Digital Commons Network^™

A Deep Learning Model To Guide Personalized Mechanical Circulatory Support Use In Cardiogenic Shock Patients Undergoing Pci, Amit P Amin, Richard G Bach, Darren C Tsang, Weili S Zheng, Raed A Qarajeh, Emmanouil S Brilakis, Hemant Kulkarni

2020-Current year OA Pubs

BACKGROUND: Cardiogenic shock (CS) in patients undergoing percutaneous coronary intervention (PCI) involves rapidly changing clinical, hemodynamic, and metabolic factors that current models cannot effectively integrate.

OBJECTIVES: The purpose of this study was to develop and validate a deep learning (DL) model to guide personalized use of mechanical circulatory support (MCS) devices in CS patients undergoing PCI.

METHODS: The authors analyzed data from 1,408 CS patients treated with intra-aortic balloon pump (IABP) or microaxial flow-pump (mAFP) at multiple hospitals (2004-2019). Clinical, hemodynamic, and metabolic variables from admission to MCS placement were compiled into longitudinal vectors. Using Python 3.7 and TabNet in …

Genome-Wide Gene-Sleep Interaction Study Identifies Novel Lipid Loci In 732,564 Participants, Raymond Noordam, Karen Schwander, Lisa De Las Fuentes, Mary F Feitosa, Anh Do, C Charles Gu, Changwei Li, Michael A Province, Dabeeru C Rao, Et Al.

2020-Current year OA Pubs

BACKGROUND AND AIMS: Deviations from the population mean in sleep duration have been associated with increased risk for developing dyslipidemia and atherosclerotic cardiovascular disease, but the mechanism of effect is poorly characterized. We performed large-scale genome-wide gene-sleep interaction analyses of lipid levels to identify genetic variants underpinning the biomolecular pathways of sleep-associated lipid disturbances and to suggest possible druggable targets.

METHODS: We collected data from 55 cohorts with a combined sample size of 732,564 participants (87 % European ancestry) with data on lipid traits (high-density lipoprotein [HDL-c] and low-density lipoprotein [LDL-c] cholesterol and triglycerides [TG]). Short (STST) and long (LTST) …

Airway Management In Emergency Department Thoracotomy: A Narrative Review, Aaron J Lacy, Adam Liebendorfer, Sarah M Guess, Rami S Al-Aref, Anthony P Kronfli, Rachel E Armstrong, Amelia W Maiga, Alexander Bracey, Ryan N Barnicle

2020-Current year OA Pubs

INTRODUCTION: Emergency department thoracotomy (EDT) is a high-risk, life-saving intervention for patients in traumatic cardiac arrest. A critical component of EDT is airway management, typically performed by emergency physicians, yet formal guidance regarding optimal strategies remains limited. Airway management in this setting is uniquely complex due to concurrent anatomic injury, physiologic instability, and the procedural demands of thoracotomy.

DISCUSSION: Endotracheal intubation (ETI) during EDT presents multiple challenges. Anatomic difficulties may arise from facial or cervical trauma, restricted positioning, and the presence of cervical collars. Cognitive load is heightened by the chaotic, multidisciplinary environment, requiring strategies such as pre-briefing, checklists, and …

Foot-Specific Exercise Intervention For Forefoot Deformity In Individuals With Type 2 Diabetes And Peripheral Neuropathy: A Randomized Controlled Clinical Trial With 3-Year Follow-Up, J A Zellers, K Steger-May, P K Commean, H-J Jeong, E M Bullard, M J Mueller, M K Hastings

2020-Current year OA Pubs

BACKGROUND: Diabetes with peripheral neuropathy can lead to metatarsophalangeal joint (MTPJ) deformity. The purpose of this study was to estimate the effect of a foot-specific intervention on MTPJ deformity. Secondary aims were determining MTPJ deformity progression over 3 years and predictors of MTPJ deformity progression.

METHODS: Sixty people with type 2 diabetes and peripheral neuropathy were recruited for this randomized controlled clinical trial. Participants were assessed at baseline, 6 months (post-intervention), 1.5 years, and 3 years. A 6-month, foot-specific intervention in the experimental group was compared to a shoulder intervention in the control group. The primary outcome was change in …

Comparison Of Breast And Gastric Her2 Immunohistochemistry (Ihc) Scoring Criteria In The Assessment Of Endometrial Carcinoma, Rachel L Furuya, Whitney Grither, Matthew A Powell, Premal H Thaker, Et Al.

