Digital Commons Network^™

Innovative Strategies For Incorporating Clinical Experiences Into An Rn To Bsn Program, Angie Hensley, Jessica Rice, Brooke Kuns-Adkins

Nursing Faculty Publications

Curricula for Registered Nurse to Baccalaureate (RN to BSN) programs need to enhance nurse’s scope of practice, critical reasoning, and analytical skills. The purpose of this paper is to demonstrate how one RN to BSN program innovatively integrated clinical experiences into the curriculum.  Students enrolled in the RN to BSN program were required to complete 40 hours of an on-site practice experience that integrated classroom learning with direct clinical experiences incorporated into the Capstone course.

Adult Tobacco Product Use Patterns Across The Urban–Rural Continuum: The Longitudinal Population Assessment Of Tobacco And Health (Path) Study, 2016–2023, Jing Zhang, Shyanika W. Rose, Ellen J. Hahn, Megan E. Roberts, Bethany Shorey Fennell, Jenny E. Ozga, Seth Himelhoch, Saber Feizy, W. Jay Christian, Amanda Thaxton Wiggins, Melissa Abadi, Delvon T. Mattingly, Mary Kay Rayens

Nursing Faculty Publications

Purpose: To determine the association between adult tobacco/nicotine product use over time and residence location (urban, suburban, town, rural), controlling for demographics.

Methods: Data from Waves 4–7 (2016–2023) of the Population Assessment of Tobacco and Health (PATH) study (N = 18,590 adults) were analyzed using survey-weighted logistic regression to evaluate location and time differences in likelihoods of current, daily, and established use of combustible tobacco, electronic nicotine delivery systems (ENDS), smokeless products, and poly use (≥2 products).

Findings: Compared to those residing in urban locations, suburban residents were less likely to report current (adjusted odds ratio (aOR) …

Association Between Perioperative Patient-Reported Outcomes And Upper Extremity Functional Performance In Degenerative Cervical Myelopathy, Harshit Arora, Hassan Darabi, Vishwajeet Singh, Aysha Alsahlawi, Jared T. Wilcox, Francis Farhadi

Neurosurgery Faculty Publications

Background: Degenerative cervical myelopathy (DCM) is caused by chronic compression of the cervical spinal cord. Individuals usually present with a combination of upper extremity dysfunction, imbalance, and bladder dysfunction, which impact overall quality of life. Various questionnaires like mJOA, Nurick, NDI, and DCM-72 have been used for disease stratification. Our study aims to evaluate the clinical correlation between self-reported measures and objective upper extremity assessments and to derive the minimal clinically important difference (MCID) for individuals with DCM.

Methods: A prospective two-center study of consecutive patients diagnosed with DCM was undertaken. A comprehensive assessment of upper extremity functioning including dexterity, …

Abca12 Frameshift Deletion In Domestic Cats With Ichthyosis Fetalis, Jeanna M. Blake, Melissa P. Swan, Kari J. Ekenstedt

Veterinary Science Faculty Publications

Background: Ichthyosis fetalis (IF), also known as harlequin ichthyosis, is a rare and often fatal autosomal recessive congenital skin disorder. It is characterized by thickened, hard skin plaques and deep skin fissures that limit mobility and cause malformations of the eyes, lips and ears. Affected individuals are highly susceptible to life-threatening infections due to the disruption of the skin's protective barrier. To date, IF and its genetic basis have not been described in domestic cats.

Objectives: To characterize the gross clinical, histopathological and genetic features of IF in two stray, random-bred domestic short-hair (DSH) littermates.

Animals: Two deceased female neonatal …

Associations Between Traumatic Life Events And Substance Use Among Black Men Who Are Incarcerated, Jasmine K. Jester, Brittany Miller-Roenigk, Paris B. Wheeler, Danelle Stevens-Watkins

Educational, School, and Counseling Psychology Faculty Publications

The current study examined associations between traumatic life events, current and lifetime importance of mental health and substance use treatment, and crack cocaine use among 201 Black men who were incarcerated and nearing community reentry. Results indicated age, sexual trauma and lifetime importance of drug treatment were significantly associated with an increased likelihood of crack cocaine use. Substance abuse treatment in correctional settings should consider culturally tailored assessment and treatment for history of unaddressed sexual trauma among Black men who are incarcerated and use crack cocaine.

