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Re-Entering Public Schools Kindergarten Through 12th Grade After The Pandemic: Perceptions Of General Educators On Teaching Students With Emotional And Behavioral Disorders In Inclusionary Classrooms, Angela Larrison Jun 2026

Re-Entering Public Schools Kindergarten Through 12th Grade After The Pandemic: Perceptions Of General Educators On Teaching Students With Emotional And Behavioral Disorders In Inclusionary Classrooms, Angela Larrison

Student Theses and Dissertations

The COVID-19 pandemic affected the mental health of students and teachers and caused a need for social-emotional learning to be addressed upon re-entry to Kindergarten through 12th grade public schools. Students with social and emotional behavioral disorders have experienced dismal outcomes as they are one to two years behind their peers academically and more likely to receive out-of-school suspensions, expulsions, or placement in alternative learning programs. Students with disabilities showed a loss of progress both academically and behaviorally upon re-entry of school following the COVID-19 pandemic. The problem to be addressed in this study was what effects re-entering public schools …


Understanding Principal Perspectives On What Professional Learning Supports Sustained School Improvements: A Qualitative Case Study, Kristen Hope Fondren Jun 2026

Understanding Principal Perspectives On What Professional Learning Supports Sustained School Improvements: A Qualitative Case Study, Kristen Hope Fondren

Student Theses and Dissertations

Principals leading schools identified for comprehensive support and improvement face demands related to rapid improvement, instructional reform, and sustaining gains over time. Although districts provide professional learning, limited understanding exists regarding which supports principals perceive as most meaningful in turnaround contexts. This qualitative multiple case study explored how principals in the Florida Panhandle perceived professional learning supports that strengthened leadership capacity, supported exiting improvement status, and sustained school improvement. Guided by a constructivist framework, the study examined how principals constructed meaning from their professional learning experiences. Data were collected through semi-structured interviews with six principals who successfully led schools out …


Exploring The Barriers That Preclude Black Males From Pursuing Careers In Education, Marco Darnell French Jun 2026

Exploring The Barriers That Preclude Black Males From Pursuing Careers In Education, Marco Darnell French

Student Theses and Dissertations

The underrepresentation of African American males in the K–12 teaching workforce remains a critical issue with implications for educational equity, student outcomes, and workforce diversity. Despite ongoing efforts to diversify the profession, African American males continue to be disproportionately absent from classrooms, particularly in rural settings, limiting opportunities for culturally affirming instruction and mentorship. This study explored the barriers that preclude African American males from pursuing and persisting in careers in K–12 education within a rural Louisiana school district. Guided by Critical Race Theory, this qualitative revelatory single case study centered the lived experiences of African American males to examine …


An Analysis Of How Educators’ Attitudes Toward Individuals With Intellectual Disabilities Impact Assessment Scores Of Students With Learning Disabilities, Felicia Baty Goings Jun 2026

An Analysis Of How Educators’ Attitudes Toward Individuals With Intellectual Disabilities Impact Assessment Scores Of Students With Learning Disabilities, Felicia Baty Goings

Student Theses and Dissertations

This study analyzed how educators’ attitudes toward individuals with intellectual disabilities impact summative assessment scores of students with learning disabilities. The research problem addressed in this study was the increase in the number of special education students receiving inclusive instruction who scored at Levels 3 or 4 on the Arkansas Teaching and Learning Assessment System (ATLAS) mathematics and English Language Arts (ELA) summative assessment. The findings are relevant to educators and education stakeholders wanting to improve inclusion practices. The purpose of this correlational quantitative study was to determine whether there was a significant difference in students’ summative assessment scores and …


Heritage As Performative Sovereignty: Situated Agency And Environmental (In)Equity In The Arkansas Delta, Faisal Mohammed Jun 2026

Heritage As Performative Sovereignty: Situated Agency And Environmental (In)Equity In The Arkansas Delta, Faisal Mohammed

Student Theses and Dissertations

This dissertation focuses on the materiality of heritage as a proactive and strategic resource for ensuring survival and reshaping justice in rural places. Set in Phillips County, in the Arkansas Delta, a region where environmental neglect and economic marginalization are visibly apparent in the landscape, this research interrogates how a community responds to environmental crises in a contested landscape using locally driven, art-based initiatives. By centering the Water Story Project in Phillips County, funded by One Nation One Project, a national art-based initiative, I explore a ‘thin institutional ecology’ where the scarcity of regulatory oversight and intermediary civic support has …


