Medicine and Health Sciences Commons^™

Food Delivery Services For Enhancing Participation In The Special Supplemental Nutrition Program For Women, Infants, And Children (Wic) In The United States: Bridging The Wic-Eligible Access Gap, Jingjing Gao, Muinat Abolore Idris, Lilian O Ademu, Bryan Colby Griffin, Yue Zhang, Yun Hang, Gabriela A Gallegos

Faculty, Staff and Student Publications

Background: Diet-related health disparities among U.S. children persist despite the availability of the Special Supplemental Nutrition Program for Women, Infants, and Children (WIC) benefits to eligible women, infants, and children. Participation remains suboptimal: only 51.2% of eligible individuals were enrolled in 2021. Transportation and food-environment constraints pose salient barriers, especially for caregivers of infants in food deserts. Emerging online ordering and delivery options may reduce access frictions, but grocery delivery coverage is limited, and fees are often not covered by benefits.

Methods: We linked USDA Food and Nutrition Service state-level WIC participation data (November 2024 vs. September 2025) with demographic, …

“I Can’T Just Talk It. I Have To Live It”: The Roles, Needs, And Recruitment Of Recovery Home House Managers, I Niles Zoschke, Kathryn R Gallardo, Hannah L N Stewart, Serena A Rodriguez, Danielle Gillespie, Sheryl A Mccurdy, J Michael Wilkerson

Faculty, Staff and Student Publications

Introduction: Recovery homes are an increasingly important recovery support service for people with substance use disorders, yet limited research has examined the roles of house managers or how individuals are recruited into these positions. This study examines how house managers understand and enact their roles, how recovery home operators recruit for these positions, and how the demands and sustainability of the role are perceived in practice.

Methods: We conducted a qualitative thematic analysis of interviews with 29 operators and staff working in 10 Level II and Level III recovery homes across five Texas cities.

Results: Findings indicate that house managers …

Impact Of A Culinary Medicine Intervention On Diet And Health Metrics In Patients With Type 2 Diabetes And Elevated Body Mass Index, Natalia I Heredia, Logan R Thornton, Diana C Guevara, Natalia Williams, Grace Marcelo-Ramirez, Joanne Chow, Lorna H Mcneill, Karen Basen-Engquist, Ruth Rechis, Deanna M Hoelscher

Faculty, Staff and Student Publications

Purpose: Culinary Medicine (CM), an educational approach blending the art of cooking with the science of medicine, has shown promise in improving diet and health outcomes. We conducted a mixed-methods, quasi-experimental evaluation of a CM program to promote cooking and healthy dietary intake.

Methods: Patients with type 2 diabetes and elevated body mass index (>25) were recruited from primary care clinics in low-income neighborhoods. The program, delivered by a dietitian, includes five weekly 90-minute sessions on basic cooking skills with behaviorally-based nutrition education. An explanatory sequential mixed-methods pilot study with a pre-post survey design and post-program interviews was used …

Nasal Cavity Microbial Makeup And The Influence On Psychiatric Symptoms Following Fire Exposure In Firefighters, Paul Grunsted, Chao Xu, Amanda Janitz, Jessica Reese, Janis Campbell, Tasha M Santiago-Rodriguez, Sara J Javornik Cregeen, Joseph F Petrosino, Jooyeon Hwang

Faculty, Staff and Student Publications

Background: Firefighters experience high levels of occupational stress and trauma, increasing their risk of depression, anxiety, and post-traumatic stress disorder (PTSD). Although microbial communities may influence brain function and behavior through neural pathways, the nasal microbiome remains understudied. This study examined associations between nasal microbiome characteristics and psychiatric symptoms among firefighters.

