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It's Getting Hot In Here: The Heated Debate On The Censorhip Of Climate Change Education And Its Violation Of State Constitutions, Lilyan Jarreau Mar 2026

It's Getting Hot In Here: The Heated Debate On The Censorhip Of Climate Change Education And Its Violation Of State Constitutions, Lilyan Jarreau

LSU Journal of Energy Law and Resources

No abstract provided.


Ahoy, Matey! I'Ve Harnessed The Wind: Turning Ocean Air Into Renewable Wind Energy, Amber Ferguson Mar 2026

Ahoy, Matey! I'Ve Harnessed The Wind: Turning Ocean Air Into Renewable Wind Energy, Amber Ferguson

LSU Journal of Energy Law and Resources

No abstract provided.


Construction Of Chinese Identities And Community: A Linguistic Ethnographic Study Of A Chinese Culture-Sharing Club At A Us University, Yuxuan Mu Mar 2026

Construction Of Chinese Identities And Community: A Linguistic Ethnographic Study Of A Chinese Culture-Sharing Club At A Us University, Yuxuan Mu

USF Tampa Graduate Theses and Dissertations

Chinese identity has been viewed as a debated and contested notion in sociolinguistics (Wong et al., 2021). Existing sociolinguistic research, which has centered on Chinese identity-related questions, such as “Who can be or cannot be Chinese?”, has been closely involved with the current political tensions between mainland China, Taiwan, and Hong Kong, as well as their associated linguistic tensions between simplified Chinese writing and traditional Chinese writing, and Cantonese and Mandarin. Building on these studies, this dissertation goes beyond the scope of Sinophone contexts traditionally examined in prior research (e.g., mainland China, Singapore, Taiwan, Hong Kong) to examine how US …


The Parthenon, March 11, 2026, Baylee Parsons, Kaitlyn Fleming, Abby Ayes, Ella Hatfield, Davina Synder, Scott Price, Trista Honaker Mar 2026

The Parthenon, March 11, 2026, Baylee Parsons, Kaitlyn Fleming, Abby Ayes, Ella Hatfield, Davina Synder, Scott Price, Trista Honaker

The Parthenon

No abstract provided.


Generative Ai/Machine Learning In The Screen Production Classroom And The Implications For Tertiary Educators., James Thompson, Kereen Ely-Harper, Tom Young, Rachel Wilson, Nico Meissner Mar 2026

Generative Ai/Machine Learning In The Screen Production Classroom And The Implications For Tertiary Educators., James Thompson, Kereen Ely-Harper, Tom Young, Rachel Wilson, Nico Meissner

Staff Scholarship - Australia & Dubai

This report explores how screen production educators in the ASPERA community are responding to the rapid integration of generative Artificial Intelligence (genAI) in teaching and learning. Framed by Sean Cubitt’s (2020) notion of Common Intelligence, we investigate two guiding questions: How are students engaging with genAI tools in their productions, and what are the implications for educators? Methodologically, we engaged in qualitative professional dialogue with screen practice educators through three mechanisms during the 2024 ASPERA Conference: lightning provocations, an anonymous Mentimeter survey, and a facilitated roundtable discussion. These activities provided a collaborative forum for educators to share practice-based insights, reflect …


Spartan Daily, March 11, 2026, San Jose State University, School Of Journalism And Mass Communications Mar 2026

Spartan Daily, March 11, 2026, San Jose State University, School Of Journalism And Mass Communications

Spartan Daily, 2026

Volume 166, Issue 21


Ulk4 And Cdkn2a Polymorphisms Influence The Risk Of Developing Monoclonal Gammopathy Of Undetermined Significance, José Manuuel Sánchez-Maldonado, Angelica Macauda, Antonio José Cabrera-Serrano, Hauke Thomsen, Murat Güler, Rob Ter Horst, Bethany Van Guelpen, Pavel Vodicka, Stefano Landi, Subhayan Chattopadhyay, Pelin Ünal, Lucía Ruiz-Durán, Delphine Casabonne, Hartmut Goldschmidt, Istemi Serin, María Carretero-Fernández, Elena Cabezudo, Fernando Reyes-Zurita, Alyssa I. Clay-Gilmour, Et. Al. Mar 2026

