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Dissecting The Heterogeneous Effects Of Opioid Prescribing Limit Laws On Pediatric Mortality: A Multidimensional And Negative Binomial Modeling Approach, Francine R. Vega Aug 2025

Dissecting The Heterogeneous Effects Of Opioid Prescribing Limit Laws On Pediatric Mortality: A Multidimensional And Negative Binomial Modeling Approach, Francine R. Vega

Dissertations and Theses (Open Access)

Opioid prescribing for children and adolescents continues to be a significant health crisis in the United States. Early naïve exposure to opioid prescriptions has been linked to later misuse, opioid use disorder, and death. In response to the crisis, many states have implemented opioid prescribing limit laws (OPLLs) aimed at reducing exposure to opioids. These laws vary widely in their approach, including differences in dosage restrictions, prescription duration limits, informed consent requirements, educational provisions, and whether they offer explicit protections specifically for minors. Despite their widespread adoption, there is limited understanding of how heterogeneity in legal regulations affects outcomes for …


Rethinking Health Systems Responsiveness In Low–And Middle-Income Countries, Meesha Iqbal Aug 2025

Rethinking Health Systems Responsiveness In Low–And Middle-Income Countries, Meesha Iqbal

Dissertations and Theses (Open Access)

Health systems responsiveness (HSR) refers to a health system’s ability to meet legitimate non-health expectations of the population. Traditionally, HSR has been conceptualized across eight domains: respect for dignity, autonomy, confidentiality, prompt attention to health needs, availability of basic amenities, choice of provider, access to social support networks, and clarity of communication. However, as the expectations of populations in high-income countries (HICs) and low- and middle-income countries (L&MICs) differ significantly due to diverse social and cultural contexts, the conceptualization of HSR also varies. We conducted a systematic review of literature to adapt and contextualize the HSR framework for L&MICs based …


Institutional Racism In The Discretionary Legalization Of Marijuana, Gary D. Brinker Ph.D. Aug 2025

Institutional Racism In The Discretionary Legalization Of Marijuana, Gary D. Brinker Ph.D.

Sociology Faculty Publications

Our research showed that states with the strongest evidence of discretionary policing were also the states that tended to keep marijuana illegal, facilitating a discriminatory form of drug enforcement that makes ethnic minorities more likely than whites to live where marijuana is illegal.


Resonant Disruptions: Understanding Canadian Nurses’ Practice With Youth Survivors Of Sexual Exploitation, Danielle E. Giebelhaus, Andrew Estefan Phd, Rpn Aug 2025

Resonant Disruptions: Understanding Canadian Nurses’ Practice With Youth Survivors Of Sexual Exploitation, Danielle E. Giebelhaus, Andrew Estefan Phd, Rpn

Dignity: A Journal of Analysis of Exploitation and Violence

The sexual exploitation of youth is a global concern. Youth survivors of sexual exploitation present to and require healthcare services, but most nurses do not feel effectively equipped to care for this population. There is currently little nursing literature to guide nurses in their practice with youth survivors. In this article, we report on a qualitative, hermeneutic study undertaken to explore nursing practice with youth survivors of sexual exploitation. Hermeneutics is concerned with understanding, and is a helpful way to conduct research when little is known about a topic. In this study, we asked the research question, “How might we …


Resilient Control Framework For Ev Motor Drive System Subject To Cyber-Physical Security, Ali Arsalan Aug 2025

Resilient Control Framework For Ev Motor Drive System Subject To Cyber-Physical Security, Ali Arsalan

All Dissertations

The electric drive system (EDS) in electric vehicles (EVs) is one of the key safety-critical components. As IoT-enabled communication infrastructure for modern cyber-physical automotive systems continues to evolve, the importance of securing EDS against cyber threats along with physical faults, has become increasingly prominent. Among physical faults, power switches are particularly vulnerable and exhibit the highest susceptibility to open-circuit faults (OCFs). A compromised EDS, whether due to cyber threats or physical issues, can lead to excessive mechanical vibrations, increased thermal stress, fluctuations in electromagnetic torque, and elevated total harmonic distortion. These factors can substantially undermine traction control stability and jeopardize …


Multi-Stage Stochastic Programming For Disaster Relief Logistics Under Forecast Uncertainty, Sudhan Bhattarai Aug 2025

Multi-Stage Stochastic Programming For Disaster Relief Logistics Under Forecast Uncertainty, Sudhan Bhattarai

All Dissertations

Hurricanes are among the most destructive annual disasters in the United States, presenting interdependent challenges for evacuation planning and relief-supply logistics. Coordinating evacuation and relief operations is crucial to ensure the timely and effective movement of at-risk populations and the delivery of essential supplies. This dissertation develops and evaluates three progressively advanced multi-stage stochastic programming (MSSP) frameworks that integrate evacuation and relief-item pre-positioning while explicitly accounting for uncertainty in hurricane forecasts.

