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Robust And Uncertainty-Aware Image Classification Using Bayesian Vision Transformer Model, Fazlur Rahman Bin Karim Dec 2023

Robust And Uncertainty-Aware Image Classification Using Bayesian Vision Transformer Model, Fazlur Rahman Bin Karim

Theses and Dissertations

Transformer Neural Networks have emerged as the predominant architecture for addressing a wide range of Natural Language Processing (NLP) applications such as machine translation, speech recognition, sentiment analysis, text anomaly detection, etc. This noteworthy achievement of Transformer Neural Networks in the NLP field has sparked a growing interest in integrating and utilizing Transformer models in computer vision tasks. The Vision Transformer (ViT) model efficiently captures long-range dependencies by employing a self-attention mechanism to transform different image data into meaningful, significant representations. Recently, the Vision Transformer (ViT) has exhibited incredible performance in solving image classification problems by utilizing ViT models, thereby …


Electromagnetic Field Analysis, Materials Characterization, And Advanced Modeling Of Modern Guitar Pickups, Luis Alonso Villarreal Dec 2023

Electromagnetic Field Analysis, Materials Characterization, And Advanced Modeling Of Modern Guitar Pickups, Luis Alonso Villarreal

Theses and Dissertations

This Thesis establishes the foundations of modern guitar pickup theory, enhancing current pickup design by an increase in voltage output, reduction of DC resistance, and a reduction of production costs. This research investigates factors that have received insufficient attention, such as the performance of different magnetic materials, magnet geometry, bobbin geometry, metal effects, etc. An equation to calculate the output of guitar pickups is developed. Additionally, this work constructs a modern pickup using the techniques developed in this thesis incorporating theory and advanced modeling techniques to simulate changes in performance and interactions with different magnetic materials and geometries. The new …


Using Statistical Clustering Of Trajectory Data To Support Analysis Of Subject Movement In A Virtual Environment, Martín Alejandro Galicia Avila Dec 2023

Using Statistical Clustering Of Trajectory Data To Support Analysis Of Subject Movement In A Virtual Environment, Martín Alejandro Galicia Avila

Theses and Dissertations

The rising use of virtual reality software requires new methods of spatiotemporal analysis to enhance the user experience. This investigation is focused on forming clusters from spatiotemporal trajectories within a virtual environment and analyzing them in search of human immersion and behavior insights. The cluster centroids are plotted and analyzed to identify associations with the trajectories and user demographics.


Effects Of The Build Orientation And Support Patterns On The Geometric Accuracy In Printing Parts With Overhang Structure: An Experimental Study, Bala Murali Krishna Mohan Dec 2023

Effects Of The Build Orientation And Support Patterns On The Geometric Accuracy In Printing Parts With Overhang Structure: An Experimental Study, Bala Murali Krishna Mohan

Theses and Dissertations

Additive manufacturing is becoming increasingly popular in industries such as manufacturing due to its ability to use raw materials more efficiently and require less machining than traditional methods(Calignano et al., 2017). However, constructing overhanging structures in additive manufacturing can be challenging, potentially affecting the overall geometric quality of the printed components. The objective of this study was to identify the most effective printing orientation for overhanging designs in Fused Deposition Modeling (FDM) using two different support structures. To achieve this, the researchers used a laser scanner to collect point cloud data and conducted a comparative study to determine the …


Meeting Students’ Needs To Improve Motivation And Higher Academic Achievement In Rio Grande Valley Schools, Tanya Jessica Reyes Dec 2023

Meeting Students’ Needs To Improve Motivation And Higher Academic Achievement In Rio Grande Valley Schools, Tanya Jessica Reyes

Theses and Dissertations

Educational systems are to prepare students for future success in our ever-changing world. Administrators must realize that before a student is willing to learn, crucial needs must be met, especially in low-socioeconomic areas such as the Rio Grande Valley. Some basic needs consist of food and shelter, which are vital for survival. Other needs deal with one’s social and emotional needs that support a child's safety, sense of belonging, and their self-esteem. In this study, focus groups were conducted with sixth, seventh, and eighth grade student participants that gathered the phenomenon of their experiences and their fulfillment of needs …


The Importance Of Emotional Intelligence And Leadership Development In Principal Efficacy, Lorine Olivarez Bazan Dec 2023

The Importance Of Emotional Intelligence And Leadership Development In Principal Efficacy, Lorine Olivarez Bazan

Theses and Dissertations

Recently, public schools have seen an increase in obstacles and challenges in the wake of the COVID-19 pandemic, and school leaders have had to pivot and adjust to meet these ever-changing demands (McLeod & Dulsky, 2021). Principals in today’s schools have had to discover new and innovative ways to successfully lead, motivate and support their school communities. This emerging leadership includes the leader’s ability to utilize emotional intelligence and leadership skills effectively and intentionally.

