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Colorful Proteins: Engineering A Palette Of Novel Chromoprotein Variants, Blake Olson, Anna Bowman, Kyler Fullmer, Joel Griffitts Mar 2026

Colorful Proteins: Engineering A Palette Of Novel Chromoprotein Variants, Blake Olson, Anna Bowman, Kyler Fullmer, Joel Griffitts

Library/Life Sciences Undergraduate Poster Competition 2026

2nd Place - Poster Design

  • Chromoproteins (CP) are naturally occurring proteins originating from corals or other marine invertebrates that exhibit colors determined by their chromophore region.1
  • CPs have applications as biosensors, teaching tools, and agar art; therefore, there is a need for a wide variety of CPs.2
  • Hypothesis: Editing amino acid residues around the chromophore will change the chromophore’s conformation, leading to a change in color.


Cd6-Knockout Car-T Cells Display Enhanced Cytotoxicity Against Lymphoma Cell Line, Annie Larson, Alka Gaur, Nate Neyman, Collin Mickelson, K. Scott Weber Mar 2026

Cd6-Knockout Car-T Cells Display Enhanced Cytotoxicity Against Lymphoma Cell Line, Annie Larson, Alka Gaur, Nate Neyman, Collin Mickelson, K. Scott Weber

Library/Life Sciences Undergraduate Poster Competition 2026

Chimeric antigen receptor (CAR)-T cells are genetically engineered T cells that target surface antigens on cancer cells, showing remarkable effectiveness in treating blood cancers [1]. However, CAR-T cells are currently not effective in treating solid tumors, as the tumor microenvironment poses physical and metabolic barriers to effective CAR-T cell function. A notable strategy for increasing CAR-T cell cytotoxicity in a tumor microenvironment is knocking out or overexpressing some genes of the T cell.


Image Generation Tools For Teaching And Communication, Evan Rusch, Nat Gustafson-Sundell Mar 2026

Image Generation Tools For Teaching And Communication, Evan Rusch, Nat Gustafson-Sundell

Library Services Publications

Image generation tools can be very handy to create images suited to purpose quickly. We’ve previously presented to librarian audiences our experiments using image generation tools for data illustration – as a supplement to data visualization, such as charts. Recently, we were asked to consider how image generation tools could support open educational resource creation. Although we have tended to focus on data communication, our broad interest has been to explore visual metaphors as a means to capture interest and illuminate concepts. We will demonstrate tools, use cases, prompting, and illustration types. We’ll consider how images can be developed as …


The Waldo Dataset, Mary E. Koone, Rosie Kallie, Vassilis Athisos, Laurel S. Stvan Mar 2026

The Waldo Dataset, Mary E. Koone, Rosie Kallie, Vassilis Athisos, Laurel S. Stvan

Computer Science and Engineering Datasets - Archive

Distinct from the task of predicting the author of a document (authorship attribution), we focus on addressing the issue of how to estimate the similarity between the written language styles of authors. To do so, we present a dataset of metadata derived by asking human annotators, who were presented with three documents, to identify which two were written by the same author and which was written by a different author. The dataset has over 400 such annotations, creating a companion to the Amazon Web Services (AWS) customer review dataset, laying the groundwork for crowdsourcing applications to other natural language processing …


Deep Learning Based Control System For Multi-Zone Hvac Residential Buildings, Mohammad H. Z. Alghalayeeni Mar 2026

Deep Learning Based Control System For Multi-Zone Hvac Residential Buildings, Mohammad H. Z. Alghalayeeni

Mechanical Engineering Theses

Heating, ventilation, and air conditioning (HVAC) systems are major contributors to residential energy consumption. However, most homes continue to rely on single zone thermostat control, which regulates temperature based on a single sensor and cannot account for thermal variations across multiple rooms. This often leads to uneven thermal conditions and inefficient energy use in multi-zone residential buildings. This thesis presents a deep reinforcement learning based approach for improving HVAC zoning control through dynamic airflow distribution. A physics based multi zone thermal model of a residential house was developed to simulate heat transfer processes including conduction, convection, solar and internal heat …


Role Of Wadsley Defects And Cation Disorder To Enhance Monb12O33 Diffusion, Cj Sturgill, Manish Kumar, Nima Karimitari, Iva Millisavljevic, Coby S. Collins, Aaron Hegler, Hsin-Yun Joy Chao, Santosh Kiran Balijepalli, Scott T. Misture, Christopher Sutton, Morgan Stefik Mar 2026