Chapter 1 introduces a fully adaptive MSSP model for the integrated hurricane relief logistics and evacuation planning (IHRLEP) problem. The model simultaneously optimizes evacuation flows and inventory pre-positioning over …


The Molecular And Behavioral Characterization Of The Murine Cre – Loxp Skeletal Muscle Synthesized Bdnf Knockout Model, Asha E. Rustad Aug 2025

The Molecular And Behavioral Characterization Of The Murine Cre – Loxp Skeletal Muscle Synthesized Bdnf Knockout Model, Asha E. Rustad

All NMU Master's Theses

Brain derived neurotrophic factor (BDNF) is a neurotrophin essential for supporting the growth, differentiation, and health of neurons within the central and peripheral nervous systems. BDNF is also a member of the myokine family, where muscle synthesized-BDNF (msBDNF) is thought to facilitate the crucial bi-directional communication between the motor neuron and the muscle fibers it innervates. Since 2008, the Ottem Laboratory has investigated the role of msBDNF by employing Cre/LoxP recombinase technology to selectively delete the BDNF coding region within skeletal muscle of mice. This approach generates animals with either heterozygous or homozygous deletions of msBDNF, as well as BDNF …


Essays In Immigration Economics And Immigrant Location Choice, Abdullah Shamim Aug 2025

Essays In Immigration Economics And Immigrant Location Choice, Abdullah Shamim

Economics Theses and Dissertations

Across the chapters of this dissertation, I analyze the drivers of immigrant location choice in host countries. I specifically contrast the sorting patterns of refugee and nonrefugee immigrants, and explore how the influence of ethnic networks, economic conditions, and other host-country and origin-country characteristics contribute to the distinct location choices observed across these groups.

Prior research suggests that immigrants are drawn to both economic fundamentals and ethnic networks. However, places that have good fundamentals–in terms of employment, wages, and desirable house prices–often have disproportionately large ethnic networks, making it difficult to disentangle the contributions of economic fundamentals and ethnic networks …


New Dentist News (August 2025), Ada Committee On The New Dentist Aug 2025

New Dentist News (August 2025), Ada Committee On The New Dentist

New Dentist News

New Dentist News offers timely information on scientific, social, educational, political and economic developments affecting new dentists. This collection is historical and items may not reflect current standards. For up-to-date information contact the ADA. The New Dentist News was alternately titled ADA Lifeline, 1997-June 2001.


Patterns And Continuity: Documenting African American History In Carbon County, Utah, And The Roots Of Racial Terror Lynchings In American Society, Michael L. B. Forvil Aug 2025

Patterns And Continuity: Documenting African American History In Carbon County, Utah, And The Roots Of Racial Terror Lynchings In American Society, Michael L. B. Forvil

Undergraduate Honors Theses

This thesis explores the history of African Americans in Carbon County, Utah, through the lens of racial terror lynching, community memory, and migration. Anchored in the story of Robert Marshall, a Black man lynched in Price, Utah, in 1925, the project considers how racial violence reached beyond the American South and how such acts have been neglected in public memory. Drawing on family history research, census records, historical newspapers, and the work of the Equal Justice Initiative (EJI), this work contextualizes Marshall’s death within broader patterns of racial terror lynchings that shaped African American migration from the South during the …


Kinematic Representations Of Viscoelastic Postseismic Deformation, John Loveless, Brendan J. Meade Aug 2025

Kinematic Representations Of Viscoelastic Postseismic Deformation, John Loveless, Brendan J. Meade

Geosciences: Faculty Publications

Abstract Following large earthquakes, viscoelastic stress relaxation may contribute to postseismic deformation observed at Earth's surface. Mechanical representations of viscoelastic deformation require a constitutive relationship for the lower crust/upper mantle material where stresses are diffused and, for non‐linear rheologies, knowledge of absolute stress level. Here, we describe a kinematic approach to representing
geodetically observed postseismic motions that does not require an assumed viscoelastic rheology. The core idea is to use observed surface motions to constrain time‐dependent displacement boundary conditions applied at the base of the elastic upper crust by viscoelastic motions in the lower crust/upper mantle, approximating
these displacements as …