Methods: We conducted a cross-sectional study of 34 firefighters recruited from Texas fire stations. Participants completed validated questionnaires assessing depression, anxiety, and PTSD. Nasal swabs were collected before and after fire suppression and 16S rRNA sequencing was used to characterize microbial communities. Alpha and beta diversity, relative abundance, and …

What Do Youth Need To Know About Puberty? A Scoping Review Protocol To Identify Puberty Education Competencies, Marie A Brault, Nanki Singh, Nikita Kakkad, Melissa Peskin, Anthony Betori, Gregory Laynor, Emily Naiser

Faculty, Staff and Student Publications

INTRODUCTION: Puberty is a key transition point in adolescents' lives that plays a foundational role in shaping health behaviors and outcomes across one's life course. This period holds significant potential to empower adolescents and support autonomy in health and well-being, but limited puberty education curricula exist for early adolescents (age 8-14), and those that do exist vary in content. There is a paucity of evaluations of puberty competencies and limited consensus on what competencies should be measured to assess effectiveness or even how to measure these competencies.

OBJECTIVE: The objective of this scoping review is to systematically map and characterize …

Building The Infection Prevention Workforce: Development, Implementation And Evaluation Of Texas Epidemic Public Health Institute Infection Prevention And Control 300 Series, Kayla E Ruch, Janelle Rios

Faculty, Staff and Student Publications

Background: The Texas Epidemic Public Health Institute (TEPHI) was established to strengthen infectious disease preparedness across Texas. The Infection Prevention and Control (IPC) 300 Series represents the third year of a multi-tiered educational initiative designed to provide free, accessible, evidence-based IPC training and continuing education credits for the healthcare workforce.

Methods: Registration and attendance data were collected through Zoom™ and Microsoft Teams™. Knowledge assessments, post-module surveys, and mid- and end-of-series evaluations were administered through QuestionPro™. Module content was informed by guidance from APIC, CDC, CMS, and OSHA. Descriptive statistics and the Kirkpatrick Model of Training Evaluation were used to assess …

Safety And Efficacy Of 6% Hydroxyethyl Starch In Patients Undergoing Major Surgery: The Randomised Controlled Phoneics Trial, Wolfgang Buhre, Óscar Díaz-Cambronero, Simon Schaefer, Martin Novacek, Marina Soro Domingo, Bjorn Stessel, Aurelio Rodríguez-Pérez, Torsten Richter, Georg Rohe, Bernard Cholley, Matthias Gruenewald, Gerhardus Kuiper, Samir Jaber, Dianne De Korte, Javier Belda, Marcelo Gama De Abreu, Robert Baronica, Thomas Scheeren, Carlos Ferrando-Ortolá, Wojciech Szczeklik, Dana Tomescu, Tomas Vyzamal, Zejka Gavranovic, María Pilar Argente-Navarro, Guido Mazzinari, Sarah Thaler, Nuria García-Gregorio, Jeroen Vandenbrande, Diane Zlotnik, Jakob Wittenstein, Sonja Schmier, Susanne Rohn, Christoph Glasmacher, Martin Holler, Cornelius Jungheinrich, Ulf Niess, Daniel I Sessler, Martin Westphal

Faculty, Staff and Student Publications

Abstract

Background: Hydroxyethyl starch (HES) is often used for maintaining vascular volume during major surgery. Long-term high-dose HES in septic patients promotes renal injury, whereas meta-analyses of current HES products in surgical patients do not show such effects.

Objective: We studied if the peri-operative use of HES is noninferior to crystalloids in terms of acute kidney injury. Secondary outcome was the noninferiority of HES on worsening of renal injury and/or the incidence of a composite endpoint of major complications and mortality until postoperative day 90.

Design: Randomised double-blind trial in patients undergoing elective abdominal surgery with expected blood loss at …

Feasibility And Preliminary Outcomes Of A Remotely-Delivered Exercise Training Intervention For English-Speaking Hispanics/Latinos With Multiple Sclerosis: Results From The Ferla Ms Study, Victoria A Flores, Stephanie L Silveira, David X Marquez, Dominique Kinnett-Hopkins, Augusto Miravalle, Fabian Sierra-Morales, Robert W Motl

Faculty, Staff and Student Publications

Background: There is limited evidence on the feasibility of remotely delivered exercise interventions for English-speaking Hispanics/Latinos with MS.

