Digital Commons Network^™

Exploring 2d X-Ray Diffraction Phase Fraction Analysis With Convolutional Neural Networks: Insights From Kinematic-Diffraction Simulations, Weiqi Yue, Mohommad Redad Mehdi, Pawan K. Tripathi, Matthew A. Willard, Frank Ernst, Roger H. French

Faculty Scholarship

Deep-learning models are effective for analyzing the complex information in 2D X-ray diffraction (XRD) patterns. Accurately collecting parameters of the material sample is crucial during model training, significantly impacting model performance. In this study, we employ a kinematic-diffraction simulator to generate simulated 2D XRD patterns for Ti–6Al–4V alloy, allowing precise control of sample parameters. These simulated patterns are used to train convolutional neural networks, predicting β-phase volume fractions. The training data set consists exclusively of 2D XRD patterns with pure α- or pure β-phase, while the testing set incorporates patterns with intermediate phase volume fraction. In particular, we investigate how …

Recent Findings On The Effectiveness Of Peer Support For Patients With Type 2 Diabetes, James J. Werner, Kelsey Ufholz, Prashant Yamajala

Faculty Scholarship

Purpose of Review: To review randomized controlled trials (RCTs) published from 2021–2023 that reported the effects of peer support interventions on outcomes in patients with type 2 diabetes (T2DM). Recent Findings: Literature searches yielded 137 articles and nine RCTs were ultimately reviewed. The reviewed trials involved in-person support groups, peer coach/mentor support, cultural peer support by community health workers, peer support during shared medical appointments (SMAs) including virtual reality-based SMAs, telehealth-facilitated programs, and telephone peer support. Most interventions combined two or more peer support strategies. Peer support was associated with significant decreases in HbA1c in 6 of the 9 reviewed …

Lay Advisor Interventions For Hypertension Outcomes: A Systematic Review, Meta-Analysis And A Re-Aim Evaluation, Sonal J. Patil, Leila Bushweller, Eno-Obong Udoh, Irina Todorov, Robert Saper, Kurt C. Stange, Shari Bolen

Faculty Scholarship

Introduction: Lay advisor interventions improve hypertension outcomes; however, the added benefits and relevant factors for their widespread implementation into health systems are unknown. We performed a systematic review to: (1) summarize the benefits of adding lay advisors to interventions on hypertension outcomes, and (2) summarize factors associated with successful implementation in health systems using the Reach, Effectiveness, Adoption, Implementation, Maintenance (RE-AIM) framework. Methods: We systematically searched several databases, including Ovid MEDLINE, CINAHL, PsycINFO from January 1981 to May 2023. All study designs of interventions delivered solely by lay advisors for adults with hypertension were eligible. If both arms received the …

Broad-Area-Search Of New Construction Using Time Series Analysis Of Landsat And Sentinel-2 Data, Xiaojing Tang, Madison G. Barrett, Kangjoon Cho, Kelsee H. Bratley, Katelyn Tarrio, Yingtong Zhang, Hanfeng Gu, Peter Rasmussen, Marc Bosch, Curtis E. Woodcock

Faculty Scholarship

New construction activities can alter surface albedo and structure, which then affect surface temperature and roughness, and hence have a significant impact on urban climate. Construction activity is also an important indicator of human development and movement and is of high interest to the intelligence community. A new approach for Broad-Area-Search of New Construction activities (BASC) by combining time series analysis and rule-based filters using Landsat data was developed and tested in five selected cities (Boston, Shanghai, Sa ̃o Paulo, Dubai, and Ho Chi Minh City). The algorithm transforms Landsat images into fractions of a set of four endmembers using …

Continuing Benefits Of The Montreal Protocol And Protection Of The Stratospheric Ozone Layer For Human Health And The Environment, Laura S. Bruckman

Faculty Scholarship

The protection of Earth’s stratospheric ozone (O3) is an ongoing process under the auspices of the universally ratified Montreal Protocol and its Amendments and adjustments. A critical part of this process is the assessment of the environmental issues related to changes in O3. The United Nations Environment Programme’s Environmental Effects Assessment Panel provides annual scientific evaluations of some of the key issues arising in the recent collective knowledge base. This current update includes a comprehensive assessment of the incidence rates of skin cancer, cataract and other skin and eye diseases observed worldwide; the effects of UV radiation on tropospheric oxidants, …

Violence Exposure And Trauma Screener For Youth (Vetsy), Daniel Joseph Flannery, Ivette Noriega, Mark Singer, Jeff Kretschmar