Idiomatic Compositional Techniques In John Rutter's Requiem, Marguerite Walsh Aug 2025

Idiomatic Compositional Techniques In John Rutter's Requiem, Marguerite Walsh

Electronic Theses and Dissertations

John Rutter is an extremely significant figure in choral music, and his 1985 Requiem is one of his most widely performed works. Despite this popularity, it has yet to be analyzed in a rigorous academic capacity. Requiem is a harmonically rich and sophisticated work, and said lack of previous analysis represents a gap in theoretical research. This thesis analyzes Requiem for significant harmonic structures and idiomatic compositional techniques and applies those techniques in an original composition. Subtopics of note included harmonic non-functionality, modulations, and orchestration. The original work is comprised of two movements for choir and piano respectively titled “Requiem …


Tracking Impact: Leveraging Pre-Existing Monitoring Tools For Assessing Indonesia’S Free Nutritious Meal (Makan Bergizi Gratis) Programme, Putu Geniki Lavinia Natih Aug 2025

Tracking Impact: Leveraging Pre-Existing Monitoring Tools For Assessing Indonesia’S Free Nutritious Meal (Makan Bergizi Gratis) Programme, Putu Geniki Lavinia Natih

Economics and Finance in Indonesia

Indonesia’s Makan Bergizi Gratis (MBG) programme is among the largest school feeding initiatives globally, yet its rapid scale-up has outpaced the development of a robust monitoring, evaluation, and learning (MEL) framework capable of assessing welfare-relevant outcomes. This paper examines whether pre-existing national survey instruments can be leveraged to strengthen outcome monitoring in the absence of MBG-specific microdata. Focusing on the Food Insecurity Experience Scale (FIES) collected through Indonesia’s National Socio-Economic Survey (Susenas), the study first situates experiential food insecurity within Indonesia’s broader food security landscape. It then applies a propensity score matching framework using participation in the Bantuan Pangan Non-Tunai …


Sustained Lung Inflammation Post-Sars-Cov-2 Infection In Mice Is Associated With Increased Pulmonary T Cells., Sophie Y Guan, Patricia P Ogger, Ana Farias, Minerva Garcia Martín, Joy Nakawesi, Olivia Bedard, Candice N Baker, Nadia Rosenthal, Cecilia Johansson Aug 2025

Sustained Lung Inflammation Post-Sars-Cov-2 Infection In Mice Is Associated With Increased Pulmonary T Cells., Sophie Y Guan, Patricia P Ogger, Ana Farias, Minerva Garcia Martín, Joy Nakawesi, Olivia Bedard, Candice N Baker, Nadia Rosenthal, Cecilia Johansson

Faculty Research 2025

Many SARS-CoV-2 patients experience chronic pulmonary symptoms and long-term inflammation despite viral clearance. While these clinical manifestations have been linked to the dysregulation of the adaptive immune response, the underlying immunopathology remains poorly understood due to a lack of suitable animal models. To investigate long-term pulmonary consequences of SARS-CoV-2 infection, we used a genetic cross of 129 mice and C57BL/6 (B6)-K18-hACE2 transgene mice, a model previously shown to survive infection. 129xB6-K18-hACE2 mice or littermate controls were infected with a low dose (5 × 102 PFU) of ancestral SARS-CoV-2. Complete viral clearance and full recovery from weight loss …


The Role Of Managerial Human Capital In Resource Acquisition And Deployment: A Study Of The Japanese Anime Film Industry, Tsutomu Doiguchi Aug 2025

The Role Of Managerial Human Capital In Resource Acquisition And Deployment: A Study Of The Japanese Anime Film Industry, Tsutomu Doiguchi

Graduate Theses and Dissertations

In order to integrate resource and capability perspectives, prior literature has examined the interaction between managerial human capital (HC) and unit-level human capital resources (HCRs). A substantial body of research has demonstrated that managerial HC enhances the deployment of unit-level HCRs, thus generating synergistic values beyond those realized in their isolation. Previous literature, however, has largely overlooked the role of managerial HC in acquiring unit-level HCRs, neglecting strategic factor market theory and becoming susceptible to endogeneity issues. To address these theoretical and empirical issues, this study draws on the theoretical framework of human capital resource combinations—and proposes three distinct mechanisms …