2020-Current year OA Pubs

BACKGROUND: Immunohistochemistry (IHC) testing is the primary method to determine HER2 status at many institutions, often with reflex to in situ hybridization (ISH). DNA- and RNA- based platforms are emerging for HER-2 assessment. While approved IHC algorithms exist for HER2 scoring in breast and gastric carcinomas, neither has been validated in endometrial cancer. This study seeks to compare them and evaluate patterns of DNA and RNA expression.

METHODS: 263 endometrioid endometrial adenocarcinoma (EEA), 275 serous endometrial carcinoma (SEC), and 214 uterine carcinosarcoma (UCS) specimens were randomly selected. Previously stained HER2 IHC slides underwent blinded review by two board-certified pathologists and …

Defining Radiological Healing In Perianal Fistulizing Crohn's Disease: A Topclass Global Expert Delphi Consensus, Easan Anand, Jalpa Devi, David H Ballard, Shivani Joshi, Phil Tozer, Ailsa Hart, Anna Antoniou, Parakkal Deepak, Jaap Stoker, Phillip Lung, Topclass Collaborative Authors

2020-Current year OA Pubs

BACKGROUND & AIMS: Perianal fistulising Crohn's disease (pfCD) affects one-fifth of patients with Crohn's disease (CD), significantly affecting their quality of life. Magnetic resonance imaging is the gold standard for evaluating fistula healing in pfCD, but variability in radiological definitions hampers meaningful clinical interpretation and consistent trial design. This study aimed to establish an international consensus on the definition of radiological healing in pfCD.

METHODS: The study was conducted in 2 phases. Phase 1 involved a systematic review to identify magnetic resonance imaging-based variables and indices used to define healing in pfCD, assessing methodological quality using the COnsensus-based Standards for …

Atomic Models Of The Toxoplasma Cell Invasion Machinery, Jianwei Zeng, Yong Fu, Pengge Qian, Wei Huang, Qingwei Niu, Wandy L Beatty, Alan Brown, L David Sibley, Rui Zhang

2020-Current year OA Pubs

Apicomplexan parasites, responsible for toxoplasmosis, cryptosporidiosis and malaria, invade host cells through a unique gliding motility mechanism powered by actomyosin motors and a dynamic organelle called the conoid. Here, using cryo-electron microscopy, we determined structures of four essential complexes of the Toxoplasma gondii conoid: the preconoidal P2 ring, tubulin-based conoid fibers, and the subpellicular and intraconoidal microtubules. Our analysis identified 40 distinct conoid proteins, several of which are essential for parasite lytic growth, as revealed through genetic disruption studies. Comparative analysis of the tubulin-containing complexes sheds light on their functional specialization by microtubule-associated proteins, while the structure of the preconoidal …

Mapping The Genetic Landscape Across 14 Psychiatric Disorders, Andrew D. Grotzinger, Alexander S. Hatoum, Emma C. Johnson, Et Al.

2020-Current year OA Pubs

No abstract provided.

Influence Of Obesity And Insulin Resistance With Hepatic Steatosis On The Human Plasma Lipidome, Max C Petersen, Gordon I Smith, Aaron M Armando, Xiong Su, Oswald Quehenberger, Edward A Dennis, Samuel Klein

2020-Current year OA Pubs

Insulin resistance accompanied by hepatic steatosis is a common complication of obesity. In an effort to identify plasma lipids that could be biomarkers or causes of insulin resistance with steatosis in people with obesity, we evaluated the plasma lipidome in three distinct groups separated by adiposity, hepatic steatosis, and insulin sensitivity, assessed by using the hyperinsulinemic-euglycemic clamp procedure: i) insulin-sensitive lean (ISL, n = 13); ii) insulin-sensitive obese (ISO, n = 14); and iii) insulin-resistant obese with hepatic steatosis (IROS, n = 13). We evaluated 759 complex lipid species in 16 subclasses (including phospholipids, glycerolipids, sphingolipids, acylcarnitines, and cholesteryl esters) …

Lost Before Forgetting: Objective Driving Metrics Track Navigation Deficits Tied To Preclinical Alzheimer's Disease, Yiqi Zhu, Ramkrishna K Singh, Semere Bekena, David C Brown, Chen Chen, Matthew Blake, Jean-François Trani, Ganesh M Babulal

2020-Current year OA Pubs

BACKGROUND AND OBJECTIVES: Navigation is a complex, multisensory process in which subtle changes may emerge before the onset of symptomatic Alzheimer's disease (AD). This study investigated whether navigation abilities were associated with amyloid and tau pathology in cognitively normal older adults.