Faculty Scholarship

Background: Youth exposed to violence are at serious risk for physical, emotional, behavioral, and mental distress. Reliable and prompt detection is necessary to mitigate the psychological consequences of youth violence exposure and trauma. Objective: To describe the initial creation of the VETSY screener and its construct validity and potential use. Methods: From 2014 through 2022 we surveyed 20,532 at-risk youth aged 8–18 years from a diverse metropolitan community participating in the Defending Childhood Initiative (DCI). Youth completed a 17-item self-report screener. An Exploratory Factor Analysis (EFA) was used to determine the reliability and variable grouping for this brief screener. Violence …

Genocide In Gaza: Analysis Of International Law And Its Application To Israel’S Military Actions Since October 7, 2023, Susan Akram

Faculty Scholarship

The prohibition of the crime of genocide is a peremptory norm of international law from which no derogation is permitted. In light of the extraordinary implications of a finding that Israel may be committing genocide against the Palestinian people in Gaza, the University Network for Human Rights, the International Human Rights Clinic at Boston University School of Law, the International Human Rights Clinic at Cornell Law School, the Centre for Human Rights at the University of Pretoria, and the Lowenstein Human Rights Project at Yale Law School have conducted a thorough legal analysis of Israel’s acts since October 7, 2023, …

Development Of An International Standard Set Of Outcomes And Measurement Methods For Routine Practice For Adults With Epilepsy: The International Consortium For Health Outcomes Measurement Consensus Recommendations, Martha Sajatovic

Faculty Scholarship

At present, there is no internationally accepted set of core outcomes or measurement methods for epilepsy clinical practice. Therefore, the International Consortium for Health Outcomes Measurement (ICHOM) convened an international working group of experts in epilepsy, people with epilepsy and their representatives to develop minimum sets of standardized outcomes and outcomes measurement methods for clinical practice that support patient–clinician decision-making and quality improvement. Consensus methods identified 20 core outcomes. Measurement tools were recommended based on their evidence of strong clinical measurement properties, feasibility, and cross-cultural applicability. The essential outcomes included many non-seizure outcomes: anxiety, depression, suicidality, memory and attention, sleep …

Us Neonatal Intensive Care Unit Registered Dietitian Nutritionists Salary Description And Correlates: Results Of A Survey, Rosa K. Hand, Sharon Groh-Wargo

Faculty Scholarship

Background: This survey described the compensation of neonatal intensive care unit (NICU) registered dietitian nutritionists (RDNs) in the United States and examined correlates of higher salaries within this group. Methods: A cross-sectional online survey was completed in 2021 by 143 NICU RDNs from 127 US hospitals who reported hourly wage in US dollars (USD). We used initial bivariate analyses to assess the relationship of selected institution-level and individual-level variables to hourly wage; the rank-sum test for binary variables; bivariate regression and Pearson correlation coefficients for continuous variables; the Kruskal–Wallis test for categorical variables. Variables with a compelling relationship to the …

Opening Brief For Plaintiff-Appellant Rocky Freeman, Madeline H. Meth, Sanketh Bhaskar, Henry Drembus, Brianna Jordan

Faculty Scholarship

For nearly two decades, while Rocky Freeman was in federal prison, the United States treated him like a contract killer who murdered two victims even though the U.S. Probation Office knew that this information was false, and the Bureau of Prisons (BOP) knew or should have known the same merely by looking at Freeman’s pre-sentence report (PSR). As a result, Freeman spent years subject to harsh conditions of confinement that he would not have experienced had probation or BOP officers acted with reasonable care. Since learning about this negligence, Freeman has sought repeatedly to remedy the various harms he suffered, …

A Turn-Off Fluorescent Sensor For Metal Ions Quantifies Corrosion In An Organic Solvent, Lianlian Liu, Zechariah Pfaffenberger, Mark Siegel, Anuj Saini, Lydia Kisley

Faculty Scholarship

We demonstrate that the corrosion of AISI 1045 medium carbon steel and pure aluminum can be quantified by the turn-off fluorescent sensor Phen Green-SK (PGSK) in ethanol-based solutions. We first evaluate the dependence of the chelation enhanced quenching of PGSK on iron and aluminum ion concentrations. Subsequently, we apply PGSK to examine the anodic dissolution of metal corrosion. The observed time-dependent PGSK-quenching quantifies the corrosion rates of two metals over 24 h of immersion in ethanol-based solutions. The PGSK-based quantification of corrosion is compared to scanning electron microscopy and electrochemical techniques, including open circuit potential and Tafel extrapolation. The corrosion …

Sexual Function After Gender Affirming Surgery, Alicia R. Castellanos, Rachel Pope

Faculty Scholarship

Purpose of Review: Sexual function and satisfaction in the transgender community is a nascent field with a paucity of data due to the fast paced nature of improving upon surgical technique and variety of patient experiences. The authors aim to review the current literature for areas of success as well as areas of improvement in order to better the sexual health of the transgender community. Recent Findings: Gender dysphoria is a feeling of distress experienced by those whose gender assigned at birth is not in line with their gender identity. While social transition to the desired gender can suffice for …