Layered Redactions: An Arts Based Research And Self Study Handbook For Art Teachers Navigating Professional Learning Communities, Audrea M. Danenhauer Aug 2025

Layered Redactions: An Arts Based Research And Self Study Handbook For Art Teachers Navigating Professional Learning Communities, Audrea M. Danenhauer

Graduate Theses and Dissertations

This self-study contributes to the field of art education by examining the tensions and possibilities within Professional Learning Communities (PLCs) through an arts-based lens. Framed as both a love letter and a palimpsestic work, this thesis reimagines professional development as a layered, living practice, rooted in collective care and criticality. Using collage as both method and metaphor, the study interweaves Freire’s dialogic praxis, bell hooks’ radical tenderness, and the marginalia of a weathered PLC handbook—redacted, annotated, and reassembled with lived experience. Through deliberate redaction and reassembly, the research intentionally disrupts the normative invisibility of whiteness in educational structures, making visible …


The “Sweetest Sounding” Words Of Civil Rights: A Labor Origin Story Of The “Right To Work”, Thomas A. Castillo Aug 2025

The “Sweetest Sounding” Words Of Civil Rights: A Labor Origin Story Of The “Right To Work”, Thomas A. Castillo

History

This essay revisits the idea of “right to work” by offering historical context of Florida’s passage of its 1944 right to work constitutional amendment. A brief overview of the history of the term right to work and its contested nature indicates how the phrase likely led to confusion especially in the arena of political economy. A close evaluation of the amendment and its incongruent nature reveals the intent of its proponents was to deceive voters with the “sweetest sounding” words of civil rights while weakening their ability to organize labor unions. The history of safeguarding the free market entailed disciplining …


From Waste To Solution: Modeling And Characterization Of Grape Seed Bio-Waste For Phosphate Removal From Wastewater, Abeer Al-Bsoul, Zakaria Al-Qodah, Muhammad Tawalbeh, Khalid Bani-Melhem, Khalideh Al Bkoor Alrawashdeh, Mohammad Hailat, Ahmed A. Al-Taani, Eid Gul Aug 2025

From Waste To Solution: Modeling And Characterization Of Grape Seed Bio-Waste For Phosphate Removal From Wastewater, Abeer Al-Bsoul, Zakaria Al-Qodah, Muhammad Tawalbeh, Khalid Bani-Melhem, Khalideh Al Bkoor Alrawashdeh, Mohammad Hailat, Ahmed A. Al-Taani, Eid Gul

All Works

In this study, particles of ground grape seeds were utilized to adsorb phosphate ions from a prepared solution, aiming to reduce phosphate concentration. Through a series of adsorption experiments, the effects of the adsorbent concentration, initial phosphate ion concentration, temperature, and pH on the phosphate ion uptake were studied. The removal efficiency of the phosphate ion decreased from 77 to 61% as a 25 to 45 °C increment in temperature was observed, which indicated the exothermicity in the adsorption process. The phosphate ion movement onto the adsorbent surface that exhibited the highest uptake value favored a neutral reaction environment with …


Ai And Me, Stewart Justman Aug 2025

Ai And Me, Stewart Justman

Global Humanities and Religions Faculty Publications

How well did AI interpret an article of mine published in the Journal of Controversial Ideas?


Development Of A Control System For An 8-Dof Quadrupedal Robotic Research Platform, Jack Butler Aug 2025

Development Of A Control System For An 8-Dof Quadrupedal Robotic Research Platform, Jack Butler

Master's Theses

Quadrupedal robots offer a versatile locomotion option that can extend the operating space of a robot into uneven terrains. However, controlling these systems presents significant challenges due to nonlinearities introduced by various factors.

In this thesis, model-predictive control (MPC) is applied to an 8-DOF legged robot developed by Cal Poly’s Legged Robotics group. The MPC framework employs a lumped rigid-body model that treats the robot as a single rigid body with forces applied directly at the foot contact points. The controller is developed within the ROS2 environment, with integration of state estimation and gait-pattern generation, to provide maximum modularity and …


August 2025 Annual Report, Perlmutter Center For Legal Justice At Cardozo Law Aug 2025

August 2025 Annual Report, Perlmutter Center For Legal Justice At Cardozo Law

Perlmutter Center Reports

The August 2025 Annual Report documents the Perlmutter Center for Legal Justice’s work at Cardozo Law during Spring and Summer 2025, highlighting major legal victories, partnerships, student clinical programs, policy advocacy, community outreach, and staff achievements. Prepared for The Laura and Isaac Perlmutter Foundation, it details the Center’s efforts to address wrongful convictions, challenge flawed forensic science, expand pro bono collaborations, and advance criminal justice reform, while also providing staff updates, financial information, and program impact summaries.