Role Of Wadsley Defects And Cation Disorder To Enhance Monb12O33 Diffusion, Cj Sturgill, Manish Kumar, Nima Karimitari, Iva Millisavljevic, Coby S. Collins, Aaron Hegler, Hsin-Yun Joy Chao, Santosh Kiran Balijepalli, Scott T. Misture, Christopher Sutton, Morgan Stefik

Faculty Publications

Wadsley-Roth (WR) niobates have emerged as high-rate anode materials that can combine rapid ionic diffusion with good electronic conductivity. WR compounds have been defect-enhanced by limited annealing, however, such materials often contain multiple types of defects. In particular, both Wadsley defects (variable block size) and transition metal disorder have the potential to modify transport rates, however the corresponding effects are not well understood mechanistically. Here, MoNb12O33 (MNO) was calcined at two different temperatures to compare a defect-rich condition (MNO-800) with a proximal order-rich condition (MNO-900) as assessed through XRD, XANES, EXAFS, and STEM characterizations. Galvanostatically cycled lithium half cells of …


Rubber Dams In Sustainable Water Resource Management: A Comprehensive Review Of Applications, Benefits, And Future Directions, Layth Abdulameer, Khabeer Al-Awad, Nazira Dzhumagulova, Ahmed N. Al-Dujaili, Nurbol Tileuberdi Mar 2026

Rubber Dams In Sustainable Water Resource Management: A Comprehensive Review Of Applications, Benefits, And Future Directions, Layth Abdulameer, Khabeer Al-Awad, Nazira Dzhumagulova, Ahmed N. Al-Dujaili, Nurbol Tileuberdi

Warith Scientific Journal of Engineering and Technology

Water scarcity and flooding are serious universal problems, which are aggravated by population growth, urbanization, and climate change, and which today impact over 2 billion people with a loss of economic value of about 100 billion dollars in 2020 alone. As inflatable hydraulic constructions constructed using reinforced materials, rubber dams have become an effective technology in controlling water flow and storage within rivers, lakes, and reservoirs. The analysis demonstrates that the proportion of the current literature in the analysis is that 76% of the literature is general design and that only 24% consider any case study, with a large percentage …


Decision Making Processes Of Adolescent Women About Entering Intimate, Long-Term Romantic Relationships, Jeannie Miller Mar 2026

Decision Making Processes Of Adolescent Women About Entering Intimate, Long-Term Romantic Relationships, Jeannie Miller

Walden Dissertations and Doctoral Studies

There is a high rate of women in their late 20s and early 30s that are in destructive relationships, many because of decisions that were made during adolescence . Little research has focused on understanding the decision making process of entering intimate, long-term romantic relationships from the viewpoint of adult women in their late 20s through 30s who made that decision during adolescence. This phenomenological study allowed for a greater understanding of adolescent decision making, specifically about entering intimate, long-term romantic relationships. The research questions were (a) What are the lived experiences of young women as they enter intimate, long-term …


2026-03-26 Message From The President, Morehead State University. Office Of The President. Mar 2026

2026-03-26 Message From The President, Morehead State University. Office Of The President.

Staff Congress Records

Message sent on March 26, 2026 by the President to the campus community regarding upcoming dates of importance, congratulatory recognitions, State budget and campus personnel updates.


Usa V. Hunter Anderson Mar 2026

Usa V. Hunter Anderson

2026 Decisions

USDC for the Middle District of Pennsylvania


Pdxscholar Annual Report 2025, Julia Stone, Bertrand Robinson, Stacey Schlatter, Carolee Harrison Mar 2026

Pdxscholar Annual Report 2025, Julia Stone, Bertrand Robinson, Stacey Schlatter, Carolee Harrison

Library Faculty and Staff Publications and Presentations

This PDXScholar Annual Report covers the period between January 1, 2025, and December 31, 2025. This report demonstrates PDXScholar’s continued impact through readership data, new and growing collections, and comments and feedback from our users.


Hawk's Herald -- March 26, 2026, Roger Williams University Mar 2026

Hawk's Herald -- March 26, 2026, Roger Williams University

Hawk's Herald

No abstract provided.


