and …

What Goals? Which Point? Whose Purpose? A Critical Engagement With Sport Internalism, Francisco Javier Lopez Frias

Kinesiology and Health Science Faculty Publications

In this article, I critique the dominance of internalism in sport philosophy and outline an alternative theoretical framework that integrates internal and external elements while striving to transcend the dichotomous language used to conceptualize sport. The analysis begins by claiming that internalism conflates three fundamental teleological aspects of sport: goals, point, and purposes. I argue that this conflation limits internalism’s ability to explain the complexity of sporting practices. By carefully distinguishing these elements, I illustrate their distinct roles in shaping sport and explore how they interact. I conclude by proposing that the alternative pluralist framework briefly sketched here enables a …