A Trauma-Informed Analysis Of Legal Intervention In Cases Of Child Emotional Maltreatment, Judith G. Mcmullen Aug 2025

A Trauma-Informed Analysis Of Legal Intervention In Cases Of Child Emotional Maltreatment, Judith G. Mcmullen

University of Florida Journal of Law & Public Policy

Child emotional maltreatment (CEM) has been recognized as a widespread, serious social problem that is linked to a variety of adverse physical and mental effects that follow affected children into adulthood. The justice system has responded to calls to action by mental health professionals, and for more than two decades, federal and state laws have included child emotional maltreatment on the list of caretaker behaviors that can trigger child protection action. Despite the potential for meaningful action, recent data shows that occurrence rates of CEM are quite high, while rates of official reporting and intervention remain low. This Article examines …


Legislatively Inhibiting Children's Development Of The Mens Rea To Commit Genocide During Adulthood, Susan H. Bitensky Aug 2025

Legislatively Inhibiting Children's Development Of The Mens Rea To Commit Genocide During Adulthood, Susan H. Bitensky

University of Florida Journal of Law & Public Policy

This Article concerns how legislatures in America are stanching development of the criminal intent to commit genocide. Lawmakers have taken aim at genocide, not through the barrel of a gun, but, rather, by imbuing schoolchildren with values and psychological attributes that gradually counteract development of a génocidaire’s mens rea. Of course, sans mens rea, sans perpetration of this, the “crime of crimes.”

The counteractant process is the result of joining a substantively targeted pedagogy with the force of law so as to create state genocide-education mandate statutes. There has been a certain prescience in this. Accumulating expert opinion, studies, and …


The Impact Of Previous Police Contact And Attitudes Toward Police On Firearm Carriage In A College Student Population, Amanda Kroll Aug 2025

The Impact Of Previous Police Contact And Attitudes Toward Police On Firearm Carriage In A College Student Population, Amanda Kroll

All-Inclusive List of Electronic Theses and Dissertations

This study examines whether an association exists between police contact and firearm carriage. Additionally, the present study examines whether the intrusiveness of police contact has an association with firearm carriage. Questionnaires measuring participant demographics, perceptions of the police, contact with the police, and firearm carriage were administered to 222 participants recruited through undergraduate psychology courses at a state university in the Midwest. Results indicated that participants with a history of contact with the police were more likely to carry a firearm than participants with no contact with the police. Regarding frequency of firearm carriage, participants with a history of police …


Ai-Enhanced Structured Literacy Intervention For Secondary Students: A Case Study Of Science Of Reading, Jennifer Bird Aug 2025

Ai-Enhanced Structured Literacy Intervention For Secondary Students: A Case Study Of Science Of Reading, Jennifer Bird

Teaching & Learning Faculty Publications

This study examines the effectiveness of Lexia PowerUp, an AI-powered literacy program, for sixth-grade students requiring Tier 3 reading intervention. Seven sixth-grade students (six boys, one girl; five African American, two Caucasian; all qualifying for free/reduced lunch) participated in a six-month intervention combining 50 minutes of daily small-group instruction with individualized Lexia PowerUp usage. Researchers measured progress through Achieve 3000 Lexile assessments and Lexia PowerUp performance data across three skill strands: Word Study, Grammar, and Comprehension. All participants demonstrated Lexile level improvements from beginning-of-year to mid-year assessments, though students remained below sixth-grade benchmarks (925-1070L). Analysis of Lexia PowerUp progression showed …


The Effects Of Overexpressing K2p Channels In Various Tissues On Physiology And Behaviors, Alaina C. Taul, Elizabeth R. Elliott, Douglas A. Harrison, Robin L. Cooper Aug 2025

The Effects Of Overexpressing K2p Channels In Various Tissues On Physiology And Behaviors, Alaina C. Taul, Elizabeth R. Elliott, Douglas A. Harrison, Robin L. Cooper