Ulk4 And Cdkn2a Polymorphisms Influence The Risk Of Developing Monoclonal Gammopathy Of Undetermined Significance, José Manuuel Sánchez-Maldonado, Angelica Macauda, Antonio José Cabrera-Serrano, Hauke Thomsen, Murat Güler, Rob Ter Horst, Bethany Van Guelpen, Pavel Vodicka, Stefano Landi, Subhayan Chattopadhyay, Pelin Ünal, Lucía Ruiz-Durán, Delphine Casabonne, Hartmut Goldschmidt, Istemi Serin, María Carretero-Fernández, Elena Cabezudo, Fernando Reyes-Zurita, Alyssa I. Clay-Gilmour, Et. Al.

Faculty Publications

Monoclonal gammopathy of undetermined significance (MGUS) is a necessary precursor condition to multiple myeloma (MM). Given the role of autophagy in modulating MM risk, we investigated whether genetic variation in autophagy-related genes influences susceptibility to MGUS. We analyzed the association of 34,042 common autophagy-related single nucleotide polymorphisms (SNPs) with MGUS across six independent cohorts, five from Europe and one from North America, comprising 2317 MGUS cases and 282,358 controls. We also assessed their impact on immune parameters, including absolute counts of 91 blood-derived immune cell subsets and 103 circulating immunological proteins. Meta-analysis revealed a genome-wide significant association between the ULK4 …


Interlibrary Loan: From Basics To Current Issues, Jennifer K. Lloyd Mar 2026

Interlibrary Loan: From Basics To Current Issues, Jennifer K. Lloyd

Library Faculty Publications

While interlibrary loan has been a core service for health science libraries for decades, changes in policies, software, and workflow are accelerating. This webinar will explain some basics of ILL and its platforms while also focusing on current issues and changes that are confronting libraries.


Communication Challenges Experienced By Telephone Triage Registered Nurses Providing Assessment Of Health Symptoms, Stacy Huddleston Mar 2026

Communication Challenges Experienced By Telephone Triage Registered Nurses Providing Assessment Of Health Symptoms, Stacy Huddleston

Walden Dissertations and Doctoral Studies

Telephone triage nurses routinely assess symptoms and make clinical decisions without visual contact, which introduces complex communication challenges. Language differences, emotional distress, cultural misunderstandings, and the absence of visual cues may influence how symptoms are described, interpreted, and acted upon during telephone encounters. The purpose of this qualitative interpretive description study, guided by Peplau’s theory of interpersonal relations, was to explore how RNs experience and manage communication barriers in telephone triage practice. Six RNs with recent experience in telephone triage participated in semistructured interviews, and the data were analyzed using interpretive description and thematic analysis. Findings indicated that participants relied …


Perspectives On Choice Of Law Challenges In Multistate Precision Medicine Research, Laura M. Beskow, Catherine Hammack-Aviran, James W. Hazel, Leslie E. Wolf Mar 2026

Perspectives On Choice Of Law Challenges In Multistate Precision Medicine Research, Laura M. Beskow, Catherine Hammack-Aviran, James W. Hazel, Leslie E. Wolf

Law Faculty Scholarship

This empirical legal study investigates challenges related to determining applicable law in multistate precision medicine research. Through interviews with experts in law, research ethics, and human subjects protections, the authors examine how differences in state laws governing research, genetic privacy, and data protection may affect participant rights and research practices. Interviewees reported varying levels of awareness regarding state law variation and expressed differing views on its significance. The findings suggest that uncertainty surrounding applicable legal frameworks can complicate research design, informed consent processes, and institutional oversight. The study calls for further legal and policy analysis to address these challenges and …


Adolescent And Parent Dyad Perceptions On The Utility And Implementation Ability To Use Cellphone-Based Technology To Reduce Distracted Driving In Philadelphia, Pennsylvania, Usa, Kevin Rix, Rachel Solomon, Mallory Lacy, M Kit Delgado, Jeffrey P Ebert, Douglas J Wiebe, Catherine Claire Mcdonald Mar 2026