Different Destinations: Clarifying And Addressing Pipeline Problems For Women In Academic Archaeology, Scott R. Hutson, Jaycee Castro, Bruno Athie Teruel

Anthropology Faculty Publications

In STEM fields, women tend to leak out of the pipeline to the professoriate. In archaeology, however, robust databases and chronological control reveal that there is no leakage from earning a PhD to tenure-track positions. Nor is there a leak from assistant professor to associate professor. Nevertheless, men get hired as faculty in PhD programs more often than women. This is important because PhD programs are research-intensive and train future leaders. Furthermore, women PhD students have women as advisers more than often men and report advantages to this arrangement. Yet with fewer women faculty in PhD programs, women mentors are …

The Morphological Affinities Of The Fossil Cranium From Kabua, Kenya, Abel Marinus Bosman, Laura Tabitha Buck, Hugo Reyes-Centeno, Marta Mirazón Lahr, Chris Stringer, Rainer Grün, Qingfeng Shao, Katerina Harvati

Anthropology Faculty Publications

Our current understanding of the origins of Homo sapiens is limited, in part, by the fragmented fossil record from Late Pleistocene and early Holocene Africa. Here, we re-examine the Kabua 1 cranium, an enigmatic and little-studied Kenyan fossil discovered in the 1950s. We compare virtual reconstructions created previously by our team with a wide range of Middle Pleistocene to Early Holocene fossils and recent African H. sapiens crania to assess Kabua 1's morphological affinities. We also provide a conservative new Uranium-series minimum date of 64.4 ± 5.4 ka. Our results highlight Kabua 1's broad similarity to derived H. sapiens, both …

Chirp Imaging In Extant Lakes And Reservoirs, Kevin L. Woller, Edward W. Woolery, Eva C. Lyon, Michael M. Mcglue

Earth and Environmental Sciences Faculty Publications

Compressed high-intensity radiated pulse (CHIRP) acoustic reflection data acquired in lakes and other shallow water bodies can provide detailed imaging that is valuable for environmental and engineering geology applications well below the sub-bottom floors. However, it is often unclear to non-specialists which acquisition settings should be considered to achieve optimal imaging quality when beginning a new survey, particularly in an unfamiliar environment. We review fundamental concepts for optimizing signal design using coincident CHIRP lines from two extant glacial lakes in the eastern Sierra Nevada of California: Convict Lake and June Lake. As part of the optimization process, seismic data were …

Elevated Temperatures Disrupt Wolbachia-Induced Feminisation And Reshape Microbial Community Dynamics Across Generations In A Spider Host, Virginija Mackevicius-Dubickaja, Jennifer A. White, Ellen E. Williams, Eyal Klement, Yuval Gottlieb, Matthew R. Doremus

Entomology Faculty Publications

Longitudinal microbial interactions within a host are challenging to study, leading to a focus on constructed microbial communities in vitro settings. Here, we take advantage of a naturally defined microbial community within a spider host to study how elevated temperatures influence microbial dynamics and phenotypes across host generations. The spider Mermessus fradeorum hosts up to five endosymbionts, including a Wolbachia strain, W1, which induces feminisation, causing genetic males to develop as phenotypic females, skewing sex ratios and promoting symbiont spread. Despite this, Wolbachia 1 persists at intermediate frequencies in wild populations. We hypothesised that elevated temperatures might reduce penetration of …

Variability In Mountain Pine Beetle (Coleoptera: Curculionidae) Gene Expression In Response To Increasing Concentrations Of Species-Specific Double-Stranded Rna, Kylie J. Bickler, Zachary Bragg, Flávia Pampolini, Bethany R. Kyre, Lynne K. Rieske

Entomology Faculty Publications

Sensitivity to double-stranded RNA (dsRNA)-induced gene silencing has been observed in multiple coleopterans. Initial work with mountain pine beetle, Dendroctonus ponderosae Hopkins, determined that specific ubiquitously expressed essential genes can cause mortality when silenced by carefully designed dsRNAs. However, current dsRNA production methods are not economically feasible for production at scale. Therefore, identifying the minimum efficacious dose is a critical step to deployment. To investigate the relationship between dsRNA dose and subsequent gene expression, adult mountain pine beetles were fed either a target or control dsRNA across a gradient of concentrations, including 2.5, 1.0, 0.25, and 0.025µg/µl, and relative gene …

Indoor Allergens And Endotoxins In Relation To Cockroach Infestations In Low-Income Urban Homes, Madhavi L. Kakumanu, Zachary C. Devries, Richard G. Santangelo, Jeffrey Siegel, Coby Schal