The purpose of this qualitative study was to take a deeper look at investigating the school principal’s utilization of emotional intelligence and effective leadership skills. This …


Level Of Opportunity For Translanguaging In A One-Way Dual Language Program, Cristina Flores Dec 2023

Level Of Opportunity For Translanguaging In A One-Way Dual Language Program, Cristina Flores

Theses and Dissertations

In the context of language diversity in schools, this research underscores the persistence of monolingual academic standards despite linguistic variety. Bilingual education, historically intertwined with sociopolitical agendas aligning with dominant societal power structures, necessitates a paradigm shift. Bilingual educators must empower students to utilize their complete linguistic repertoire, fostering creative language expression through translanguaging (Sánchez et al., 2018, p.13). This approach challenges superficial language norms, potentially deviating from the standard language codified by a powerful central group.

The study delves into the types of language practices teachers permit, promote, or prohibit and examines teachers' perceptions regarding the constraints of a …


Strategies Community College Mexican American Adult College Algebra Students Use When Graphing Function Transformations, Roxana Pamela Jimenez Dec 2023

Strategies Community College Mexican American Adult College Algebra Students Use When Graphing Function Transformations, Roxana Pamela Jimenez

Theses and Dissertations

This qualitative case study pursued to describe the different strategies Mexican American adult students in a local community college used to graph function transformations. Participants in the study were purposefully selected using a criterion sampling to ensure participants were atypical, above average students between the ages 18-22, and had a final course average of 89.5-100 in College Algebra. Three research questions were examined 1) In what ways do Mexican American adult college students graph a function transformation? 2) Which strategies do students implement when graphing a function transformation? Qualitative research methods using think aloud semi-structured interviews were used in this …


A Combinatorial Proof Of Supercranks For Partitions With A Fixed Number Of Parts, Jacob J. Gutierrez Dec 2023

A Combinatorial Proof Of Supercranks For Partitions With A Fixed Number Of Parts, Jacob J. Gutierrez

Theses and Dissertations

In a previous paper by Eichhorn and Kronholm, a selection of supercranks for p(n,m) was established by generating functions. In this paper we will reprove this result with combinatorial witnesses for the selection of supercranks via integer lattice points.


Attitudes Towards Mathematics Of Developmental Mathematics Students In A Community College, Benjamin Ortiz Dec 2023

Attitudes Towards Mathematics Of Developmental Mathematics Students In A Community College, Benjamin Ortiz

Theses and Dissertations

Reformations to developmental mathematics aim to remove barriers for students entering higher education. Challenges like costly multi-course sequences and high failure rates prohibit students’ access to college-level math courses and prevent degree or certification completion. Understanding factors that foster student success is critical to increase student success. This study focuses on students’ attitudes towards mathematics, utilizing the novice-expert continuum through Code et al.’s Mathematical Attitude and Perceptions Survey (MAPS) instrument. Student expertise scores, including all MAPS dimensions and specific dimension scores, were assigned. Kruskal-Wallis Rank-Sum tests identified differences in student populations by course and attitude dimension. …


Case Studies Of Algebra 1 Teachers Selection And Implementation Of Mathematics Tasks Toward Situated Learning, Luis Román Sauceda Dec 2023

Case Studies Of Algebra 1 Teachers Selection And Implementation Of Mathematics Tasks Toward Situated Learning, Luis Román Sauceda

Theses and Dissertations

Mathematical tasks are vital in active learning, especially in situated learning. Adequate selection and appropriate implementation of tasks are steps toward success in engaging students for active learning. This study explored how a professional development (PD) workshop influences teacher participants’ capabilities in selecting, redesigning, implementing, and reflecting on mathematical tasks to promote situated and active learning. The teacher participants were Algebra 1 teachers from a South Texas secondary school. During the workshop, participants developed and implemented activities after being shown situated learning strategies to promote student-centered learning. They were required to design hypothetical dialogues to simulate their class practice before …