Adolescent And Parent Dyad Perceptions On The Utility And Implementation Ability To Use Cellphone-Based Technology To Reduce Distracted Driving In Philadelphia, Pennsylvania, Usa, Kevin Rix, Rachel Solomon, Mallory Lacy, M Kit Delgado, Jeffrey P Ebert, Douglas J Wiebe, Catherine Claire Mcdonald

Faculty, Staff and Student Publications

Introduction: Losing focus while driving, including cellphone-based distractions (phone calls, text messages, other apps), is a prominent problem for adolescent drivers. Internal cellphone-based technologies designed to reduce distractions are prominent, but little is known about how parents and their children feel about their ability to successfully reduce distracted driving. This study interviews parents and adolescents to understand the utility and what is needed for implementation of these technologies.

Methods: Twenty (20) adolescent-parent dyads participated in semistructured qualitative interviews. Participants reflected adolescent drivers and their parents who previously had been documented as ranging from 'very low' risk drivers to 'very high' …


Wnt/Β -Catenin Signalling Shapes Macrophage Behaviour During Injury And Repair In The Mouse Submandibular Gland, Araz Ahmed, Suveer Sachdeva, Simon Whawell, Isabelle Miletich Mar 2026

Wnt/Β -Catenin Signalling Shapes Macrophage Behaviour During Injury And Repair In The Mouse Submandibular Gland, Araz Ahmed, Suveer Sachdeva, Simon Whawell, Isabelle Miletich

Peninsula Dental School

Xerostomia, the subjective sensation of dry mouth, is a debilitating consequence of head and neck radiotherapy and autoimmune disorders such as Sjögren’s syndrome. It severely impairs oral health and quality of life by promoting mucosal ulceration, infection, malnutrition, and speech difficulties, yet effective regenerative treatments remain limited. Macrophages have recently emerged as critical regulators of salivary gland repair through their roles in coordinating inflammation, fibrosis, and epithelial regeneration; however, the molecular mechanisms governing macrophage activation and function in the injured salivary gland remain poorly defined. The Wnt/β-catenin signalling pathway is a key regulator of inflammation and tissue homeostasis across multiple …


Consumer Resilience Suppresses The Recovery Of Overgrazed Ecosystems, Nathan B. Spindel, Aaron W.E. Galloway, Julie B. Schram, Gwiisihlgaa Daniel Mcneill, Sg̱Iids Ḵung Vanessa Bellis, Niisii Guujaaw, Jaasaljuus Yakgujanaas, Ondine Pontier, Markus Thompson, Lynn C. Lee, Daniel K. Okamoto Mar 2026

Consumer Resilience Suppresses The Recovery Of Overgrazed Ecosystems, Nathan B. Spindel, Aaron W.E. Galloway, Julie B. Schram, Gwiisihlgaa Daniel Mcneill, Sg̱Iids Ḵung Vanessa Bellis, Niisii Guujaaw, Jaasaljuus Yakgujanaas, Ondine Pontier, Markus Thompson, Lynn C. Lee, Daniel K. Okamoto

Faculty Research, Scholarly, and Creative Activity

Many heterotroph species perish when faced with severe food limitation; others can persist, adapt, and thrive. Sea urchins are emblematic of this paradox: they can overgraze kelp forests to form barren habitats, but can then survive for decades in these nutritionally depauperate seascapes. Understanding the mechanisms enabling persistence under starvation and rapid recovery when food returns provides insights into how consumer resilience shapes ecosystem dynamics. We quantified how food abundance, quality, deprivation, and reintroduction influence bioenergetic performance in the red sea urchin (Mesocentrotus franciscanus), integrating field observations of kelp forest and barren populations with a controlled feeding experiment. We measured …


Ocean Observing System Design: Transatlantic Acoustic Propagation For Acoustic Thermometry, Brian D. Dushaw, Dimitris Menemenlis, John A. Colosi Mar 2026

Ocean Observing System Design: Transatlantic Acoustic Propagation For Acoustic Thermometry, Brian D. Dushaw, Dimitris Menemenlis, John A. Colosi