Objectives: To evaluate the feasibility and exploratory efficacy of a remotely-delivered, home-based exercise program for English-speaking Hispanics/Latinos with MS and to explore associations among feasibility metrics, outcomes, and social determinants of health (SDOH).

Results: Of 340 individuals contacted, 112 were eligible (33%), 33 enrolled (9.7%), 30 randomized, and 26 completed (87% retention). Adherence averaged 81% (exercise) and 89% (control). No serious adverse events occurred. Exploratory within-group improvements were observed in the exercise group for physical activity (p = 0.03, d = …

Heart Failure Hospitalization In Patients With And Without Type 2 Diabetes: A Population-Based Retrospective Cohort Study, Allison K Shay, Wei Tao, Soumya Patnaik, Delaney K Sullivan, Angelo Nascimbene, Xueying Wang, Joseph B Mccormick, Hulin Wu

Faculty, Staff and Student Publications

Purpose: Type 2 diabetes mellitus (T2DM) is a common comorbidity among patients with heart failure (HF). This study aims to describe how T2DM relates to HF hospitalization patterns across demographic groups and HF subtypes.

Methods: We conducted a population-based retrospective cohort study using 19 years of clinical data from Cerner Health Facts®, a nationwide electronic health record (EHR) database. Adult patients hospitalized with HF were identified using ICD-9/ICD-10 diagnosis codes and HF-related medications and were stratified by T2DM status. Measures included HF-related hospitalization count, length of first HF hospitalization, and age at first HF hospitalization. Comparisons were examined across HF …

Understanding Practices Of Lactation And Infant Feeding Together With Women With Hiv: The Uplift Observational Study Protocol, Christiana Smith, Emily Anne Barr, Karen Hampanda, Mark Trumbull, Hulin Wu, Jennifer Mckinney, Sarah Buisson, Carly Hoffmann, Ciarra Brown, Angela B Hutchinson, K Rivet Amico, Ifeyinwa V Asiodu, Elizabeth J Mcfarland, Margaret A Lampe, Preetam A Cholli, Olga Varechtchouk, Allahna Esber, Athena P Kourtis, Lisa Abuogi

Faculty, Staff and Student Publications

Introduction: There is a limited understanding of infant feeding decisions, practices, and outcomes for women living with HIV (WLHIV) and their infants since U.S. guidelines were updated in 2023 to support breastfeeding for virally suppressed women on antiretroviral treatment.

Methods and analysis: The Understanding Practices of Lactation and Infant Feeding Together with women with HIV (UPLIFT) study is a convergent mixed-methods, multisite, observational study designed to address key knowledge gaps. Twelve US sites will begin enrollment in early 2026 to accomplish three core activities (CA). In CA1, we explore infant feeding decision-making and experiences via in-depth interviews with pregnant/postpartum WLHIV …

Correction: Feasibility Of Conducting A Pilot Randomized Trial Of A Mindfulness-Based Intervention Among Sheltered Young Adults Experiencing Homelessness, Diane Santa Maria, Paula Cuccaro, Erica Sibinga, Kimberly Bender, Ethel Jacko, Widumini Liyanage, Jennifer Jones, Stanley Cron

Faculty, Staff and Student Publications

This corrects the article "Feasibility of conducting a pilot randomized trial of a mindfulness-based intervention among sheltered young adults experiencing homelessness" in volume 16, 1649664.