RESEARCH DESIGN AND METHODS: Among 285 cognitively unimpaired older adults, navigation and objective driving behaviors were assessed using the self-reported Santa Barbara Sense of Direction Scale (SBSOD) and a datalogger, respectively. Amyloid and tau burden were quantified using PET-MRI 2 years post-initial driving data collection. Linear mixed-effects models were used to evaluate the associations between biomarker status and longitudinal …

Advancing Inter-Brain Synchrony Measurement: A Comparative Hyperscanning Study Of Diffuse Optical Tomography And Functional Near-Infrared Spectroscopy, Shuo Guan, Yuhang Li, Yingbo Geng, Dongyun Li, Qiong Xu, Peisong Niu, Dalin Yang, Adam Eggebrecht, Yingchun Zhang, Rihui Li

2020-Current year OA Pubs

Inter-brain synchrony (IBS), measured by hyperscanning, refers to the synchronization of multiple individuals' brain activities during social interactions. Traditional fNIRS-based hyperscanning suffers shortcomings like low spatial resolution and high susceptibility to superficial interference, causing imprecise estimation of IBS in complex social tasks. This study aims to fill the knowledge gap by comprehensively assessing diffuse optical tomography (DOT), an enhanced alternative to fNIRS, can benefit hyperscanning studies of complex social interactions. Sixteen dyads were engaged in both collaborative and individual tangram puzzle tasks, and their brain activities were recorded simultaneously using DOT and fNIRS. We found that DOT demonstrated significantly stronger …

Abnormalities In Sensorimotor Brain Function Are Related To Chronicity Of Low Back Pain, Jo Armour Smith, Rongwen Tain, Kelli G Sharp, Laura M Glynn, Linda R Van Dillen, Jesse V Jacobs, Steven C Cramer

2020-Current year OA Pubs

Maladaptive plasticity in the brain may contribute to chronic low back pain (LBP) and underlie the altered postural control of the lumbopelvic musculature that is evident in some individuals with LBP. We recently described an MRI-compatible leg-raise paradigm to measure brain activity associated with lumbopelvic postural control. The objective of this study was to compare brain function in young adults with and without a history of LBP and to determine relationships between brain function, pain, and postural control characteristics. We recruited 55 participants with a history of LBP, who were asymptomatic when studied, and 30 healthy controls. Postural control during …

Modeling Clinical Relevance And Risk In Yttrium-90 Radioembolization Of The Liver: Lung Shunt Fraction Variability According To Imaging Modality, Cancer Type, And Tumor Size, M Allan Thomas, Tharun Alamuri, Ryan C Lee, Dan Giardina, John Karageorgiou, Naganathan Mani, Daniel A Braga, Christopher D Malone

2020-Current year OA Pubs

PURPOSE: To test the hypothesis that lung shunt fraction (LSF) in yttrium-90 (

MATERIALS AND METHODS: This was a retrospective analysis of 354 consecutive cases from a 34-month period at a single institution. Cancer type (hepatocellular carcinoma [HCC] vs non-HCC) and maximum tumor size were tracked. LSF was computed from planar imaging (LSF

RESULTS: Median LSF was significantly different (all P < .001) among LSF

CONCLUSIONS: Despite significant variations with imaging modality and correction methods, consistent trends in LSF magnitude with cancer type and tumor size were still uncovered. The relative risk of observing clinically relevant LSF can be modeled for different liver tumor …

Knowledge, Interest, And Willingness Of Hematologists And Oncologists To Care For Adults With Vascular Anomalies, Bryan A Sisk, Anna M Kerr, Sally Cohen-Cutler, Margaret T Lee, Katie Harmoney, Alexandra Borst, Shelley E Crary, Shelbie Fishman, Stephanie Chen, Danielle Cicka, Stephanie Milam, Christine Bereitschaft, Kristen M Sanfilippo

2020-Current year OA Pubs

BACKGROUND: Vascular anomalies (VAs) are rare diseases that cause significant morbidity. Adults with VAs struggle to access expert care. Hematologists and oncologists in adult medicine are positioned to provide expert care, but no prior studies have characterized their openness to this role.

OBJECTIVES: This study characterized the experience, confidence, willingness, and motivating factors for hematologists/oncologists to care for adults with VAs.