The Ecotoxicological Implications Of Switching From Fluorescent To Light Emitting Diode Lighting For Zooplankton Culturing And Whole Effluent Toxicity Testing, Orithea Z. Regn Jun 2026

The Ecotoxicological Implications Of Switching From Fluorescent To Light Emitting Diode Lighting For Zooplankton Culturing And Whole Effluent Toxicity Testing, Orithea Z. Regn

Student Theses and Dissertations

In the global transition toward light emitting diode (LED) lighting, an understudied area is the impact on the culturing and testing of Whole Effluent Toxicity (WET) testing organisms, more specifically, the zooplankton species. Without comparison to the current lighting used for culturing and testing, it is unknown if there will be an impact on performance, which could affect effluent, regulatory, and product safety decisions. This dissertation investigated if culturing and reference toxicity testing using sodium chloride for Ceriodaphnia dubia, Daphnia magna, and D. pulex under LED lighting was comparable to fluorescent. Comparisons were made between two laboratories and by season, …


College Success Comparison Between First-Generation College Students And Non-First-Generation College Students In The South Texas Plains, Obed Guerrero Jun 2026

College Success Comparison Between First-Generation College Students And Non-First-Generation College Students In The South Texas Plains, Obed Guerrero

Student Theses and Dissertations

This study examined differences in academic success between first-generation college students and non-first-generation college students enrolled in community colleges in the South Texas region. National research has consistently reported that first-generation college students tend to experience lower academic outcomes; however, limited empirical evidence exists regarding whether these disparities persist within South Texas, a region characterized by a high Hispanic student population and a substantial proportion of first-generation students. This gap limits the ability of institutions to make context-specific decisions that support student success. The purpose of this study was to compare grade point average, fall-to-fall retention, and graduation outcomes between …


Fear Of Negative Evaluation And Intrinsic Motivation In Resistance-Trained Individuals: A Comparison Of Novice And Experienced Lifters, Karter Bokker Jun 2026

Fear Of Negative Evaluation And Intrinsic Motivation In Resistance-Trained Individuals: A Comparison Of Novice And Experienced Lifters, Karter Bokker

Student Theses and Dissertations

This study examined the relationship between fear of negative evaluation (FNE) and intrinsic motivation in resistance-trained individuals and compared FNE levels between novice and experienced lifters. Twenty-two male participants (n = 8 novices, n = 14 experienced) completed questionnaires assessing FNE and intrinsic motivation. A Pearson correlation and independent-samples t-test were conducted. Results indicated no significant relationship between FNE and intrinsic motivation (r = -.144, p = .523). However, novice lifters reported significantly higher FNE scores than experienced lifters, (t20) = 2.71, p = .014, with a large effect size (d = 1.20). These findings suggest that while FNE may …


If It Doesn't Hurt You Aren't Working Hard Enough: An Examination Of Coach Experience In High School Debate, Rosie Valdez Block Jun 2026

If It Doesn't Hurt You Aren't Working Hard Enough: An Examination Of Coach Experience In High School Debate, Rosie Valdez Block

Student Theses and Dissertations

High school debate coaching constitutes a uniquely demanding educational role, defined by emotional labor, extended work hours, institutional precarity, and systemic inequities. Despite their significant contributions to students’ intellectual and personal growth, the professional sustainability of debate coaches remains underexamined. This dissertation investigates the conditions contributing to burnout among high school debate coaches through the theoretical lenses of Maslach’s Burnout Theory, as contemporized by Edú-Valsania et al. (2022), and teacher self-efficacy theory, to understand how emotional exhaustion, depersonalization, and diminished professional confidence emerge in this context. The study is further guided by constructivist grounded theory (Charmaz, 2014), enabling a bottom-up, …


Educator Perceptions Of The Impact Of The Avid Program On Minority Students’ School Achievement, Genia Smith Jun 2026

Educator Perceptions Of The Impact Of The Avid Program On Minority Students’ School Achievement, Genia Smith