Recent Abdominal Surgery As A Risk Factor For Unfavorable Immune-Mediated Colitis Outcomes, Rohan Ahuja, Malek Shatila, Jay Shah, Cristina Natha, Varun Vemulapalli Mdi, Nitish Mittal, Jasmine Mikal Haydel, Irene Jeong-Ah Lee, Andres Caleb Urias Rivera, Carolina Colli Cruz, Bryan Schneider, Shilpa Grover, Aliyah Pabani, Anusha S Thomas, Yinghong Wang

Faculty, Staff and Student Publications

Background and aims: Risk factors for immune checkpoint inhibitor (ICI) therapy enterocolitis (IMC) have not been greatly explored. Abdominal surgery can reduce bacterial diversity, increase the presence of pathogenic bacteria, and lead to inflammatory changes. This retrospective analysis seeks to determine if a history of recent abdominal surgery in patients who receive ICI therapy affects the severity and duration of enterocolitis.

Methods: We retrospectively reviewed patients with history of abdominal surgeries, who received ICI for cancers and then developed IMC. Clinical profiles, oncology variables, and colitis-related characteristics were reported.

Results: Seven hundred sixty-five patients met the inclusion criteria. Patients median …

Evaluating Differences In Nonsyndromic Orofacial Clefts By Infant Sex: National Birth Defects Prevention Study, 1997-2011, Victoria A Salinas, Natalie P Archer, Layla R Lustri, Katherine L Ludorf, Timothy Ihongbe, Wei Yang, Eva M Williford, Marilyn L Browne, Adrian M Michalski, Lindsay A Williams, Wendy Nembhard, Eirini Nestoridi, Gary M Shaw, Andrew F Olshan, A J Agopian, National Birth Defects Prevention Study

Faculty, Staff and Student Publications

Objective: To investigate nongenetic factors that may contribute to observed differences in nonsyndromic orofacial clefts by infant sex.

Study design: Using data for 1997-2011 deliveries from the National Birth Defects Prevention Study, a case-control study, we separately examined associations between 23 maternal factors and cleft lip with or without cleft palate (CL/P) and cleft palate alone (CP) using multivariable logistic regression stratified by infant sex.

Results: We compared 2986 infants with CL/P and 1557 with CP to 11 271 control infants without birth defects. After adjusting for maternal age at conception and education, lower odds of nonsyndromic orofacial clefts were …

An Integrated Lifestyle-, Genetic- And Metabolomics-Based Prediction Model For Mild Cognitive Aging In The Hchs/Sol, Annah B Wyss, Yana Hrytsenko, Linfeng Hu, Iris J Broce, Robert C Kaplan, Wassim Tarraf, Bing Yu, Eric Boerwinkle, Qibin Qi, Myriam Fornage, Charles Decarli, Hector M González, Tamar Sofer

Faculty, Staff and Student Publications

Prediction models for cognitive aging measures have largely evaluated demographic variables and APOE carrier status in populations of European ancestry. To comprehensively assess prediction models among Hispanic/Latinos, we considered 12 models (6 predictor sets and 2 methods) for global cognitive score change (GCSC) and mild cognitive impairment (MCI) in the Study of Latinos-Investigation of Neurocognitive Aging (SOL-INCA) (N = 5856). Based on the average mean squared error (MSE) for GCSC or average area under the curve (AUC) for MCI across 100 randomly split testing and training sets, performance was similar across models, but slightly better for the following models: …

Enhancing Data Compatibility In An Evolving Landscape: Medical Cannabis And Polysubstance Use Protocols In The Phenx Toolkit, Anne Buu, Johannes Thrul, Amanda Bunting, Tamara Haegerich, Wayne Huggins, Christian Hopfer, Denise Vidot, Cataia Ives, Ryan Mcneil, Sarah Zemore, Corrie Vilsaint, Elizabeth Fallon, Christine Hill, Carol Hamilton, John Kelly

Faculty, Staff and Student Publications

Introduction: With increasing legalization of medical cannabis and prevalence of polysubstance use in the United States comes the need for standard psychometrically validated measures to study these substances' health effects in the population. The PhenX (consensus measures for Phenotypes and eXposures) Toolkit (www.phenxtoolkit.org) is a freely accessible catalog of recommended measurement protocols to promote data compatibility across studies, but this extensive catalog did not include measures in these important areas.