Spartan Daily, March 26, 2026, San Jose State University, School Of Journalism And Mass Communications Mar 2026

Spartan Daily, March 26, 2026, San Jose State University, School Of Journalism And Mass Communications

Spartan Daily, 2026

Volume 166, Issue 28


2026-03-26 Faculty Senate Newsletter, Morehead State University. Faculty Senate. Mar 2026

2026-03-26 Faculty Senate Newsletter, Morehead State University. Faculty Senate.

Faculty Senate Records

Faculty Senate newsletter from March 26, 2026.


Temporally Modulated Acoustic Environment Alters Inferior Colliculus Tonotopy And Improves Neural Gap Encoding In Aged Cba/Caj Mice, Luis Franco-Waite Mar 2026

Temporally Modulated Acoustic Environment Alters Inferior Colliculus Tonotopy And Improves Neural Gap Encoding In Aged Cba/Caj Mice, Luis Franco-Waite

USF Tampa Graduate Theses and Dissertations

Age-related hearing loss (ARHL) is an omnipresent and progressive decline of hearing that occurs later in life and affects a significant majority of the aged population. While the current accommodations for hearing loss focus on improving comfort and quality of life, they do not address the underlying neural aspects of ARHL. A novel approach for treatment is the augmented acoustic environment (AAE) which utilizes the innate plasticity of the nervous system in response to the external environment. The work presented here documents the research performed on passive noise exposures which target neural aspects in animal models of age-related hearing loss. …


Virtual Humans In Virtual Reality: A Scoping Review On Sociability, Fidelity, And Expression, J K Sangeeth Chandran, Marisa Llorens Salvador, Cathy Ennis Mar 2026

Virtual Humans In Virtual Reality: A Scoping Review On Sociability, Fidelity, And Expression, J K Sangeeth Chandran, Marisa Llorens Salvador, Cathy Ennis

Articles

Introduction:

Virtual reality (VR) systems have evolved significantly over the past decade, enabling immersive experiences with enhanced realism and interactivity. This has motivated an interest in socially oriented applications. As user proxies, Virtual Humans (VHs) play essential roles in such applications. However, despite technological advancements, achieving realistic, expressive, and socially responsive VHs continues to present design and implementation challenges. In this scoping review, we present the state-of-the-art of VR VHs, examining the impact of VHs on the user experience.

Methodology:

We reviewed 59 papers retrieved from five databases across three core themes: the implementation and impact of VH facial expressions, …


2026-03-26 Faculty Senate Meeting Minutes, Morehead State University. Faculty Senate. Mar 2026

2026-03-26 Faculty Senate Meeting Minutes, Morehead State University. Faculty Senate.

Faculty Senate Records

Faculty Senate meeting minutes from March 26, 2026.


Curriculum For A Two Semester Calculus Course Specializing In Life Science And Data Science, Patrick Mcclain Mar 2026

Curriculum For A Two Semester Calculus Course Specializing In Life Science And Data Science, Patrick Mcclain

LSU Master's Theses

Traditionally, introductory calculus has been designed for engineering and physics students, often leaving students majoring in data science or life sciences with a curriculum that lacks professional relevance and is overly reliant on problems that focus on computational fluency. This thesis proposes a two-semester sequence, called MATH 153X and MATH 154X, specifically tailored for the Louisiana State University (LSU) Dual Enrollment program and university-level data science and life sciences majors. By integrating modern computational tools—such as symbolic calculators and artificial intelligence (AI) tools—the proposed curriculum shifts the pedagogical focus from procedural symbolic manipulation toward conceptual literacy.

Through a series …


Donor Sex And Platelet Storage Change The Therapeutic Effects Of Platelet-Derived Extracellular Vesicles On Endothelium, Mandeep Kaur, Malvika Gupta, Sowmya Shree Gopal, Charles E. Wade, Jessica C. Cardenas, Amit K. Srivastava Mar 2026

Donor Sex And Platelet Storage Change The Therapeutic Effects Of Platelet-Derived Extracellular Vesicles On Endothelium, Mandeep Kaur, Malvika Gupta, Sowmya Shree Gopal, Charles E. Wade, Jessica C. Cardenas, Amit K. Srivastava