Faculty Research, Scholarly, and Creative Activity

Ocean acoustic thermometry is simulated in the North Atlantic using two global ocean state estimates to assess its potential contributions to the Global Ocean Observing System. Acoustic data were simulated for transatlantic acoustic propagation from Cabo Verde to Bermuda, a 4183-km archetypal path across the Mid-Atlantic Ridge. Acoustic scattering by internal waves was simulated using a range-dependent, stochastic model added to the ocean state estimates. While the Ridge blocks acoustic propagation traveling deeper than about 3000 m, and internal-wave sound speed scintillations cause prohibitive scattering of later-arriving rays, it is apparent that O(10) acoustic ray arrivals on this path are …


Rates And Predictors Of Intention To Get Preventive Screenings Among Individuals In Recovery From Substance Use Disorders, Afsha Hossain, Ban A. Majeed, Lia Pierson Bruner Mar 2026

Rates And Predictors Of Intention To Get Preventive Screenings Among Individuals In Recovery From Substance Use Disorders, Afsha Hossain, Ban A. Majeed, Lia Pierson Bruner

Journal of the Georgia Public Health Association

Background: Individuals with substance use disorders (SUDs) are at greater risk for chronic disease but often face barriers to access and uptake of preventive screenings, so the aim of this study was to identify rates and predictors for intention to get preventive screenings among residents at two recovery centers.

Methods: We used a cross-sectional survey (N=95, response rate 51%) to determine previous screening rates and the intention to get recommended preventive screenings among residents of two long-term recovery programs in Athens, GA, using bivariate analysis with chi-square to look for associations with intention.

Results: Prior use of preventive health services …


Quality Of Life In Patients With P16+ Oropharyngeal Cancer Receiving Accelerated Radiation Therapy With Either Cisplatin Or Cetuximab In The Nrg/Rtog 1016 Randomized Controlled Trial, Jolie Ringash, Pedro A Torres-Saavedra, Maura L Gillison, Jimmy J Caudell, David J Adelstein, Paul M Harari, Erich M Sturgis, Ethan Basch, Shlomo A Koyfman, Greg A Krempl, Dukagjin M Blakaj, James Edward Bates, Thomas J Galloway, Christopher U Jones, Beth M Beadle, Jonathan Harris, Quynh-Thu Le, Sue S Yom, Benjamin Movsas Mar 2026

Quality Of Life In Patients With P16+ Oropharyngeal Cancer Receiving Accelerated Radiation Therapy With Either Cisplatin Or Cetuximab In The Nrg/Rtog 1016 Randomized Controlled Trial, Jolie Ringash, Pedro A Torres-Saavedra, Maura L Gillison, Jimmy J Caudell, David J Adelstein, Paul M Harari, Erich M Sturgis, Ethan Basch, Shlomo A Koyfman, Greg A Krempl, Dukagjin M Blakaj, James Edward Bates, Thomas J Galloway, Christopher U Jones, Beth M Beadle, Jonathan Harris, Quynh-Thu Le, Sue S Yom, Benjamin Movsas

Faculty, Staff and Students Publications

Purpose: NRG/RTOG 1016 was a phase III randomized noninferiority de-escalation trial comparing cetuximab versus cisplatin, concurrent with accelerated radiation 70 Gy/6 weeks, in p16+ oropharyngeal cancer. Quality of life (QOL) was a secondary endpoint.

Methods and materials: Eligible/consenting patients among the first 400 entered completed the EORTC QLQ-C30/H&N35 at baseline, end of treatment, 3, 6, and 12 months posttreatment, to provide 90% power to detect an effect size of 0.5 in the between-arm change in QOL scores from baseline to 6 months. We report completion, responsiveness, and patterns over time across domains between arms, considering a difference of >10 points …


Midweek Memo, Georgia Southern University Mar 2026

Midweek Memo, Georgia Southern University

Midweek Memo

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Building Trust And Credibility In Business-To-Business Relationships: The Role Of Content Marketing Formats, Janice A. Yates Mar 2026

Building Trust And Credibility In Business-To-Business Relationships: The Role Of Content Marketing Formats, Janice A. Yates

USF Tampa Graduate Theses and Dissertations

The increasing reliance on digital channels in business-to-business (B2B) purchasing has elevated content marketing as a central mechanism for building vendor relationships and influencing buyer behavior. Grounded in Relationship Management Theory, this study examines how informational quality and interactive engagement in B2B content marketing contribute to relational outcomes—trust and credibility—and subsequent purchase intent.A quantitative survey was administered to B2B professionals to assess perceptions of common content marketing formats and their influence on vendor evaluation and purchasing decisions. A total of 76 responses were collected, with 63 usable cases retained after data screening. Established multi-item scales were used to measure informational …