Methods: In 2024, a PhenX Working Group of experts followed a well-established consensus process to identify and recommend measurement protocols suitable for inclusion in studies on medical cannabis and polysubstance …

Population-Based Analysis Of Synergistic Effects Of Functional Disability And Comorbidities On Retention In Hiv Care Among People With Hiv, Modupe Olajumoke Onigbogi, Osaro Mgbere, Paul Rowan, Ruosha Li, Charles Darkoh

Faculty, Staff and Student Publications

Objective: This cross-sectional study examined how types of disability and comorbidities influence retention in care (RIC) among people with HIV (PWH) in Houston/Harris County, Texas, USA.

Methods: Data from 1142 participants in the Houston Medical Monitoring Project (2015–2021) were analyzed. Descriptive statistics, bivariate analyses, and multivariable logistic regression were used to evaluate factors associated with RIC.

Results: Approximately 74.9% of participants were retained in care. Compared to PWH without specific comorbidities, those with dyslipidemia and kidney disease had higher odds of RIC (AOR: 2.66; 95% CI: 1.40–5.03 and AOR: 14.08; 95% CI: 1.44–138.12, respectively). PWH reporting only mobility disability had …

Evaluating Artificial Intelligence Large Language Mocdels In Dental Education: A Cross-Sectional Survey On Usage, Perceptions, And Integration At A U.S. Dental Scho, Celine Sheng, Camie Mcfarland, Nikola Angelov, Sridhar V K Eswaran, Richard Halpin, Jennifer Chang

Faculty, Staff and Student Publications

Introduction: The adoption of artificial intelligence (AI) in higher education presents opportunities and challenges for dental education. This study explores the use of Large Language Model (LLM) based AI tools, including ChatGPT and Grammarly AI, among faculty and students at the UTHealth School of Dentistry in Houston (UTSDH). This research assessed usage patterns, perceived benefits and concerns, and AI training demand.

Methods: A piloted, cross-sectional survey was administered via email. The survey included Likert-scale, multiple-choice, and open-ended questions. Respondents provided demographics and rated their LLM-based AI tools for use and perceptions in educational, clinical, and research contexts. Data was analyzed …

Eus-Guided Radiofrequency Ablation As An Adjunct To Neoadjuvant Chemotherapy In Pdac: A Comparative Cohort Analysis, Christiaan Van Der Weiden, Curtis J Wray

Summer Research Program Abstracts

No abstract provided.

Neurodevelopmental Outcomes After Posthemorrhagic Hydrocephalus Of Prematurity, Mekal S. Mathew, Rene Leal, Caroline L. Hanan, David J. Sun, Hasan K. Mubarak, Amelie D. Perrier, William E. Johnson, Micolette R. Mardik, Trevor R. Alwell, Christian Amezquita Contreras, Chance E. Hatfield, Peter H. Yang

Summer Research Program Abstracts

No abstract provided.

The Relationship Between Functional Measures And Patient Reported Outcomes In Adult Spine Patients, River M. Tomlinson, Eric Klineberg, Jacob Jelmini, Nicole Baker

Summer Research Program Abstracts

No abstract provided.

A High-Stakes Landing: Traumatic Innominate Artery Injury After A Skydiving Accident, Claire G. Lewis Ms, Sarah Burki Md, Mahmound Alhusseini Md, Caroline K. Scruggs Md, Margaret L. Jackson Md, Steven Eisenberg Md, Anthony Estrera Md

Summer Research Program Abstracts

No abstract provided.

Quantifying Hemodynamics In Implantable Cardiac And Renal Support Devices Using Computational Modeling, Alexander D. De Oliveira

Summer Research Program Abstracts

No abstract provided.

Reference-Point Indentation Captures Age-Related Material-Quality Changes In Human Infant Rib Cortical Bone, Kush Patel

Summer Research Program Abstracts

No abstract provided.