Entomology Faculty Publications

Background: Cockroach allergens are well recognized as important risk factors in the development and prevalence of allergic rhinitis and asthma in children, especially in low-income urban households. The German cockroach gut hosts a diverse community of highly abundant microbes, including gram-negative bacteria that shed large amounts of endotoxins in cockroach feces. Objective: We sought to delineate the causal relationship between the presence of cockroaches in homes and levels of household endotoxins. Methods: In laboratory assays, we measured the amount of endotoxin produced by cockroaches. In-home monitoring estimated the size of the cockroach population in each home and quantified cockroach allergen …

Dissolution Or Restructuring? Fiscal Implications For Taxpayers In Special Tax Districts: A Case Study Of The Reedy Creek Improvement District, Tasha Huber

MPA/MPP/MPFM Capstone Projects

Although extensive research has examined the creation and function of special tax districts in the U.S., little research has been done regarding the fiscal and governance implications of dissolution of these entities. This study examines the fiscal outcomes of dissolution versus restructuring special districts, using the former Reedy Creek Improvement District as the primary case study. Using a qualitative approach, the analysis compares restructuring and dissolution cases in California, Vermont, and Tennessee. Drawing on publicly available material such as financial documents, media coverage, and legislative records, this research evaluates impacts on taxpayer burden. Findings suggest that dissolving large, active special …

A Comparative Policy Analysis Of Lung Cancer, Maternal Mortality, And Obesity, Destiny M. Rucker, Rhonda M. Lawson, Trinity Olmstead

MPA/MPP/MPFM Capstone Projects

Kentucky has significantly poorer outcomes than peer states across key women's health indicators. This capstone focuses on lung cancer, maternal mortality, and obesity to evaluate the structural and policy factors behind these disparities. Using a quantitative comparative research design, the study analyzes secondary data from sources including CDC WONDER, the Behavioral Risk Factor Surveillance System (BRFSS), America’s Health Rankings, and the March of Dimes. Data were analyzed in Excel to create comparative figures, benchmarking Kentucky’s outcomes against the U.S. average and four regional peer states: Tennessee, Indiana, Illinois, and Virginia. These states were chosen for their demographic and geographic similarities …

A Comparative Analysis Of Governance And Financial Frameworks In Public Transit Systems: A Case Study Of Lextran And Peer Transit Agencies, Kelin E. Beattie

MPA/MPP/MPFM Capstone Projects

Public transportation serves as a vital community "lifeline," providing essential mobility for the 45% of Americans without private vehicle access and generating a 5-to-1 economic return on investment. This research investigates a critical fiscal paradox within Lextran, the transit authority for Lexington, Kentucky: despite achieving a cost per passenger trip 22% lower than the national peer average, the agency faces a $25.95 million unfunded capital gap over the current five-year planning horizon. Utilizing a comparative case study methodology, this paper evaluates the "rules of the game"—the hybrid governance and fiscal frameworks—that influence long-term financial sustainability.

The study benchmarks Lextran against …

Balancing Accountability And Efficiency: A Policy Review Of The City Of Toledo's Purchasing Contract Threshold, Jennifer L. Baskey

MPA/MPP/MPFM Capstone Projects

Municipal procurement policies are intended to balance fiscal accountability with the efficient acquisition of goods and services necessary to support public operations. One of the primary mechanisms used to achieve this balance is the establishment of purchasing thresholds that determine when formal contracts are required. While these controls are essential for protecting public resources, procurement policies should also evolve to reflect changing economic conditions and contemporary public-sector management practices.

The City of Toledo currently requires formal contracts and legislative approval for purchases exceeding $10,000 pursuant to Toledo Municipal Code, Chapter 13, Section 228 (City of Toledo Municipal Code, 2026). This …

Best Practices For Budgeting In Small Non-Profit Organizations: The Arts Commission Of Danville/Boyle County, Esther Rugerio

MPA/MPP/MPFM Capstone Projects

Nonprofit arts organizations face unique financial management challenges due to limited staffing, restricted funding sources, and fluctuating revenue streams. This thesis examines the Arts Commission of Danville/Boyle County located in Danville, KY. It identifies opportunities to strengthen financial oversight, accountability, and long-term sustainability. Using a qualitative research approach and document-based analysis, the study evaluated organizational budgets, governance documents, and nonprofit financial management best practices.