Cardeza Foundation for Hematologic Research

Platelet-derived extracellular vesicles (PEVs) play an active role in vascular protection and repair and are being explored as a viable alternative to platelet therapy. Because platelet function and stability are shaped by donor sex and storage conditions, these same factors are likely to influence the PEVs they release. Understanding these influences is key to developing PEVs into a safe and dependable therapeutic option. In this study, we investigated how donor sex and platelet storage affect the therapeutic properties of PEVs. To address this, PEVs were isolated from platelets of healthy male and female donors. Platelets were either processed immediately after …


What Factors Influence Health Professions Trainees’ Preferences For Employment In Rural Appalachia? A Qualitative Study To Inform The Design Of A Discrete Choice Experiment, Chris Gillette, Jan Ostermann Ph.D., Aylin A. Aguillar, Sarah O'Neal, Chris Everett, Dawn Caviness, Esita Patel, Laiton Steele, Dawn Goel, Quazi Minhaz Tabassum Mar 2026

What Factors Influence Health Professions Trainees’ Preferences For Employment In Rural Appalachia? A Qualitative Study To Inform The Design Of A Discrete Choice Experiment, Chris Gillette, Jan Ostermann Ph.D., Aylin A. Aguillar, Sarah O'Neal, Chris Everett, Dawn Caviness, Esita Patel, Laiton Steele, Dawn Goel, Quazi Minhaz Tabassum

Faculty Publications

Optimizing the geographic allocation of health care providers has the potential to improve health care access and health outcomes for rural populations. To inform the design of a discrete choice experiment (DCE) survey to elicit health professions trainees' preferences for rural practice, this formative research aimed to: (1) elicit factors that influence job selection among health profession trainees, including medical residents physician assistant (PA) and nurse practitioner (NP) students, (2) identify how these trainees evaluate trade-offs for rural job placement and (3) inform attribute selection for inclusion into a future DCE to identify health professions trainees’ preferences for rural practice. …


Assessing Type 2 Diabetes Mellitus, Christine A. Mccaulay Mar 2026

Assessing Type 2 Diabetes Mellitus, Christine A. Mccaulay

Walden Dissertations and Doctoral Studies

This Doctor of Nursing Practice capstone project presents the development and evaluation of a clinical practice guideline (CPG) for the assessment and management of Type 2 Diabetes Mellitus in adults. The project addresses the ongoing challenge of diabetes-related complications and hospitalizations, highlighting the critical role of personalized patient education and the integration of smartphone technology for home monitoring. Central to this initiative was the question of whether an expert panel would endorse an evidence-based guideline for diabetes monitoring using innovative technology, as evaluated by the AGREE II tool. A robust review of the literature supported the guideline’s development, with high-quality …


Translating The Book Of Mormon Into Spanish: A Case Study Of The Translation Of Sacred Texts, Gabriel González Núñez Mar 2026

Translating The Book Of Mormon Into Spanish: A Case Study Of The Translation Of Sacred Texts, Gabriel González Núñez

Writing and Language Studies Faculty Publications

The translation of sacred texts is one of the oldest forms of translation, one which has helped develop our understanding of what translation is. Even so, the question arises as to whether there is anything particularly distinctive about translating sacrality. On the one hand, it can be argued that translating sacred texts is just like translating any other historical or cultural texts (Naudé, 2010). On the other hand, it can be argued that the translation of sacred texts deserves its own category because, for some members of the population, these texts play a special role (Long, 2013). This study seeks …


Rethinking How The United States And Mexico Share The Colorado River, Eric Kuhn, Anne Castle, Carlos De La Parra, John Fleck, Jack Schmidt, Kathryn Sorensen, Katherine Tara Mar 2026

Rethinking How The United States And Mexico Share The Colorado River, Eric Kuhn, Anne Castle, Carlos De La Parra, John Fleck, Jack Schmidt, Kathryn Sorensen, Katherine Tara

The Traveling Wilburys of the Colorado River

Since 1945, the United States and Mexico have managed common interests on their two largest shared rivers systems, the Colorado and the Rio Bravo/Rio Grande, under the terms of the 1944 international treaty that was designed from the beginning with tools to adapt to changing hydrologic and societal conditions. A recent emergency agreement on the Rio Bravo/Rio Grande illustrates what is possible, and with old river management rules on the Colorado both within the United States and between the United States and Mexico about to expire, we are at a moment of opportunity for meaningful change. The core problem on …