They Find A Way: The Transnational Practices And Experiences Of Diaspora Conflict Journalists, Grace E. Smith Mar 2026

They Find A Way: The Transnational Practices And Experiences Of Diaspora Conflict Journalists, Grace E. Smith

USF Tampa Graduate Theses and Dissertations

As global tensions continue to rise, media landscapes are changing. Diaspora communities play an integral role in this shift, as they search for verifiable news with a global perspective to keep them informed on crises in their home countries. In order to keep their communities informed, diaspora journalists step up to localize coverage, creating transnational networks to bridge home and host countries. They often work through intense situations, sacrificing normalcy for information. Building on the framework from Ogunyemi’s (2018) diasporic media observations, Fraser’s (1992) counterpublics theory, and D.K. Thussu’s (2006) contra-flow in global media theory, this study explores how diaspora …


Hbcu Presidents’ Perceptions About The Unique Financial Challenges Influencing Enrollment, Tiffany Hardy Terrell Mar 2026

Hbcu Presidents’ Perceptions About The Unique Financial Challenges Influencing Enrollment, Tiffany Hardy Terrell

Walden Dissertations and Doctoral Studies

Historically Black Colleges and Universities (HBCUs) are important to the educational landscape. The problem that was addressed through this study was the unique financial challenges that influence enrollment at HBCUs. Guided by the conceptual framework of transformational leadership, the purpose of this basic qualitative study was to explore HBCU presidents’ perceptions about the unique financial challenges as well as recommendations on how to overcome these challenges that influence enrollment at their institutions. Semistructured interviews were conducted with five former and three current HBCU presidents who had been in their role for a minimum of 1 year. Using in vivo coding, …


Leadership Strategies Nonprofit Leaders Use To Motivate Employees, Clara Dube Mar 2026

Leadership Strategies Nonprofit Leaders Use To Motivate Employees, Clara Dube

Walden Dissertations and Doctoral Studies

Unmotivated nonprofit organization (NPO) employees threaten NPO mission fulfillment. NPO leaders are concerned with poor employee motivation as it negatively correlates with organizational performance. Grounded in the integration of self-determination theory and Vroom’s expectancy theory, the purpose of this qualitative single-case study was to explore the leadership strategies that some NPO leaders use to motivate employees. The targeted population was five leaders of an NPO in the Tigray region of Ethiopia who implemented successful leadership strategies to motivate employees. The participants comprised five leaders, purposively selected from an Ethiopian NPO, who had demonstrated the ability to motivate their employees. Data …


Leveraging Patient Data To Detect Systematic Shifts In Daptomycin Susceptibility Testing Associated With Reduced Prescribing, Mark A Zaydman, Laurel Glaser, Daniel S Herman, Mason Kressloff, Vahid Azimi, Christine R Lockowitz, Rebekah E Dumm Mar 2026

Leveraging Patient Data To Detect Systematic Shifts In Daptomycin Susceptibility Testing Associated With Reduced Prescribing, Mark A Zaydman, Laurel Glaser, Daniel S Herman, Mason Kressloff, Vahid Azimi, Christine R Lockowitz, Rebekah E Dumm

2020-Current year OA Pubs

UNLABELLED: Systemic shifts in antimicrobial resistance rates can be due to epidemiologic shifts in microbial susceptibility patterns or artifactual shifts introduced by technical biases in antimicrobial susceptibility testing (AST)-both ultimately leading to changes in antimicrobial prescribing. To reduce technical variability, quality control (QC) criteria for AST are published by manufacturers and standards organizations. However, traditional QC metrics, in isolation, are fallible. In this study, we describe a systematic shift in daptomycin AST results between 2022 and 2025 in isolates tested in two independent health systems. Comprehensive analysis of clinical isolate AST results and retrospective mining of QC data from this …


Combined Dark Matter Search Towards Dwarf Spheroidal Galaxies With Fermi-Lat, Hawc, H.E.S.S., Magic, And Veritas, S. Abdollahi, L. Baldini, R. Bellazzini, B. Berenji, E. Bissaldi, R. Bonino, X. Wang, R. Turner, P. Hüntemeyer, Et Al. Mar 2026

Combined Dark Matter Search Towards Dwarf Spheroidal Galaxies With Fermi-Lat, Hawc, H.E.S.S., Magic, And Veritas, S. Abdollahi, L. Baldini, R. Bellazzini, B. Berenji, E. Bissaldi, R. Bonino, X. Wang, R. Turner, P. Hüntemeyer, Et Al.