The findings revealed several areas for improvement, including reliance on line-item budgeting, recurring use of carry-forward funds, limited board financial oversight, fiscal sponsorship complexities, and a lack of formal financial policies. Recommendations include adopting a program-informed …

Brief Report: Naloxone Decline Among African American Kentuckians, Rayven Peterson, Mona Goggins, Destin L. Mizelle, Brittany Miller-Roenigk, Candice Hargons, Danelle Stevens-Watkins

Educational, School, and Counseling Psychology Faculty Publications

Background: Opioid-involved overdose fatalities among African Americans continue to rise. The current study examines African Americans who reported use of opioids in the past 6 months and declined overdose education and free naloxone.   Method: Eligible participants included African American Kentuckians who used opioids in the past 6 months and consented to a larger study examining their opioid use. This paper qualitatively explored their reasons for declining overdose education and naloxone using an adjusted and inductive application of structural tabular thematic analysis.   Results: Out of 588 participants, 70 (12%) declined naloxone: the most cited reason for declining naloxone was already possessing …

Effect Of Clinical Expertise On Efficacy Of Vocal Function Exercises In Individuals With Typical Voice, Maria H. Bane, Vrushali Angadi, Richard D. Andreatta, Joseph C. Stemple

Communication Sciences and Disorders Faculty Publications

Objectives/Hypothesis: To determine the effect of clinical expertise on efficacy of Vocal Function Exercises (VFEs) as measured by change in percent of maximum phonation time goal attained. The hypothesis was that clinical expertise would result in greater increases in percent of maximum phonation time goal attained.

Study Design: Randomized controlled trial.

Methods: A convenience sample of 19 individuals with typical voice was recruited in a university academic clinic setting. All participants completed baseline assessment and 17 completed all study procedures. Participants were randomized to receive VFEs from an expert voice clinician with more than 40 years’ experience (expert group (EG)) …

Anuran Occupancy Of Created Wetlands Within Reforested Legacy Surface Mines In Kentucky And West Virginia, Jillian C. Newman, Steve Price, Jacquelyn C. Guzy, Joshua Castle, John J. Cox, Jeffery L. Larkin, Christopher D. Barton

Forestry and Natural Resources Faculty Publications

Restoration of habitat is an important component of wildlife management. Surface coal mining has altered forest cover in the Central Appalachians, and most reclamation activities on previously mined lands result in non-native grasslands or shrub lands. The Forestry Reclamation Approach (FRA), which emphasizes non-native vegetation removal, soil decompaction, planting of native trees and shrubs, and, in some cases, wetland creation represents an alternative to grassland-based reclamation that may promote forest-associated wildlife on legacy surface mines. We used automated recording units to evaluate the response of anurans to created wetlands and the FRA in Kentucky and West Virginia, USA. We used …

Electromyography Of The Coracobrachialis—Construct Validity And Implications For Rehabilitation Of Anterior Shoulder Dislocation, Alon Rabin, Timothy L. Uhl, Ido Druckmann, Zvi Kozol, Yossi Ruah, Dani Rotman, Dan Stein

Physical Therapy Faculty Publications

Background: The coracobrachialis (CB) is an important anterior shoulder stabilizer, yet no study has previously reported its electromyography (EMG). The purpose of this study was to validate a novel technique for surface EMG (sEMG) of the CB.   Methods: Thirty-two (21 females) healthy individuals participated in this cross-sectional study. A surface landmark for recording the CB was identified within the medial aspect of the proximal arm using real-time ultrasound imaging and cadaver dissection. The EMG from this landmark as well as from the biceps brachii (BB) were simultaneously recorded during shoulder horizontal adduction (SHAd) (a CB-dominant test), and during elbow flexion …

Developing A Multidisciplinary Pediatric Cancer Predisposition Service At A Mid-Sized Children’S Hospital, Amanda M. Harrington, John August D'Orazio

Markey Cancer Center Faculty Publications

Roughly one in ten children and young adults diagnosed with cancer has an underlying genetic variant that may explain his/her malignancy. It is critical to identify patients with cancer predisposition syndromes (CPSs) to provide personalized cancer treatment, surveillance, counseling, psychosocial support, and in some cases, risk-reducing interventions to maximize long-term outcomes. Over the past five years, we developed a comprehensive pediatric CPS program at our institution. We engaged our institutional adult cancer center for clinical cancer genetic counseling services and needed research shared resource facilities. We also initiated a clinical study called “Project Inherited Cancer Risk” (PICR) to identify pediatric …