Quasipolynomials And The Unimodality Of Gaussian Polynomials, Paul Marsh Dec 2023

Quasipolynomials And The Unimodality Of Gaussian Polynomials, Paul Marsh

Theses and Dissertations

We illustrate a method to prove the unimodality of Gaussian polynomials ${N+m \brack m}$ for $m = 5$ and $6$, building upon Dr. Brandt Kronholm's work, which proved unimodality for $m = 2,3,$ and $4$. Our approach involves viewing coefficients $p(n,m,N)$ of Gaussian polynomials $N+m \brack m$ based on how far away $n$ is from the central coefficient $p(\lfloor\frac{mN}{2}\rfloor,m,N)$ and then creating generating functions for those coefficients. We then take the difference of neighboring generating functions and change those generating functions into quasipolynomials to verify that their coefficients are non-negative. While the generalization of these generating functions for the coefficients …


An Automatic Solver For Optimal Control Problems, Marcel Efren Benitez Dec 2023

An Automatic Solver For Optimal Control Problems, Marcel Efren Benitez

Theses and Dissertations

Optimal control theory is a study that is used to find a control for a dynamical system over a period of time such that a objection function is optimized. In this study we will be looking at optimal control problems for ordinary differential equations or ODEs and see that we can use an automatic solver using the forward-backward sweep using Matlab to solve for them from an 1 dimension to bounded cases and to nth dimension cases.


Mathematical Evaluation Of Ulnar Nerve Somatosensory Evoked Potentials (Sseps), Maribel Carmen Gomez Dec 2023

Mathematical Evaluation Of Ulnar Nerve Somatosensory Evoked Potentials (Sseps), Maribel Carmen Gomez

Theses and Dissertations

As the number of individuals suffering with low back and neck pain rises, we find people undergoing spinal procedures more often. In means, of safeguarding the patient and their neurological structures during the procedure intraoperative neuro-physiological monitoring (I.O.M) has been more widely used amongst surgeons orthopedic and neuro alike. During these procedures, a modality widely used for both low back and neck surgery is somatosensory evoked potentials (SSEPs). The aim of neuro-technicians is to obtain a baseline waveform that can be considered present and reliable. When obtaining SSEPs the technician can encounter obstacles with ’noisy’ wave-forms due to …


Addressing Engagement: Student Perceptions Of Meaningful Gamification In Online Courses, Jessica M. Sanchez-Barrera Dec 2023

Addressing Engagement: Student Perceptions Of Meaningful Gamification In Online Courses, Jessica M. Sanchez-Barrera

Theses and Dissertations

Although there is high enrollment in online college courses, there are concerns about student engagement (Martin & Bolliger, 2018; Dumford & Miller, 2018). Gamification has been shown to have the potential to improve student engagement. The purpose of the study was to describe how academic student engagement is impacted by Nicholson’s Meaningfully Gamified online course compared to traditionally taught online course. An embedded multiple case study research design was employed using self-determination theory as the theoretical framework to measure engagement. The theory constructs analyzed were autonomy, competence, relatedness, and student engagement. The research was conducted …


A Case Study Of Student And Faculty Experiences In A High-Achieving Early College High School Along The Texas-Mexico Border, Kelly Louis Stuart Dec 2023

A Case Study Of Student And Faculty Experiences In A High-Achieving Early College High School Along The Texas-Mexico Border, Kelly Louis Stuart

Theses and Dissertations

This study explores the high academic achievement of Excelencia Early College High School (EECHS), located along the Texas-Mexico border. An open-enrollment public school, EECHS serves students who are characteristic of the lower Rio Grande Valley. These include students of low socioeconomic backgrounds, minorities, first-generation, and those typically underserved by higher education. Over two years, seven student focus-group interviews and fifteen faculty personal interviews were conducted. These interviews addressed key research questions such as: What are the lived experiences of students and faculty at this high-achieving school? What motivates students to overcome challenges and …


Postsecondary Students With Disabilities: Predictors Of Academic Performance/Gpa, Uzoamaka Barbara Okori Dec 2023

Postsecondary Students With Disabilities: Predictors Of Academic Performance/Gpa, Uzoamaka Barbara Okori

Theses and Dissertations

The determination of people with disabilities to enroll in postsecondary education did not remove the struggles and challenges of adjusting to the college environment despite the provisions of the legislation. Students with disabilities still had problems with degree completion, graduation rates, barriers caused primarily by their unwillingness to disclose their disabilities, and the support networks of these students. This study explores the relationship between the acceptance of disability, self-efficacy, support, and the academic performance/grade point average of postsecondary students with disabilities who receive disability accommodations through their institution’s disability service offices.