Towards Understanding Robust Neural Coding Through Representational Geometry, Zeyuan Ye Mar 2026

Towards Understanding Robust Neural Coding Through Representational Geometry, Zeyuan Ye

Arts & Sciences Graduate Student Theses and Dissertations

Neural activity is high-dimensional and variable, yet animals represent information robustly. This thesis studies the origins of such robustness through the lens of representational geometry and deep neural network modeling. From a geometric perspective, population responses concentrate near smooth manifolds embedded in a high-dimensional state space. To infer these manifolds from noisy data and quantify their geometric properties, we develop a statistical method based on Gaussian processes and kernel regression (GKR). Applying GKR to simultaneously recorded grid-cell population activity during open-field navigation, we show that increasing running speed expands a torus-like representational manifold and improves spatial decodability. Thus, despite faster …


An Integrated Germline And Somatic Genomic Model For Coronary Artery Disease, Xiong Yang, Min Seo Kim, Xinyu Zhu, Md Mesbah Uddin, Tetsushi Nakao, So Mi Jemma Cho, Satoshi Koyama, Tingfeng Xu, Laurens F Reeskamp, Rufan Zhang, Zhaoqi Liu, Yunga A, Paul S De Vries, Ramachandran S Vasan, Eric Boerwinkle, Alanna C Morrison, Bruce M Psaty, Russell P Tracy, Susan R Heckbert, Michael H Cho, Jeong H Yun, Nicholette D Palmer, Donald W Bowden, Joanne M Murabito, Daniel Levy, Nancy L Heard-Costa, George T O'Connor, Lewis C Becker, Brian G Kral, Lisa R Yanek, Laura M Raffield, Bertha Hidalgo, Jerome I Rotter, Stephen S Rich, Kent D Taylor, Wendy S Post, Charles Kooperberg, Alexander P Reiner, Braxton D Mitchell, Sharon L R Kardia, Jennifer A Smith, Patricia A Peyser, Lawrence F Bielak, Dong Keon Yon, Hong-Hee Won, Donna K Arnett, Albert V Smith, Stacey B Gabriel, Patrick T Ellinor, Nhlbi Trans-Omics For Precision Medicine (Topmed) Consortium, Pradeep Natarajan, Minxian Wang, Akl C Fahed Mar 2026

An Integrated Germline And Somatic Genomic Model For Coronary Artery Disease, Xiong Yang, Min Seo Kim, Xinyu Zhu, Md Mesbah Uddin, Tetsushi Nakao, So Mi Jemma Cho, Satoshi Koyama, Tingfeng Xu, Laurens F Reeskamp, Rufan Zhang, Zhaoqi Liu, Yunga A, Paul S De Vries, Ramachandran S Vasan, Eric Boerwinkle, Alanna C Morrison, Bruce M Psaty, Russell P Tracy, Susan R Heckbert, Michael H Cho, Jeong H Yun, Nicholette D Palmer, Donald W Bowden, Joanne M Murabito, Daniel Levy, Nancy L Heard-Costa, George T O'Connor, Lewis C Becker, Brian G Kral, Lisa R Yanek, Laura M Raffield, Bertha Hidalgo, Jerome I Rotter, Stephen S Rich, Kent D Taylor, Wendy S Post, Charles Kooperberg, Alexander P Reiner, Braxton D Mitchell, Sharon L R Kardia, Jennifer A Smith, Patricia A Peyser, Lawrence F Bielak, Dong Keon Yon, Hong-Hee Won, Donna K Arnett, Albert V Smith, Stacey B Gabriel, Patrick T Ellinor, Nhlbi Trans-Omics For Precision Medicine (Topmed) Consortium, Pradeep Natarajan, Minxian Wang, Akl C Fahed

Faculty, Staff and Student Publications

Multiple germline and somatic genomic factors are associated with risk of coronary artery disease, but there is no single measure of risk that integrates all information from a DNA sample. To address this gap, we develop an integrated genomic model that includes six germline and somatic genetic drivers for coronary artery disease, including polygenic risk score, genetically-proxied proteomic/metabolomic risk scores, and clonal hematopoiesis of indeterminate potential. We evaluated its predictive power in the UK Biobank (N = 391,536), and validate it using data from the TOPMed program (N = 34,177). The 10-year coronary artery disease risk based on the integrated …


Empowering College Students With Generative Ai Literacy In Higher Education, Kay Coates, Lili Li Mar 2026

Empowering College Students With Generative Ai Literacy In Higher Education, Kay Coates, Lili Li

University Libraries: Faculty Presentations

This paper engages in a discussion about how to enhance excellence in teaching, learning, and research in higher education by leveraging the capabilities and adoption of generative AI. Based on college-level teaching practices at Georgia Southern University, it identifies 5 generative AI tools that can potentially augment college students' critical thinking, decision-making, and problem-solving skills.