Bureaucratic Responsiveness In Times Of Crisis, Anna Gunderson, Maggie Macdonald

Political Science Faculty Publications

In 2020, American cities experienced mass protest after fatal police violence against Black Americans. Did police address these protests differently after the murder of George Floyd or the protests in their communities? Did that response vary depending on the racial or ideological makeup of their constituents? We link policing protests and Facebook posts from about 4,000 American police departments to investigate differences in agency responses to protest. Departments posted more about protest after Floyd's death, especially in those communities that also had a policing protest. Republican cities were less likely to post about protests, but racial demographics are not associated …

Sharp Dual-Regime Thermal Transition Driven By Bead Morphology In Metal Fused Filament Fabrication, Martin Gamesu, Nelson K. Akafuah

Mechanical Engineering Faculty Publications

This work develops a GPU-accelerated, bead-resolved digital twin for FFF that reconstructs super-elliptic filament geometries from G-code and simulates transient heat transfer via voxel-level activation synchronised to deposition order. Applied to a parametric study of two metal–polymer composites (Cu–PLA and IN718–PLA) across five super-ellipse exponents (n = 2.0, 2.7, 2.8, 2.9, 3.0), the framework reveals a sharp thermal regime transition: a 43% increase in interlayer contact width (n = 2.0 → 2.7) and 53% (n = 2.0 → 2.9) produce negligible thermal change (|Cohen’s d| < 0.02 for IN718-PLA and < 0.2 for Cu-PLA), while n = 3.0 triggers +150–178% increases in bonding windows, −55 to −60% reductions in cooling rate, and a 27–45-fold increase in thermal reactivation. The transition amplifies across temperature thresholds (2× at 170 °C, 15.8× at the glass transition), reverses the deposition-order thermal gradient (r = −0.83 to +0.64 for IN718-PLA and −0.55 to +0.81 for Cu-PLA), and causes surrogate model failure (cross-regime R² = −4.6). These findings establish bead morphology as a sharp morphology-driven threshold requiring regime-aware, material-specific digital twin. At the transition, weld-strength increases while cooling-rate decreases, indicating improved bonding uniformity and reduced residual-stress heterogeneity.

Stochastic Mechanical Mesoscale Modeling Of Cylindrical Cavities In Metallic Foams, Mujan N. Seif, Alexandre Martin, Matthew J. Beck

Mechanical Engineering Faculty Publications

Aluminum foam is a critical component of state-of-the-art micrometeoroid and orbital debris shielding. However, its randomly oriented constituent ligaments create significant variability in properties at different length scales. Previous efforts have thoroughly characterized the statistical implications of micro- to macro-scale-length transitions on the homogenized elastic behavior of damage-free, pre–micrometeroid and orbital debris (MMOD) strike structures. In this work, the properties of the residual material post MMOD impact are assessed by introducing cylindrical cavities representing the damage track. It was observed that configuring the cavity parallel to the through-the-thickness direction transformed a nominally isotropic foam into an anisotropic (transverse isotropic) material, …

Insights From And Future Directions For A Nationwide Science And Engineering Education Collaboration In Stratospheric Ballooning, Beth A. Covitt, Angela C. Des Jardins, Erick P. Agrimson, Jason T. Ash, Sean C.C. Bailey, Katelyn A. Barber, Mike J. Bastidas, Edgar A. Bering, Matthew T. Bernards, Anthony Choi, Nicholas B. Conklin, Jacqueline K.Q. Do, Montana Etten-Bohm, William F. Finney, James A. Flaten, Jeffrey M. Freedman, Rachel H. Humphrey, Eric P. Kelsey, Hunmin Kim, Christopher L. Lee, Wookwon Lee, Jared W. Marquis, Justin R. Minder, Jani M. Pallis, David J. Pawlowski, Chong Qiu, Joanna H. Rivers, Jason A. Ruszkowski, Jillian B. Schmidt, Thomas G. Sharp, Paul E. Slaboch, Suzanne W. Smith

Mechanical Engineering Faculty Publications

The Nationwide Eclipse Ballooning Project (NEBP) engaged 53 teams of students from across the United States to fly experiments on high-altitude balloons for the 2023 annular and 2024 total solar eclipses. By many measures, NEBP was a successful project. However, the teams did encounter challenges. To better understand what could be improved for similar future projects, this study engaged project partners in examining strengths, challenges, and recommendations across four topics: project structure, education and research approach, broadening participation, and funding. Analysis of the topics was completed through written comments followed by remote focus group discussions. The project director and evaluator …