Biology Faculty Publications

Two-pore-domain K+ channels (K2p), known previously as leak channels, are responsible for maintaining the resting membrane potential of cells. Fifteen subtypes are known to exist in humans and eleven are known in Drosophila melanogaster, as well as six subfamilies; however, little is known about the expression of these subtypes in various animal tissues or the impact of altered expression on cellular physiology. The Drosophila melanogaster model allows for selective misexpression of certain neuron subsets, providing insight into individual cell types and the animal’s physiology more generally. Prior research on the overexpression of K2p channels and the resulting behavioral and …


Revealing Building Operating Carbon Dynamics For Multiple Cities, Winston Yap, Abraham Noah Wu, Clayton Miller, Filip Biljecki Aug 2025

Revealing Building Operating Carbon Dynamics For Multiple Cities, Winston Yap, Abraham Noah Wu, Clayton Miller, Filip Biljecki

Research Collection College of Integrative Studies

Achieving carbon neutrality is a critical yet elusive goal for many cities, hindered by limited understanding of the relationship between building emissions and their surroundings. To address this challenge, we present a generalizable open science framework that integrates building energy-consumption data, multi-modal geospatial inputs and graph deep learning to quantify building operating emissions and their links to urban form and socio-economic factors. Applying this approach to five cities with diverse climates and planning contexts—Melbourne, New York City (Manhattan), Seattle, Singapore and Washington DC—we demonstrate that our models explain 78.4% of the variation in building operating carbon emissions across cities, achieving …


Health And Weather In Unfavourable Environments: Exploring The Historical Dynamics Of Colonial Medical Meteorology In Nineteenth-Century Tropical Asia, Fiona Williamson Aug 2025

Health And Weather In Unfavourable Environments: Exploring The Historical Dynamics Of Colonial Medical Meteorology In Nineteenth-Century Tropical Asia, Fiona Williamson

Research Collection College of Integrative Studies

Medical meteorology had a long precedent in medical thought across Eastern and Western traditions. This article considers the tradition of medical meteorology that was favoured by Western doctors in the nineteenth century, which was often applied within colonial contexts to the understanding of new climates and how they might impact on human health. Looking at British-held tropical and sub-tropical colonies of the Straits Settlements and Hong Kong respectively, medical meteorology was stimulated by the new pathological and atmospheric conditions that European explorers and settlers now inhabited in the name of the British Empire. They brought with them concepts of disease …


Analysis Of Antioxidant Capacity In Storage Roots From Some F2 Progenies Of A Sweetpotato (Ipomoea Batatas (L.) Lam) Segregating Population, Tien Hua Aug 2025

Analysis Of Antioxidant Capacity In Storage Roots From Some F2 Progenies Of A Sweetpotato (Ipomoea Batatas (L.) Lam) Segregating Population, Tien Hua

All Theses

Sweetpotato (Ipomoea batatas [L.] Lam) is a globally important crop known for its high yield, adaptability, and rich nutritional profile. Sweetpotatoes are especially high in β-carotene, a provitamin A carotenoid that is vital for vision, immune function, and skin health, making them effective in combating vitamin A deficiency in vulnerable populations. Purple-fleshed sweetpotatoes are particularly recognized for their very rich antioxidant nutrition, which includes significantly high levels of phenolic compounds such as many types of phenolic acids, flavonoids, and anthocyanins. Regular consumption of sweetpotato has been associated with reduced risks of chronic diseases such as cardiovascular disease, type 2 diabetes, …


From Diversity To Novelty: Unsupervised Learning For Novel Transposon Identification And Evolutionary Mapping For Large-Scale Genomic Datasets, Rabeya Nazara Aug 2025

From Diversity To Novelty: Unsupervised Learning For Novel Transposon Identification And Evolutionary Mapping For Large-Scale Genomic Datasets, Rabeya Nazara

All Theses

Transposons play a pivotal role in genome evolution and contribute to genome expansion, with novel transposon discovery offering valuable insights into genetic function and its implications for health and diseases. This study focused on identifying novel transposons within a large-scale genomic dataset using unsupervised machine learning approaches to uncover hidden patterns and detect elements that deviated from known transposon groups. To address the challenge of data scale and to deal with the computational complexity, two complementary approaches were adopted: first, analyzing the entire dataset to picture the broad spectrum of diversity; second, a strategic reduction and filtering method to produce …