A User-Friendly Graphical User Interface For Paw Touch Classification In Rodent Cylinder Testing, Tyler R Johnson, Katherine D Zerefos, Dawn M Taylor

Faculty, Staff and Student Publications

In unilateral rodent models of disease or injury, deficits are induced in only one side of the body, allowing the difference in right versus left limb usage to serve as a metric of disease/injury severity and recovery with various treatments. Unilateral rat models are commonly used for conditions such as Parkinson’s disease (via the neurotoxin 6-hydroxydopamine, 6-OHDA), stroke, and traumatic brain injury, as well as cervical spinal cord injury and peripheral nerve damage. The ‘cylinder test’ has been used for over two decades as a reliable metric of asymmetry in forelimb usage. In this test, videos are taken of the …

Intra-Coronary Imaging And Transcriptomics Of Calcified Nodules Before And After Intensive Lipid-Lowering Therapy: A Yellow Iii Substudy, Pruthvi C Revaiah, Yuliya Vengrenyuk, Jiajia Liu, Keisuke Yasumura, Vemuri Krishna Santosh, Monika Karki, Ishani Bansal, Amit Hooda, Joseph K Sweeny, Sahil Khera, Vishal Kapur, Prakash Krishnan, Pedro R Moreno, Roxana Mehran, Xiaobo Zhou, Jagat Narula, Samin K Sharma, Annapoorna S Kini

Faculty, Staff and Student Publications

Aims: Calcified nodules (CNs) contribute to 3-5% of acute coronary syndromes (ACS). Identifying peri-calcific lipid-rich areas is challenging with conventional imaging but feasible using near-infrared spectroscopy (NIRS). This YELLOW III substudy investigated the impact of maximal lipid-lowering on CN morphology and lipid content over 26 weeks.

Methods and results: Patients with stable CAD and lipid-rich, non-obstructive plaques (lipid arc >90°, FCT < 120 µm on OCT) received Evolocumab (140 mg biweekly) plus maximally tolerated statins. Lesions were evaluated at baseline and 26 weeks using combined NIRS-IVUS and OCT. Exploratory endpoints were the maximum 4 mm lipid core burden index (LCBI) in segments containing CNs (maxLCBI4mm-CN) and morphological changes in CN. Linear mixed-effects models were used to evaluate temporal changes and group interactions. Peripheral blood mononuclear cell (PBMC) transcriptomics were analysed. Among 110 patients, 43 (39.1%) had CNs. A total of 73 paired CNs were analysed for morphology, of which 65 CNs were ≥4 mm. CNs with lipid signal (CNLS) demonstrated a significant reduction in maxLCBI4mm-CN from 176.8 to 113.3 (β = -63.51 ± 17.63; P < 0.001), whereas no change was observed in dense CNs (P = 0.317). Morphological parameters remained largely unchanged in both groups. A modest increase in the surrounding calcium arc was observed in CNLS (P = 0.018), while depth showed a differential change …

Enhancing Inter-Institutional Ai Research Collaboration Across Multidisciplinary Teams To Increase The National Ai Workforce In Healthcare, Toufeeq Ahmed Syed, Sarah Popal, D'Laney Kernan, Deevakar Rogith, Zulfiia Ditto, Paul Warhurst, Jay Johnson, Jamboor K Vishwanatha

Faculty, Staff and Student Publications

Inter-institutional team collaboration is critical for impactful multidisciplinary AI research in healthcare. The goal of our project (AIM-AHEAD Connect) is to increase multidisciplinary collaborations by connecting AI/ML experts and healthcare researchers, trainees and professionals to enhance research and improve health for all Americans. As of February 2026, AIM-AHEAD Connect has over 10,100 AI/ML and healthcare experts from across 2,400 institutions, has made more than 7,800 connections and facilitated 194 collaborative online groups. We conducted a unique study to understand collaboration, and analyzed profile, connection, and platform engagement metrics to determine if AI experts and healthcare researchers with more inter-institutional connections …

Factors Associated With Opioid And Antibiotic Prescribing At Us Academic Dental Institutions: 2011 To 2020, S Tungare, A-I Yansane, S Gantela, K K Kookal, S Mccurdy, T M Krause, S Sharma, M Walji

Faculty, Staff and Student Publications

Introduction: In the United States, dentists are one of the leading prescribers of opioids and antibiotics. Because dental schools are the training grounds for future dentists, it is crucial to understand how prescribing has changed and why these medications are being prescribed in academic settings.