How Does Residing In A Battleground State Explain Republican Elites Election-Denial Rhetoric On Social Media?, Caedmon P. Brewer

Theses and Dissertations--Political Science

After the 2020 election the U.S. democratic process was challenged by Republican challengers many of which were office holders including the president. Many of these criticisms were shared and perpetuated in online spaces What encourages elites to post on social media about election denialism? This paper attempts to partially answer the question by performing an analysis on Facebook posts made by 1,154 congressional candidates between 2023 and 2024 using a dictionary search method to flag posts for election denialism. I propose a theory that suggests the combination of political, financial, and media attention given to battleground states encourages candidates in …

Field-Scale Evaluation Of Satellite- Derived Vegetation Indices And Image Timing For In-Season Nitrogen Management In Corn, Ana Morales-Ona, Katsutoshi Mizuta, James J. Camberato, Robert Nielsen, Yuxin Miao, Davide Cammarano, German Mandrini, Daniel Quinn

Plant and Soil Sciences Faculty Publications

Introduction: Traditional methods to determine the agronomic optimum nitrogen rate (AONR) for corn (Zea mays L.) rely on grain yield data, limiting in-season decision-making for nitrogen (N) management. Vegetation indices (VIs) derived from satellite imagery can serve as proxies for grain yield and help estimate in-season AONR, enabling timely sidedress applications. This study aimed to (1) quantify how VI–yield relationships vary during the vegetative period across fields with different tillage systems and crop residue; (2) determine whether VI–N response curves can be used to estimate AONR (AONRvi); and (3) assess the accuracy of AONRvi relative to yield-based AONR (AONRy). …

Resilience Shields And Grit Intensifies Subjective Cognitive Decline In Middle‐To‐Older Aged Black Americans, Sunkanmi Folorunsho, Maria Clark, Obinna Odo, Yolanda L. Jackson, Candidus C. Nwakasi, Darlingtina K. Esiaka

Behavioral Science Faculty Publications

Background: There is growing interest on the relationship between psychosocial factors and cognitive health trajectories in adulthood. While grit and resilience have been shown to influence health outcomes, their differential effects on subjective cognitive decline (SCD) in Black American adults remain understudied. The purpose of this study is to help fill this gap.

Methods: The study utilized a cross-sectional research design. Black American participants (N = 242; Mean age = 44.32) responded to a survey assessing SCD, grit, resilience, and sociodemographic factors. Linear regression analysis was performed to test the associations between grit and resilience and SCD, and to …

Fiber-Reinforced Composites For Vaginal Tissue Engineering Applications, Samyuktha S. Kolluru, Abir Hamdaoui, Annabella M. Mascot, Siobhan S. Sutcliffe, Jerry L. Lowder, Michelle L. Oyen, Samantha G. Zambuto

Mechanical Engineering Faculty Publications

The vagina is a fibromuscular tube-shaped organ that plays critical roles in menstruation, pregnancy, and female sexual health. Vaginal tissue constituents, including cells and extracellular matrix components, contribute to tissue structure, function, and prevention of injury and pathology. However, much microstructural function remains unknown, including how the fiber-cell and cell–cell interactions influence macromechanical properties. A deeper understanding of these interactions will provide critical information needed to reduce and prevent vaginal pathologies. Our objective for this work is to design a novel tissue-mimicking biomaterial for vaginal tissue engineering, and characterize its biological and mechanical performance in the vaginal microenvironment. We successfully …

Artificial Intelligence In Biomedical Team Science: Perceptions, Practices, And Training Needs, Emily Slade, Kelsey N. Karnik, Caitline Phan, Megan E. Hall, Yana Feygin, Kristen J. Mcquerry

Biostatistics Faculty Publications

Introduction: Artificial intelligence (AI) is increasingly used in biomedical research, yet limited empirical work has described how researchers use AI tools on collaborative research teams and how they view their role within team-based research. This study examines researchers’ experience with and attitudes toward AI use in collaborative research environments.

Methods: A cross-sectional survey was administered to 178 investigators engaged in collaborative research at the University of Kentucky. Questions assessed AI use across research and communication tasks, team-related decision-making practices, perceived benefits and concerns, and preferences for training and frameworks.

Results: Thirty-nine participants responded (22%). AI use was heterogeneous: 26% had …