Michigan Tech Publications

Dwarf spheroidal galaxies (dSphs) are excellent targets for indirect dark matter (DM) searches using gamma-ray telescopes because they are thought to have high DM content and a low astrophysical background. The sensitivity of these searches is improved by combining the observations of dSphs made by different gamma-ray telescopes. We present the results of a combined search by the most sensitive currently operating gamma-ray telescopes, namely: the satellite-borne Fermi-LAT telescope; the ground-based imaging atmospheric Cherenkov telescope arrays H.E.S.S., MAGIC, and VERITAS; and the HAWC water Cherenkov detector. Individual datasets were analyzed using a common statistical approach. Results were subsequently combined via …


Uncovering Hidden Features Of Copyback Viral Genomes, Sarah Pye Mar 2026

Uncovering Hidden Features Of Copyback Viral Genomes, Sarah Pye

Arts & Sciences Graduate Student Theses and Dissertations

Copyback viral genomes (cbVGs) are truncated non-protein coding viral genomes produced when an RNA virus polymerase detaches from the replication template and resumes elongation downstream, copying back a sequence complementary to the nascent strand. cbVGs can stimulate antiviral immunity and compete for viral proteins to suppress virus replication, but technical limitations of PCR-based approaches have painted an incomplete picture of the diverse cbVG populations generated during infection. Here, we sought to improve our understanding of cbVG molecular structure by harnessing long-read RNA sequencing tools. To do this, we developed a robust and reliable pipeline to sequence and analyze native full-length …


Inverse Associations Of Serum Total Omega-6 Polyunsaturated Fatty Acids And Linoleic Acid With Biomarkers Of Inflammation: A Cross-Sectional Analysis, Kevin C Maki, Xiwei Chen, Meredith L Wilcox, Carol F Kirkpatrick, Liana L Guarneiri, Orsolya M Palacios, Erika T Beidelman, Anna Lm Macagno, David B Allison Mar 2026

Inverse Associations Of Serum Total Omega-6 Polyunsaturated Fatty Acids And Linoleic Acid With Biomarkers Of Inflammation: A Cross-Sectional Analysis, Kevin C Maki, Xiwei Chen, Meredith L Wilcox, Carol F Kirkpatrick, Liana L Guarneiri, Orsolya M Palacios, Erika T Beidelman, Anna Lm Macagno, David B Allison

Children’s Nutrition Research Center Staff Publications

Background: Observational evidence supports associations between higher consumption of omega-6 (n-6) polyunsaturated fatty acids (PUFAs) with reduced risks for cardiometabolic diseases. However, some have hypothesized that higher n-6 PUFA intake may be proinflammatory.

Objectives: The purpose of this cross-sectional analysis using baseline data from the Aegis cohort was to examine associations of serum total n-6 PUFA and linoleic acid concentrations with biomarkers of inflammation.

Methods: Serum concentrations of high-sensitivity C-reactive protein (hs-CRP), glycoprotein acetyls, serum amyloid A (SAA), soluble intercellular adhesion molecule-1 (sICAM-1), and soluble vascular cell adhesion molecule-1 (sVCAM-1) were assessed as biomarkers of inflammation. Univariate Pearson correlation coefficients …


Molecular Quantum Particle Algorithm (Mqpa): Hybrid Quantum-Classical Learning For Molecular Property Prediction, Jessica Mcphaul, Bivin Sadler Ph.D. Mar 2026

Molecular Quantum Particle Algorithm (Mqpa): Hybrid Quantum-Classical Learning For Molecular Property Prediction, Jessica Mcphaul, Bivin Sadler Ph.D.