Student Theses and Dissertations

While Hispanic and African American college enrollment rates have increased over the past 20 years, minority students continue to face structural and educational barriers that make it more challenging for them to prepare for and gain entry to college. The Advancement Via Individual Determination (AVID) program is a college preparatory initiative designed to provide additional academic and social support for historically disadvantaged students. Guided by a socio-cultural theoretical framework, this mixed-methods survey-based study explored the perceptions of 10 administrators and 10 teachers in a Southeast region school district regarding the impacts of AVID on minority students’ achievement. The findings revealed …


Through Their Eyes: Understanding And Enhancing Retention Among Special Education Teachers Of Color, Barry L. Fargo Jun 2026

Through Their Eyes: Understanding And Enhancing Retention Among Special Education Teachers Of Color, Barry L. Fargo

Student Theses and Dissertations

Retaining special education teachers of color within public schools remains an ongoing challenge. Although research on teacher retention has expanded in recent years, less attention has focused on how relational and organizational conditions shape the lived experiences of these teachers. Guided by the Four-Capital Theoretical Model of Teacher Retention, this qualitative phenomenological study explored how social and structural capital shaped the retention experiences of special education teachers of color. Participants included 15 special education teachers of color currently serving in K–12 roles in U.S. public schools with at least two years of special education teaching experience. Data were collected through …


Understanding Educational Burnout: An Analysis Of The Perceptions Of K-5 Elementary Teachers, Melody Sebastian Jun 2026

Understanding Educational Burnout: An Analysis Of The Perceptions Of K-5 Elementary Teachers, Melody Sebastian

Student Theses and Dissertations

Burnout in the educational environment is highly prevalent among teachers. Studies reveal that workplace burnout is characterized as chronic stress while on the job that persists over time. Although research has examined this issue, there remains a need for further studies focused specifically on elementary teachers’ perceptions and experiences with burnout. The purpose of this qualitative phenomenological study aimed to understand the perceptions of K-5 elementary classroom teachers’ experiences with burnout and how they informally built support systems to mitigate burnout. Maslach’s Multidimensional Theory of Burnout served as the theoretical framework for this study. The methodological approach utilized semi-structured, one-on-one …


Efficacy Evaluation Of An Allopathic & Homeopathic Anthelmintic On Small Ruminant Parasite Loads, Kennon Leigh Harrington Jun 2026

Efficacy Evaluation Of An Allopathic & Homeopathic Anthelmintic On Small Ruminant Parasite Loads, Kennon Leigh Harrington

Student Theses and Dissertations

This study aimed to compare the efficacy of an allopathic and homeopathic anthelmintic in sheep and goats naturally infected with internal parasites. Animals with a threshold of ≥1000 EPG (n=30) were enrolled. The allopathic group received a single 14.79 mL per 50 lbs. BW drench solution of Prohibit®. The homeopathic group received a mixed herbal aqueous suspension, 2x/day D1-D3, thereafter 2x/day once a week W1-W4. There was an effect of anthelmintic treatment (P=0.0234) and day (P=0.0116) on total EPG, but no interaction effect for treatment by day (P=0.2440). For Initial sampling, there was a weak correlative tendency between weight and …


Impact Of Expanded Core Curriculum On College And Job Placement For The Blind And Visually Impaired, Susan Drake Jun 2026

Impact Of Expanded Core Curriculum On College And Job Placement For The Blind And Visually Impaired, Susan Drake

Student Theses and Dissertations

Students who are blind or visually impaired face persistent barriers in postsecondary education and employment, despite access to academic instruction and legally mandated supports. Although academic accommodations are often provided, less is known about how instruction in nonacademic skill areas influences long-term outcomes. . This study addressed a critical gap by examining the perceived impact of Expanded Core Curriculum instruction on college readiness, employment attainment, and adult independence for blind or visually impaired high school graduates. The purpose of this qualitative study was to explore how former students described their access to, understanding of, and benefit from Expanded Core Curriculum …


Strategies And Practices For Improving Enrollment And Persistence By Native American Students In An Oklahoma Post-Secondary Education Institution, Mickey Jack Jun 2026

Strategies And Practices For Improving Enrollment And Persistence By Native American Students In An Oklahoma Post-Secondary Education Institution, Mickey Jack

Student Theses and Dissertations

The historical oppression of Native Americans created a distrust in the educational system in American which was based on European models and designed for the advancement of white settlers. This historical oppression transcends generations and stills exists in our educational system. As a result, Native American students represent less than 1% of the student population in post-secondary education systems nation-wide. The purpose of this qualitative case study was to identify what strategies and practices were most effective for improving enrollment and persistence among Native American students in Oklahoma post-secondary education based on a transformative framework and TribalCrit. Three Native American …