Although there has been an increase …


The Curious Tension Between Fish And Game Conservation Officers And The Fourth Amendment, Thomas White Dec 2023

The Curious Tension Between Fish And Game Conservation Officers And The Fourth Amendment, Thomas White

Criminal Justice Faculty Publications

Based on principles of federalism, states as well as the federal government address the powers and duties of fish and wildlife conservation officers (hereafter referred to generally as “conservation officers”) in a variety of ways, a significant number of which appear to have Fourth Amendment ramifications. Many states require their conservation officers to have probable cause, with or without a search warrant, to engage in search activity. Since this is the standard employed for reviewing the reasonableness of the actions of ordinary law enforcement officers, these states’ legal requirements for searching hunters and anglers do not implicate Fourth Amendment concerns. …


Being A Trafficked Teacher: An Asiancrit Autoethnography Exploring The Exploitation Of Filipino Migrant Teachers In Louisiana, Christopher R. Jose Dec 2023

Being A Trafficked Teacher: An Asiancrit Autoethnography Exploring The Exploitation Of Filipino Migrant Teachers In Louisiana, Christopher R. Jose

Theses and Dissertations

The purpose of this autoethnographic study is to critically explore the lived curriculum of Filipino migrant teachers trafficked by a Louisiana school district using the theoretical lens of AsianCrit. Using the different tenets of AsianCrit, this study wrestles with the injustices of this lived curriculum as connected to a broader set of hegemonic curricular experiences and demonstrates the ways such injustice still permeates the lived curriculum of migrant teachers. It explores its discussion on critical race theory in education, migrant teachers and human trafficking in the United States. This study shares the effects of human trafficking of teachers and the …


How An Instructor's Noticing For Equity Can Foster Students' Sense Of Belonging And Mathematical Confidence, Sthefania Espinosa Dec 2023

How An Instructor's Noticing For Equity Can Foster Students' Sense Of Belonging And Mathematical Confidence, Sthefania Espinosa

Theses and Dissertations

There are many aspects a teacher can notice inside the mathematics classroom, and the more a teacher notices, the more difficult it is to teach. In this study, I particularly focus on noticing for equity, which describes the role of the teacher in attending to students’ mathematical thinking through an equity lens that can allow the instructor to notice the aspects of classroom mathematical activity that can make students feel less or more empowered in their mathematical practices (van Es et al., 2017). There exists few research about how students perceive their instructor’s effort to promote equity and …


Chemical Investigation Of Dichloromethane Extract Of Aloe Vera Peels: An Agricultural Waste, Nazmul Huda Dec 2023

Chemical Investigation Of Dichloromethane Extract Of Aloe Vera Peels: An Agricultural Waste, Nazmul Huda

Theses and Dissertations

Aloe barbadensis Miller, commonly called Aloe Vera, is a widely popular succulent plant species cultivated across subtropical regions worldwide from India to the Tex-Mex border. Besides its historical uses, Aloe juice has garnered attention as a potential remedy for various ailments, particularly in treating various skin conditions and facilitating wound recovery, including obesity, diabetes, hepatitis, Crohn's disease, and ulcerative colitis. Regrettably, the agricultural practice following sap extraction involves discarding Aloe vera peels, constituting agricultural waste. As part of our continuous research on extraction, isolation, separation, and spectral characterization of value-added chemicals present in waste botanicals herein, …


Fledge: Ledger-Based Federated Learning Resilient To Inference And Backdoor Attacks, Jorge Castillo, Phillip Rieger, Hossein Fereidooni, Qian Chen, Ahmad Sadeghi Dec 2023

Fledge: Ledger-Based Federated Learning Resilient To Inference And Backdoor Attacks, Jorge Castillo, Phillip Rieger, Hossein Fereidooni, Qian Chen, Ahmad Sadeghi