SMU Data Science Review

Classical machine learning models and quantum kernel methods often struggle to capture quantum-coherent molecular features under the constraints of noisy intermediate-scale quantum (NISQ) hardware, limiting both predictive accuracy and scalability.

This paper introduces the Molecular Quantum Particle Algorithm (MQPA), a hybrid quantum–classical framework designed to achieve chemically accurate property prediction by integrating handcrafted molecular descriptors with parameterized quantum circuits. Molecular inputs, expressed as SMILES strings, are processed via RDKit and encoded through angle-based quantum gates with entangling layers in Qiskit [1]. Quantum parameters are optimized using simultaneous perturbation stochastic approximation (SPSA) [2], while classical regression layers leverage Adam [3] …


Predicting House Prices Using Machine Learning, Pejal Rath, Robert Slater Mar 2026

Predicting House Prices Using Machine Learning, Pejal Rath, Robert Slater

SMU Data Science Review

This study explores the use of Machine Learning methods to predict housing prices, a problem of significant interest in real estate economics, and data science. Traditional hedonic pricing models have long been used to evaluate the impact of housing attributes on property values, but they often lack the flexibility to capture nonlinear relationships and complex feature interactions. Recent advancements in regression based and Machine Learning approaches provide promising alternatives that may improve prediction of accuracy and market insights. This research will investigate how models such as linear regression, random forest, and gradient boosting can be applied to publicly available housing …


Ai-Powered Reporting For Improved Hospital Efficiency, Joel C. Laskow, Chris Papesh, Srishti Awasthi, Jacquelyn Cheun Mar 2026

Ai-Powered Reporting For Improved Hospital Efficiency, Joel C. Laskow, Chris Papesh, Srishti Awasthi, Jacquelyn Cheun

SMU Data Science Review

This study explores the feasibility of an AI-powered chatbot for HIPAA-aligned intake of emergency room patients seeking treatment for overdose and violence. The system utilizes AWS Amplify, an encrypted EC2 instance, and a secure S3 Bucket house on Amazon Web Services. Chat functionality is powered by a multi-agentic framework operating on Anthropic’s Claude Sonnet 4. Manual evaluation and exact match testing reveal the system reliably obtains and records relevant information during intake. Future work will focus on expanding accessibility by integrating voice functionality, obtaining HIPAA compliance certifications, and incorporating the chat system into existing healthcare networks.


Bias Evaluation Of Healthcare Data With The Use Of Vbqa - A Vaers Inspired Bias Question Answer Dataset, Nolan Dulude, Renu Karthikeyan, Bivin Sadler, Faizan Javed Mar 2026

Bias Evaluation Of Healthcare Data With The Use Of Vbqa - A Vaers Inspired Bias Question Answer Dataset, Nolan Dulude, Renu Karthikeyan, Bivin Sadler, Faizan Javed

SMU Data Science Review

Abstract. Large Language Models (LLMs) are being used increasingly within the healthcare industry to summarize complex clinical information, but their outputs can often reflect biases inherited from their training data. In healthcare, these biases are not just technical flaws, but they can lead to distorted and false information about vaccine safety, compromise patient trust, and lead to potential harmful outcomes. This study investigates bias found in LLM-generated outputs to question-answer pairs inspired by adverse vaccine reactions using COVID-19 data from the Vaccine Adverse Event Reporting System (VAERS) from 2020–2024. We examined whether training the LLMs on a known Bias Benchmark …


Nlp Bias And African American English, Kenya Roy, Faizan Javed Mar 2026

Nlp Bias And African American English, Kenya Roy, Faizan Javed

SMU Data Science Review

African American English (AAE), also referred to as African American Vernacular English (AAVE), is widely used on social media, but most sentiment analysis tools are trained only on Standard American English (SAE). This mismatch can cause models to misclassify dialectal expressions—especially by labeling neutral or positive AAE as negative or toxic. These errors matter, since Natural Language Processing (NLP) systems are now central to content moderation and brand monitoring. This research will evaluate the VADER, RoBERTa, GPT-OSS, and Gemma’s handling of AAE in comparison to SAE using the TwitterAAE corpus, a public dataset of tweets with estimated AAVE usage. The …