Objectives: The objective of this research was to describe the prescribing trends and factors associated with opioid and antibiotic medication prescribing at US academic dental institutions between 2011 and 2020.

Methods: Data from electronic dental records collected through the BigMouth data repository from 9 anonymized dental institutions between 2011 and 2020 were used. Prescribing rates …

Rewiring The Immune Response In Lung Cancer: Current Progress In Bispecific Antibodies, Car-T Therapy, And The Rise Of In Vivo Car-T Platforms, Lei He, Yi Sun, Bowen Ma, Guojun Lang, Jianguo Wen, George R Blumenschein, Hong Ma

Faculty, Staff and Student Publications

Lung cancer remains the leading cause of cancer mortality worldwide and continues to impose a major clinical burden, particularly in advanced non-small cell lung cancer (NSCLC) and small-cell lung cancer (SCLC). Although targeted therapies, antiangiogenic agents, immune checkpoint inhibitors, and antibody-drug conjugates have improved outcomes in selected patients, durable responses remain limited by primary and acquired resistance. Here, we comprehensively review recent progress in immunologically oriented therapeutic strategies for lung cancer, focusing on bispecific antibodies, chimeric antigen receptor (CAR) T-cell therapy, and emerging in vivo CAR-engineering modalities. We further elaborate on the clinical rationale, latest translational and early clinical evidence, …

Deep Learning To Predict Future Cognitive Decline: A Multimodal Approach Using Brain Mri And Clinical Data, Tamoghna Chattopadhyay, Pavithra Senthilkumar, Rahul H Ankarath, Christopher Patterson, Emma J Gleave, Sophia I Thomopoulos, Heng Huang, Li Shen, Lei You, Degui Zhi, Paul M Thompson

Faculty, Staff and Student Publications

Predicting the trajectory of clinical decline in aging individuals is a pressing challenge, especially for people with mild cognitive impairment, Alzheimer's disease, Parkinson's disease, or vascular dementia. Accurate predictions can guide treatment decisions, identify risk factors, and optimize clinical trials. In this study, we compared two deep learning approaches for forecasting changes, over a 2-year interval, in the Clinical Dementia Rating scale 'sum of boxes' score (sobCDR), as a continuous outcome (regression). This is a key metric in dementia research and clinical trials, and scores range from 0 (no impairment) to 18 (severe impairment). To predict decline, we trained a …

A Hybrid Vit-L/32-Maxvit-L Architecture With Adaptive Gated Fusion For Multiclass Gastrointestinal Disease Detection And Multi-Method Post-Hoc Explainability, Shahid Mohammad Ganie, Pijush Kanti Dutta Pramanik, Zhongming Zhao

Faculty, Staff and Student Publications

Introduction: Accurate detection of gastrointestinal diseases from endoscopic images remains challenging due to substantial inter-class similarity, intra-class variability, and heterogeneous lesion presentation. While convolutional neural networks (CNNs) effectively capture fine mucosal textures, their limited receptive field restricts global contextual reasoning. Conversely, transformer architectures model long-range dependencies but may underrepresent localized structural detail.

Methods: This study proposes a dual-branch hybrid transformer framework that integrates global token-level reasoning from ViT-L/32 with hierarchical spatial modeling from MaxViT-L. An adaptive gated fusion mechanism is introduced to dynamically regulate the relative contribution of local and global representations on a per-sample basis, enabling content-aware cross-scale integration. …