METHODS: We surveyed United States hematologists and oncologists in adult medicine between October 2024 and March 2025. The questionnaire assessed knowledge, experience, confidence, and willingness to care for adults with VAs, as well as open-ended questions assessing factors influencing …

Characteristics Of Cerebral Palsy In The Midwestern Us, Susie Kim, Kelsey Steffen, Lauren Gottschalk-Henneberry, Jennifer Miros, Amy Robichaux-Viehoever, Karen Taca, Bhooma R Aravamuthan

2020-Current year OA Pubs

OBJECTIVE: Cerebral palsy (CP) is the most common lifelong motor disability worldwide. Yet, data is limited on how CP manifests in the US. Our objective was to characterize and determine factors affecting functional outcomes in a large population of young people with CP in the Midwestern US.

METHODS: We integrated caregiver and clinician-facing standardized data entry into routine clinical care at a tertiary care CP center (https://bit.ly/CP-Intake-Methodology). We extracted this data for people with an ICD10 diagnosis of CP seen between March 22, 2023 and December 28, 2023 and used it to describe CP characteristics and determine factors affecting the …

Nanoparticle Albumin-Bound Paclitaxel And Nivolumab For Pd-1 Inhibitor-Refractory Recurrent Or Metastatic Head And Neck Squamous-Cell Carcinoma, Douglas Adkins, Jessica C Ley, Christine Auberle, Brendan Knapp, Jesse Zaretsky, Jingxia Liu, Peter Oppelt

2020-Current year OA Pubs

INTRODUCTION: Standard therapy for PD-1 inhibitor-refractory recurrent or metastatic head and neck squamous-cell carcinoma (RM-HNSCC) has limited activity. Drugs bound to albumin selectively target cancer cells with upregulated macropinocytosis, a process driven by constitutively hyper-activated EGFR/RAS/PIK3CA signaling, which is common in HNSCC. Nanoparticle albumin-bound (nab)-paclitaxel is active in PD-1 inhibitor-naïve RM-HNSCC and alters immune cells to potentially prime tumor response and reverse resistance to PD-1 inhibitors.

METHODS: In a single-arm phase 2 trial, patients with PD-1 inhibitor-refractory RM-HNSCC received nab-paclitaxel and nivolumab given in 28-day cycles. The primary endpoint was objective response rate (ORR), using RECIST1.1. Key secondary endpoints were …

Application Of Machine Learning To Blood-Based Biomarkers Of Alzheimer's Disease In Down Syndrome, Patrick H Luckett, Melissa Petersen, Sid O'Bryant, Mark Mapstone, Brad T Christian, Benjamin Handen, Elizabeth Head, Beau M Ances, Alzheimer's Biomarker Consortium‐Down Syndrome

2020-Current year OA Pubs

INTRODUCTION: Blood-based biomarkers can improve Alzheimer's disease (AD) characterization in Down syndrome (DS). This study applied hierarchical clustering and machine learning-based feature selection to identify biomarkers associated with disease progression.

METHODS: Cross-sectional blood-based biomarkers were analyzed from 211 DS participants (

RESULTS: The strongest predictors overall were neurofilament light chain (NfL), tau/amyloid beta (Aβ)40, Aβ42/Aβ40, alpha-2-macroglobulin (A2M), and interleukin (IL)-10. Within the CS group, NfL, tau/Aβ40, A2M, and IL-10 were strong predictors. In MCI, Aβ42/Aβ40, NfL, A2M, and IL-10 were strong predictors. In DS-AD, Aβ42/Aβ40, NfL, and tau/Aβ40 were the top predictors. Cluster membership varied based on disease stage.

DISCUSSION: …

Biological Aging Acceleration In Major Depressive Disorder: A Multi-Omics Analysis, Breno Satler Diniz, Shangshu Zhao, Gabin Drouard, Eero Vuoksimaa, Miina Ollikainen, Eric J Lenze, Ming Xu, Richard H Fortinsky, George A Kuchel, Jaakko Kaprio, Chia-Ling Kuo

2020-Current year OA Pubs

Major depressive disorder (MDD) is linked to a higher risk of premature aging, but the mechanisms underlying this association remain unclear. Using data from two population cohorts (UK Biobank and Finnish Twin Cohort), we evaluate the relationship between systemic and organ-specific proteomic and epigenetic aging acceleration and MDD. A lifetime history of MDD was associated with accelerated proteomic aging at both systemic and organ-specific levels-including the brain-in both cohorts, with stronger associations than those observed with systemic epigenetic aging. Systemic and brain-specific proteomic aging acceleration were linked to higher risks of incident MDD and a greater risk of Alzheimer's disease, …

Excellent Survival Following Low-Intensity Approaches Prior To Allo-Hsct In Ph+ All: A Comprehensive Meta-Analysis, Lacey S. Williams, Wenners Ballard Iii, Deniz Ozisik, Charles Scott Dorris, Kepher Makambi, Scott Rowley, Kieron Dunleavy, John Dipersio, Alaa Ali

2020-Current year OA Pubs

No abstract provided.