Informatics and Engineering Systems Faculty Publications

Federated learning (FL) is a distributed learning process that uses a trusted aggregation server to allow multiple parties (or clients) to collaboratively train a machine learning model without having them share their private data. Recent research, however, has demonstrated the effectiveness of inference and poisoning attacks on FL. Mitigating both attacks simultaneously is very challenging. State-of-the-art solutions have proposed the use of poisoning defenses with Secure Multi-Party Computation (SMPC) and/or Differential Privacy (DP). However, these techniques are not efficient and fail to address the malicious intent behind the attacks, i.e., adversaries (curious servers and/or compromised clients) seek to exploit a …


An Econometric Modeling Of Price Support: The Bitcoin Case, Levent Kutlu Dec 2023

An Econometric Modeling Of Price Support: The Bitcoin Case, Levent Kutlu

School of Economics and Finance Faculty Publications

In technical analysis, price support plays an important role. In line with the stochastic frontier analysis, we present a formal model to estimate the bottom price support for a stock or cryptocurrency. As an example, we examine Bitcoin's bottom price.


Wallaby Pre-Pilot Survey: Ultra-Diffuse Galaxies In The Eridanus Supergroup, B.-Q. For, K. Spekkens, L. Staveley-Smith, K. Bekki, A. Karunakaran, B. Catinella, Bärbel S. Koribalski, K. Lee-Waddell, Juan P. Madrid, C. Murugeshan Dec 2023

Wallaby Pre-Pilot Survey: Ultra-Diffuse Galaxies In The Eridanus Supergroup, B.-Q. For, K. Spekkens, L. Staveley-Smith, K. Bekki, A. Karunakaran, B. Catinella, Bärbel S. Koribalski, K. Lee-Waddell, Juan P. Madrid, C. Murugeshan

Physics & Astronomy Faculty Publications

We present a pilot study of the atomic neutral hydrogen gas (H I) content of ultra-diffuse galaxy (UDG) candidates. In this paper, we use the pre-pilot Eridanus field data from the Widefield ASKAP L-band Legacy All-sky Blind Survey to search for H I in UDG candidates found in the Systematically Measuring Ultra-diffuse Galaxies survey (SMUDGes). We narrow down to 78 SMUDGes UDG candidates within the maximum radial extents of the Eridanus subgroups for this study. Most SMUDGes UDGs candidates in this study have effective radii smaller than 1.5 kpc and thus fail to meet the defining size threshold. We …


Teaching Introductory Physics In The Context Of Personal And Societal Issues Of The Covid-19 Pandemic, Guang Zeng, Liang Zeng Dec 2023

Teaching Introductory Physics In The Context Of Personal And Societal Issues Of The Covid-19 Pandemic, Guang Zeng, Liang Zeng

Physics & Astronomy Faculty Publications

This paper reports on introductory physics instruction contextualized in terms of coronavirus-related personal and societal issues. Students in this descriptive qualitative study gained a strong grasp of a range of physics concepts associated with the nature and mechanisms of the spread of the coronavirus, such as projectile motion, air convection, Reynolds number, and Brownian motion; additionally, they were able to discuss the application of physics relevant to the N95 face masks. Students found this pedagogical approach engaging, as shown in their reflective writing.


Consistency Examination Of A Systematic Review And Data Analysis Report For A Social Justice Study—A Mixed Research Model, Zhidong Zhang, David Smith Dec 2023

Consistency Examination Of A Systematic Review And Data Analysis Report For A Social Justice Study—A Mixed Research Model, Zhidong Zhang, David Smith

Teaching and Learning Faculty Publications

This study aimed to investigate an approach for assessing the quality of doctoral dissertations, specifically focusing on the consistency between essential elements, namely the literature review and quantitative analysis results. To accomplish this, a mixed-methods design was employed.

The qualitative data were analyzed using semantic network and thematic analysis techniques, while the quantitative data were processed using SPSS procedures.