Identity Restoration Theory: Reclaiming Cultural Identity As A Pathway To Reintegration, Sigifredo Castell Britton Mar 2026

Identity Restoration Theory: Reclaiming Cultural Identity As A Pathway To Reintegration, Sigifredo Castell Britton

Journal of Social, Behavioral, and Health Sciences

This article introduces Identity Restoration Theory (IRT), a new theoretical framework that explains what formerly incarcerated individuals need to reconnect with disrupted cultural identities as a pathway to reintegration. Grounded in qualitative fieldwork with Raizal ex-offenders and community leaders on San Andrés Island, Colombia, IRT is designed to conceptualize reintegration, not as institutional resettlement, but as a culturally rooted process of re-embedding identity within community and place. The framework delineates five interdependent constructs—cultural memory, place reconnection, narrative repair, communal belonging, and agency activation—that emerged inductively from participant narratives. Anchored in the postcolonial context of an Afro-Caribbean island society, IRT provides …


Who Gets To Be A Teacher? A Postqualitative Inquiry Into Teacher Attrition, Chloe Fann Mar 2026

Who Gets To Be A Teacher? A Postqualitative Inquiry Into Teacher Attrition, Chloe Fann

Electronic Theses and Dissertations Archive

This postqualitative dissertation challenges four decades of assumptions about who counts as a teacher and what it means to leave teaching. Drawing on Deleuze and Guattari's (1987) concept of order-words (i.e., the restrictions and boundaries tied to words through presuppositions), I investigate how the teacher attrition literature has created and maintained teacher as an order-word that establishes specific boundaries around what it means to be a teacher. Through nearly 40 years of repetition across the Teacher Follow-up Survey, grey literature from federal agencies and think tanks, and empirical research, these boundaries have become naturalized, making them feel inevitable rather than …


Pseudonymetry: Real-Time Interference Management System For Accountable And Cooperative Spectrum Sharing Using Embedded Watermarks, Meles Gebreyesus Weldegebriel Mar 2026

Pseudonymetry: Real-Time Interference Management System For Accountable And Cooperative Spectrum Sharing Using Embedded Watermarks, Meles Gebreyesus Weldegebriel

McKelvey School of Engineering Graduate Student Theses & Dissertations

This dissertation presents the design, analysis, and experimental validation of Pseudonymetry, a real-time interference management framework that enables accountable and cooperative spectrum sharing. By embedding lightweight watermarks into secondary-user transmissions, the proposed approach allows devices to be aware of, identify, and respond to interference at the individual transmitter level. This makes it possible to achieve dynamic and safe coexistence between primary and secondary users (PUs & SUs) without requiring data demodulation or additional receiver infrastructure. In this way, the feedback-based mechanism helps close the gap between administrative spectrum coordination and real-time interference enforcement, enabling accountable and privacy-preserving coexistence among heterogeneous …


Exploiting Chaotic Antenna Arrays For Rf Fingerprint Authentication And Physical Layer Security In Wireless Communications, Joshua K. Thomas Ranstrom Mar 2026

Exploiting Chaotic Antenna Arrays For Rf Fingerprint Authentication And Physical Layer Security In Wireless Communications, Joshua K. Thomas Ranstrom

USF Tampa Graduate Theses and Dissertations

Modern wireless networks support a wide range of applications including consumer devices, healthcare monitoring, industrial automation, smart grids, and military platforms, in which transmitted information is often highly sensitive and subject to stringent confidentiality and integrity requirements. As wireless communication operates over an open broadcast medium it exposes systems to physical layer (PHY) threats such as eavesdropping, in which an adversary passively intercepts transmitted information, and spoofing, in which a forged transmission misleads the receiver about device identity. Cryptographic defenses address both threats but require computational assumptions and key management infrastructure that may not scale to dense or resource-constrained deployments. …