Measuring Lawyer Mental Illness: Evidence From Two National Surveys, Benjamin David Pyle, Clifford Rosky

Faculty Scholarship

The American Bar Association declared a “well-being crisis” among lawyers, but the empirical basis for this claim has been contested in recent years. This study systematically compares two high-quality, nationally representative surveys —the National Health Interview Survey (NHIS) and the National Survey on Drug Use and Health (NSDUH)—to measure the prevalence of mental illness and alcohol misuse among lawyers. In both surveys, lawyers report elevated rates of alcohol misuse compared to the general public and similarly educated peers. The NHIS finds that lawyers experience psychological distress at rates lower than the general public and similar to, or moderately higher than, …

Keeping Evidence Real, Anya Bernstein, Julia Simon-Kerr

Faculty Scholarship

Commentators largely agree that the Federal Rules of Evidence have problems. Expert testimony standards admit junk science. Impeachment rules chill defendant testimony. The hearsay regime defies consistent application and obstructs self-representation. The list goes on: Many rules fail to assist, or affirmatively thwart, jurors trying to make good decisions. Such shortcomings disproportionately harm those with the least power in the system, raising profound questions about whether the evidence code serves its statutory mandate—to promote truth and justice in court proceedings. In the face of widely recognized problems, the government body charged with managing the evidence code—the Advisory Committee on Evidence …

Sidelining The Public, Anya Bernstein, Glen Staszewski, Wendy E. Wagner

Faculty Scholarship

This Article challenges the widely held view that Congress is the American government’s institution closest to the people, while administrative agencies are unaccountable and unresponsive. Providing a systematic, side-by-side institutional analysis, we compare the actual practices and capacities of these two institutions to engage affected publics in policymaking. We find that despite the democratic bona fides of an elected legislature, agencies possess superior capacities, more evolved practices, stricter rules, and stronger incentives for meaningful public engagement. Yet these capacities have been eroded—particularly over the last 50 years—by intensifying legal, political, and managerial obstacles. The Supreme Court and political actors have …

Universities, Capital, And Democratic Vulnerability, Steven Dean, Dana Brakman Reiser

Faculty Scholarship

For many, the university serves as a crucial guardian of democracy. Still, the capitulation of leading American private universities to authoritarian pressure from the Trump Administration should not be terribly surprising. This Essay offers one reason why. It does so by focusing on the law governing private nonprofit universities. It examines both the origins and the impact of a fundamental tension between their charitable missions and their need for capital. It shows how the legal framework designed to protect these nonprofit universities from market pressures can actually intensify their vulnerability.

The so-called “nondistribution constraint” stands at the core of U.S. …

Validating Uas Lidar With Airborne Lidar For Precision Streamline Generation In Del Rio Springs, Arizona, Brad Rudy, Colton Weeks, Hank Vincent, Ronny Schroeder

Student Works

Accurate streamline delineation and high-resolution topographic products are essential across numerous disciplines, including hydrological analysis, environmental monitoring, construction, and erosion modeling. Products derived from high-accuracy elevation data provide greater reliability and improved decision-making outcomes for all fields that depend on them. A 2018 USGS airborne LiDAR dataset covering the Del Rio Springs riparian area north of Chino Valley, Arizona, offers a valuable opportunity to evaluate the relative accuracy of the DJI L1 LiDAR sensor when mounted on a Matrice 300 RTK UAV platform. Compared to traditional manned airborne systems, the UAV-mounted L1 provides high-accuracy, high-density point cloud data over small …

Integrated Geospatial Analysis Of Burn Severity And Vegetation Recovery Of The California August Complex Fire In 2020, Dharm Barot, Ronny Schroeder

Student Works

Large wildfires increasingly alter vegetation structure and ecosystem recovery trajectories at landscape scales, requiring reliable geospatial methods for post-fire assessment. This study evaluates burn severity and vegetation recovery following the 2020 California August Complex Fire using an integrated framework combining multispectral satellite imagery, spatial statistics, and airborne LiDAR data.