Lived Experiences Of Competency-Based Grading: Implementation In The Secondary Public School Setting, Andrew Robbins Gillespie Jun 2026

Lived Experiences Of Competency-Based Grading: Implementation In The Secondary Public School Setting, Andrew Robbins Gillespie

Student Theses and Dissertations

The implementation of non-traditional grading systems is a current theme in American public school education. Competency-Based Grading (CBG) is a system that many school districts are considering. CBG is based on essential learning objectives and streamlines the grading of those objectives. CBG also removes high stakes assessment by allowing reassessment. However, studies have shown implementation efforts are often met with obstacles for either a lack of preparation or understanding. This dissertation seeks to understand the lived experiences of educational staff with the CBG implementation process through a phenomenological study. Data was gathered through interviews, observations, and document review. The themes …


The Impact Of Academic Advising Models On Undergraduate Student Performance: A Multiple Regression Analysis, Kayla Meaders Jun 2026

The Impact Of Academic Advising Models On Undergraduate Student Performance: A Multiple Regression Analysis, Kayla Meaders

Student Theses and Dissertations

Institutions of higher education continue to seek effective strategies to improve student persistence, academic performance, and degree completion. Academic advising is widely recognized as a key institutional support that helps students navigate academic requirements and institutional expectations. However, universities organize advising services using different structural models, and limited empirical evidence exists regarding how these models influence measurable student outcomes. This study examined the predictive relationship between academic advising models and undergraduate student success outcomes at a public university in North Texas. The study investigated the extent to which advising models, centralized or decentralized, predict cumulative grade point average, first-to-second-year retention, …


Cap1 (Cyclase-Associated Protein 1) Mediates The Camp Regulation Of Adhesion And Proliferation Of Schwann Cells In The Peripheral Nervous System, Jarna Karmoker Jun 2026

Cap1 (Cyclase-Associated Protein 1) Mediates The Camp Regulation Of Adhesion And Proliferation Of Schwann Cells In The Peripheral Nervous System, Jarna Karmoker

Student Theses and Dissertations

The peripheral nervous system relays signals between the central nervous system and the rest of the body, and peripheral nerve injuries and neuropathies can cause permanent neurological deficits. Schwann cells (SCs) are glial cells that myelinate neurons, which is essential for neuronal function and nerve repair. CAP1 (Cyclase-Associated Protein 1) is best characterized as an actin-regulating protein, while it also regulates other cellular processes, including matrix adhesion, migration, and proliferation. We discovered that cAMP-induced CAP1 dephosphorylation regulates relevant cell functions. While cAMP is also important for SC function and myelination, the underlying mechanisms remain largely unknown. We silenced CAP1 in …


Analysis Of Inclusive Practices Using A Co-Teaching Model On English Learners With Disabilities, Shawna Shields Jun 2026

Analysis Of Inclusive Practices Using A Co-Teaching Model On English Learners With Disabilities, Shawna Shields

Student Theses and Dissertations

This qualitative phenomenological study explored the lived experiences of general and special education teachers who implemented co-teaching as a model of inclusive instruction for English Learners (ELs) with disabilities in a suburban middle school district. Grounded in Cook and Friend’s (1995) co-teaching framework and informed by sociocultural theory, the study examined how teachers collaborated, negotiated roles, and balanced language development with disability-related supports. Data were collected through semi-structured interviews, focus groups, and a Co-teaching Collaboration Survey administered to 12 educators. Thematic analysis revealed that trust and parity support effective co-teaching partnerships, that language-forward scaffolds and interaction-based strategies promote engagement, and …


Impact Of Ncaa Football Bowl Subdivision Reclassification On Universities, Kyle Shaffer Jun 2026

Impact Of Ncaa Football Bowl Subdivision Reclassification On Universities, Kyle Shaffer

Student Theses and Dissertations

Increasingly universities are leaving the lower Football Championship Series (FCS) for the potentially greener pastures of the Football Bowl Subdivision (FBS), but are they really greener? Is bigger always better? Since 2008, there have been 17 universities that have reclassified to the NCAA FBS subdivision. The purpose of this study was to study NCAA FCS to FBS reclassification from 2008 to 2023 to research the athletics and non-athletics related impacts that occurred and what factors most influenced the universities in the sample to choose to pursue reclassification. The study used a quantitative approach to more holistically research the impact of …