The study's findings demonstrated that this mixed-methods model effectively facilitates the examination of dissertation quality and consistency among key elements, such as the literature review and data analysis results. By integrating qualitative and quantitative approaches, researchers gain a comprehensive understanding of …


A New Era For Myelin Research In Neurofibromatosis Type 1, Peter De Blank, Akiko Nishiyama, Alejandro Lopez-Juarez Dec 2023

A New Era For Myelin Research In Neurofibromatosis Type 1, Peter De Blank, Akiko Nishiyama, Alejandro Lopez-Juarez

Health & Biomedical Sciences Faculty Publications

Evidence for myelin regulating higher-order brain function and disease is rapidly accumulating; however, defining cellular/molecular mechanisms remains challenging partially due to the dynamic brain physiology involving deep changes during development, aging, and in response to learning and disease. Furthermore, as the etiology of most neurological conditions remains obscure, most research models focus on mimicking symptoms, which limits understanding of their molecular onset and progression. Studying diseases caused by single gene mutations represents an opportunity to understand brain dys/function, including those regulated by myelin. Here, we discuss known and potential repercussions of abnormal central myelin on the neuropathophysiology of Neurofibromatosis Type …


Turing Patterns In A P-Adic Fitzhugh-Nagumo System On The Unit Ball, L. F. Chacón-Cortés, C. A. Garcia-Bibiano, Wilson A. Zuniga-Galindo Dec 2023

Turing Patterns In A P-Adic Fitzhugh-Nagumo System On The Unit Ball, L. F. Chacón-Cortés, C. A. Garcia-Bibiano, Wilson A. Zuniga-Galindo

School of Mathematical & Statistical Sciences Faculty Publications

We introduce discrete and p-adic continuous versions of the FitzHugh-Nagumo system on the one-dimensional p-adic unit ball. We provide criteria for the existence of Turing patterns. We present extensive simulations of some of these systems. The simulations show that the Turing patterns are traveling waves in the p-adic unit ball.


Globally-Distributed Microbial Eukaryotes Exhibit Endemism At Deep-Sea Hydrothermal Vents, Sarah K. Hu, Amy R. Smith, Rika E. Anderson, Sean P. Sylva, Michael Setzer, Maria Steadmon, Kiana L. Frank, Eric W. Chan, Darlene S. S. Lim, John A. Breier Dec 2023

Globally-Distributed Microbial Eukaryotes Exhibit Endemism At Deep-Sea Hydrothermal Vents, Sarah K. Hu, Amy R. Smith, Rika E. Anderson, Sean P. Sylva, Michael Setzer, Maria Steadmon, Kiana L. Frank, Eric W. Chan, Darlene S. S. Lim, John A. Breier

School of Earth, Environmental, & Marine Sciences Faculty Publications

Single-celled microbial eukaryotes inhabit deep-sea hydrothermal vent environments and play critical ecological roles in the vent-associated microbial food web. 18S rRNA amplicon sequencing of diffuse venting fluids from four geographically- and geochemically-distinct hydrothermal vent fields was applied to investigate community diversity patterns among protistan assemblages. The four vent fields include Axial Seamount at the Juan de Fuca Ridge, Sea Cliff and Apollo at the Gorda Ridge, all in the NE Pacific Ocean, and Piccard and Von Damm at the Mid-Cayman Rise in the Caribbean Sea. We describe species diversity patterns with respect to hydrothermal vent field and sample type, identify …


Type 2 Diabetes Modifies The Association Of Cad Genomic Risk Variants With Subclinical Atherosclerosis, Natalie. R. Hasbani, Kenneth E. Westerman, Soo Heon Kwak, Han Chen, Xihao Li, Daniel Di Corpio, Michael C. Mahaney, Ravi Duggirala, Joanne E. Curran, John Blangero Dec 2023

Type 2 Diabetes Modifies The Association Of Cad Genomic Risk Variants With Subclinical Atherosclerosis, Natalie. R. Hasbani, Kenneth E. Westerman, Soo Heon Kwak, Han Chen, Xihao Li, Daniel Di Corpio, Michael C. Mahaney, Ravi Duggirala, Joanne E. Curran, John Blangero

School of Medicine Publications

Background: Individuals with type 2 diabetes (T2D) have an increased risk of coronary artery disease (CAD), but questions remain about the underlying pathology. Identifying which CAD loci are modified by T2D in the development of subclinical atherosclerosis (coronary artery calcification [CAC], carotid intima-media thickness, or carotid plaque) may improve our understanding of the mechanisms leading to the increased CAD in T2D.

Methods: We compared the common and rare variant associations of known CAD loci from the literature on CAC, carotid intima-media thickness, and carotid plaque in up to 29 670 participants, including up to 24 157 normoglycemic controls and 5513 …