Burn severity was quantified using differenced Normalized Burn Ratio (dNBR), and vegetation recovery was assessed through a multi-temporal NBR time series spanning pre-fire (2015), fire-year (2020), and post-fire (2025) conditions. Optimized Hotspot Analysis (Gi*) was applied to isolate statistically significant clusters of high burn severity and reduce bias in recovery estimates. …

Geo210 Intro To Gis: Students As Partners Support Of Instructional Modalities, Elise Anderson, Dharm Barot, Riley Grant

Student Works

This study investigates the impact of a Students as Partners (SAP) model on teaching effectiveness and student success in GEO210: Introduction to Geographic Information Systems at Embry‑Riddle Aeronautical University. Over three semesters, student partners collaborated with the instructor to co‑design course curriculum and instructional modalities. This collaboration resulted in peer‑led lectures, collaborative learning activities, iterative skill assessments, and revised assignments with clear rubrics. Student outcomes in SAP sections were compared with those in non‑SAP sections using course evaluations, grades, and qualitative student feedback. The results indicate that SAP sections achieved higher teaching effectiveness ratings, more positive perceptions of the learning …

Geospatial Analysis Of Wildfire Ignitions And Proximity To Electric Transmission Lines In Arizona’S National Forests, Shane Ishmael, Ronny Schroeder

Student Works

The number of wildfires in Arizona rose by 18% from 2023 to 2024. Wildfires hit the Western United States hard, especially in states like Arizona and California, where vast national forests often fall victim to the biggest blazes. According to the Western Fire Chiefs Association, 19% of wildfires from 2016 to 2020 were sparked by electrical transmission lines.

This study explores whether wildfire start-location hotspots line up with power transmission routes running through Arizona’s Coconino and Tonto National Forests. The main hypothesis is that areas near power lines are more likely to become wildfire hotspots than other regions.

We used …

Precision Rockslide Hazard Mapping With Multispectral Imaging And Lidar Along Arizona Highway 89a, Hank Warner, Ronny Schroeder

Student Works

Along mountainous roads, rockslides, mud slides and avalanches pose a significant risk for continued access to a region and can cause large amounts of damage to infrastructure, taking time to clear and repair. The prediction of where these events will occur can allow preventative measures to be taken, allowing sustained access and preventing costly repairs.

This study develops a method to analyze and predict rockslide risk using satellite-sourced multispectral imagery and airborne LiDAR data.

The developed method started with multispectral LANDSAT 8 imagery and airborne LiDAR captures over Arizona Highway 89A, with all data taken between late August and early …

Spatiotemporal Assessment Of Coastal Urban Heat In Buenos Aires Using Satellite Landsat Lst, Noah Morales, Lleyton Naar, Dan Macchiarella, Kevin Adkins, Ronny Schroeder

Student Works

Coastal urban environments exhibit complex surface temperature patterns driven by interactions among water, vegetation, and built infrastructure. This study investigates land surface temperature (LST) variability along a coastal-to-urban transect in Parque de los Niños, Buenos Aires, by integrating multi-year satellite Landsat LST with high-resolution thermal data collected from an uncrewed aircraft system (UAS). Landsat provides the temporal depth necessary to assess seasonal and interannual variability in surface temperature, including responses to extreme summer conditions. However, their spatial resolution limits the ability to resolve fine-scale thermal gradients near shoreline boundaries and within heterogeneous urban landscapes. UAS thermal observations address this limitation …

Modeling Bald Eagle Habitat Suitability In The Del Rio Springs Ecosystem Using Lidar And Spatial Analysis, Noah Morales, Hank Vincent, Ronny Schroeder

Student Works

This study expands upon prior research that utilized NDVI-based hotspot analysis from UAS and satellite imagery (Morales et al. 2026) to identify potential bald eagle nesting and foraging areas. While NDVI effectively captures vegetation density, it does not distinguish between vegetation types or landscape structural characteristics necessary for nesting. To address this limitation, this research integrates LiDAR-derived canopy height, terrain slope, and proximity to stream networks to develop a more refined habitat suitability model within the Del Rio Springs ecosystem.

Airborne LiDAR data were used to generate Digital Surface Models (DSM) and Digital Elevation Models (DEM), which were employed to …