Examining The Influence Of Job Demands And Resources On The Psychological Well-Being Of Arkansas Teachers, Amy C. Erstine Jun 2026

Examining The Influence Of Job Demands And Resources On The Psychological Well-Being Of Arkansas Teachers, Amy C. Erstine

Student Theses and Dissertations

Teachers across the United States are experiencing declining psychological well-being due to increasing job demands and insufficient workplace resources. In Arkansas, this imbalance contributes to burnout, attrition, and persistent teacher shortages, affecting not only educators but also students, schools, and communities. Job resources are positively associated with well-being, whereas job demands are negatively associated with well-being. Understanding the job resources and demands influencing teacher well-being is critical to sustaining a stable and effective teaching workforce. The purpose of this non-experimental and predictive study was to examine the influence of job demands and resources on the psychological well-being of currently licensed …


A Phenomenological Study Of The Factors Influencing Novice Special Education Teachers’ Career Decisions, Angela L. Norris Jun 2026

A Phenomenological Study Of The Factors Influencing Novice Special Education Teachers’ Career Decisions, Angela L. Norris

Student Theses and Dissertations

The rising attrition rates of special education teachers, particularly within their first five years of teaching, are a growing concern. The early departure of these educators negatively impacts the academic achievement of students with disabilities, as well as the stability and longevity of these educators’ careers. Little research shows why these educators exit the profession in significant numbers. This qualitative phenomenological study utilized Billingsley’s model of factors influencing the career decisions of teachers as the conceptual framework. Research questions explored the perceptions of novice special education teachers regarding school leadership, professional development, and compensation and their influence on their career …


The Influence Of Leadership Styles On Teacher Motivation And School Climate In Urban Schools From Three South-Central Region States, Jennifer L. Thomas Jun 2026

The Influence Of Leadership Styles On Teacher Motivation And School Climate In Urban Schools From Three South-Central Region States, Jennifer L. Thomas

Student Theses and Dissertations

This phenomenological study explored how leadership styles influenced teacher motivation and school climate across three Southern South-Central region states. Through an analysis of 15 interviews, the research explored teachers' lived experiences and interactions with administrators that shaped their motivation, work efficacy, sense of value, and emotional well-being. Three states served as the data pool for the study: Arkansas, Texas, and Tennessee. Seven themes emerged related to motivation and school climate: Teacher Voice, Support, Empowerment, Relational Confidence, Feeling Valued, Emotional Safety, and Building Community. These themes illuminated how leadership behaviors can either strengthen or hinder teachers’ professional commitment, instructional effectiveness, and …


Urban Teachers’ Perceptions Of The Influence Of Their Alternate Route Certification Programs On Their Retention, Jenifer Phillips Jun 2026

Urban Teachers’ Perceptions Of The Influence Of Their Alternate Route Certification Programs On Their Retention, Jenifer Phillips

Student Theses and Dissertations

This qualitative case study explored how secondary teachers in one urban public school system described their experiences in alternate-route certification programs and how those experiences shaped their decisions to stay in the classroom. As districts continue relying on alternate-route teachers to address ongoing shortages, it is important to understand how teachers interpret their preparation, coaching, and early classroom experiences through the lens of adult learning, or andragogy, and what supports they believe actually helped them succeed with students, particularly in areas such as phonological awareness, classroom management, and foundational instructional practices. A total of 196 teachers met the study’s criteria …


Exploring Teachers' Perceptions Of The Influence Of Social Emotional Competencies On Virtual Students' Academic Success, Melanie Cheyanne Spence Jun 2026

Exploring Teachers' Perceptions Of The Influence Of Social Emotional Competencies On Virtual Students' Academic Success, Melanie Cheyanne Spence

Student Theses and Dissertations

The problem addressed in this study is that the effects of Social Emotional Learning (SEL) competencies on academic achievement for virtual learners in a Grades 5-8 classroom are not well known. The purpose of this qualitative narrative study was to explore teachers’ perceptions of how the practice of SEL competencies by students influence their academic success in a virtual Grades 5-8 classroom. This qualitative narrative inquiry was based around Social Emotional Learning (SEL), a conceptual framework identified by CASEL as including five competencies: self-awareness, self-management, social awareness, relationship skills, and responsible decision-making. The target audience was educational stakeholders who are …


Assessing The Effectiveness Of Wetland Reserve Easements As Habitat For Birds In The Mississippi Alluvial Valley Of Eastern Arkansas, Colin K. Dobson Jun 2026

Assessing The Effectiveness Of Wetland Reserve Easements As Habitat For Birds In The Mississippi Alluvial Valley Of Eastern Arkansas, Colin K. Dobson

Student Theses and Dissertations

Globally, wetland habitats suffered major declines during the 20th century. In the 1990s, the United States government created the Wetland Reserve Program (later consolidated into the Agricultural Conservation Easement Program), to combat the loss of wetlands. Despite success in attracting landowners, minimal monitoring of properties enrolled into the program (easements) has occurred. In this study, we monitored avian communities at easements, compared avian diversity at easements to agriculture and bottomland forests, and quantified microhabitat, site-specific, and surrounding landscape features at easements. We also studied the demographic rates of an indicator species of bottomland forests, the Prothonotary Warbler (Protonotaria citrea) at …


Social Media And Health Information Sharing In Nigeria: Trends In Weight Loss And Cosmetic Procedures, Victoria Ochanya Agbo Jun 2026

Social Media And Health Information Sharing In Nigeria: Trends In Weight Loss And Cosmetic Procedures, Victoria Ochanya Agbo

Student Theses and Dissertations

This study examines the role of social media in facilitating (mis)information on weight loss and cosmetic surgeries in Nigeria. Utilizing the Elaboration Likelihood Model (ELM), the study examines information shared by influencers, audience engagements with such messages, and the factors influencing audience receptivity of the messages. Using a qualitative design, a thematic analysis was conducted on influencer posts and audience responses to such posts across major social media platforms. The findings show that influencers frequently framed cosmetic surgery and weight loss as aspirational lifestyle choices and downplayed the medical risks using means such as testimonials, visual transformations, and authenticity cues. …


"Using A Sledgehammer To Crack A Nut" A Proposal To Re-Frame The Media Industry's Perspective On Generative Ai, Reace Barnett Jun 2026

"Using A Sledgehammer To Crack A Nut" A Proposal To Re-Frame The Media Industry's Perspective On Generative Ai, Reace Barnett

Student Theses and Dissertations

Generative Artificial Intelligence (GenAI) continues to be a divisive topic in the media industry and there are concerns about technical challenges that may affect GenAI’s trustworthiness and reliability. As such, fears of degraded public trust in media products and services have arisen, and while we have a tendency to trust machines, it is clear that public attitudes toward automated decision-making are contentious. Previous research on machine cues found that they are associated with increased perceived objectivity and willingness to disclose information. Conversational GenAI may reduce political polarization, yet many people remain worried about risks such as bias, hallucinations, improper attribution, …


American Sign Language Recognition And Analysis Using Deep Learning, Saurabh Kumar Soni Jun 2026

American Sign Language Recognition And Analysis Using Deep Learning, Saurabh Kumar Soni

Master’s Dissertations

In this work I build a system that recognizes isolated American Sign Language (ASL) words, and I use it to ask one fairly direct question: when training data is scarce, is it better to look at the video pixels or at the geometry of the signer’s body? To find out, I train two very different models on exactly the same clips. The first is appearance-based. Every frame is run through standard preprocessing and a ResNet50 backbone pre-trained on ImageNet, which turns it into a 2048-dimensional feature vector, and a Bidirectional LSTM then reads that sequence over time. The second model …


Enhanced Embedding For Multimodal Medical Visual Question And Answering, Akash Suna Jun 2026

Enhanced Embedding For Multimodal Medical Visual Question And Answering, Akash Suna

Master’s Dissertations

Visual Answering of questions in the field of Medical which is called as (VqA) has grown as a dominant area of research that fuse processing of natural language and vision of computer often known as CV or NLP to assist in medical decision-making. However, effective multimodal fusion between medical images and clinical questions remains a significant challenge. This thesis examines the application of the Perceiver IO architecture as an efficient multimodal aggregator for medical VQA. The work has been carried out in multiple directions. First, a classification-based framework is developed by combining Vision Transformer (ViT) and ClinicalBERT alongside a Perceiver …