Nodes For Modes: Nodal Honeycomb Metamaterial Enables A Soft Robot With Multimodal Locomotion, Yusuf Dikici, Kathryn Daltorio, Ozan Akkus

Faculty Scholarship

Soft-bodied animals, such as worms and snakes, use many muscles in different ways to traverse unstructured environments and inspire tools for accessing confined spaces. They demonstrate versatility of locomotion which is essential for adaptation to changing terrain conditions. However, replicating such versatility in untethered soft-bodied robots with multimodal locomotion capabilities have been challenging due to complex fabrication processes and limitations of soft body structures to accommodate hardware such as actuators, batteries and circuit boards. Here, we present MetaCrawler, a 3D printed metamaterial soft robot designed for multimodal and omnidirectional locomotion. Our design approach facilitated an easy fabrication process through a …

Improved Motor Skills In Autistic Children After Three Weeks Of Neurologic Music Therapy Via Telehealth: A Pilot Study, Nicole M. Richard Williams, Corene Hurt-Thaut, Jessica Brian, Luc Tremblay, Marija Pranjic, Jessica Teich, Melissa Tan, Julia Kowaleski, Michael Thaut

Faculty Scholarship

Background: Many autistic children experience motor skill deficits which can impact other areas of functioning, and research on therapeutic interventions for motor skills in autism is in a preliminary stage. Music-based therapies have been used extensively to address motor skills in non-autistic populations. Though a handful of studies exist on the effects of music-based therapies for movement in autistic children, none have investigated the possibility of administering sessions via telehealth. This mixed-methods pilot study investigated whether nine Neurologic Music Therapy (NMT)^® sessions via telehealth would improve motor and attention skills in autistic children.

Methods: Five autistic children between five …

The Spectrum Of Pneumonia Among Intubated Neonates In The Neonatal Intensive Care Unit, Dayle J. Bondarev, Rita M. Ryan, Devashis Mukherjee

Faculty Scholarship

We review the pathophysiology, epidemiology, diagnosis, treatment, and prevention of ventilator-associated pneumonia (VAP) in neonates. VAP has been studied primarily in adult ICU patients, although there has been more focus on pediatric and neonatal VAP (neo-VAP) in the last decade. The definition as well as diagnosis of VAP in neonates remains a challenge to date. The neonatal intensivist needs to be familiar with the current diagnostic tools and prevention strategies available to treat and reduce VAP to reduce neonatal morbidity and the emergence of antibiotic resistance. This review also highlights preventive strategies and old and emerging treatments available.

Simulacra And Historical Fidelity In Digital Recreation Of Lost Cultural Heritage: Reconstituting Period Materialities For The Period Eye, Trent Olsen, James Hutson, Charles O'Brien, Jeremiah Ratican

Faculty Scholarship

The advancement of digital technologies in art history has opened avenues for reconstructing lost or damaged cultural heritage, a need highlighted by the deteriorated state of many artworks from the 1785 Salon. Grounded in the concept of the “Period Eye” by art historian Michael Baxandall, which emphasizes understanding artworks within their original historical and cultural contexts, this study proposes a subfield focused on Reconstituting Period Materialities for the Period Eye. This methodology bridges comprehensive historical research with generative visual artificial intelligence (AI) technologies, facilitating the creation and immersive virtual reality viewing of artworks. Beyond mere visual replication, the approach aims …

Advancing Sentiment Analysis Through Emotionally-Agnostic Text Mining In Large Language Models (Llms), Jay Ratican, James Hutson

Faculty Scholarship

The conventional methodology for sentiment analysis within large language models (LLMs) has predominantly drawn upon human emotional frameworks, incorporating physiological cues that are inherently absent in text-only communication. This research proposes a paradigm shift towards an emotionallyagnostic approach to sentiment analysis in LLMs, which concentrates on purely textual expressions of sentiment, circumventing the confounding effects of human physiological responses. The aim is to refine sentiment analysis algorithms to discern and generate emotionally congruent responses strictly from text-based cues. This study presents a comprehensive framework for an emotionally-agnostic sentiment analysis model that systematically excludes physiological indicators whilst maintaining the analytical depth …

The Rise, Fall, And Rise Of Cyber Civil Libertarianism, Hannah Bloch-Wehba

Faculty Scholarship

Using sexual speech as its focal point, this essay explores the ambiguous legacy of cyber civil liberties and the ascent of alternative paradigms for digital freedom. From its inception, cyberlaw was characterized by a moral panic over sexual speech, pornography, and the protection of children familiar to First Amendment scholars. Important civil libertarian victories recognized that sexual speech and pornography were constitutionally protected from state intervention. The civil libertarian paradigm saw government regulation as the primary threat to free speech online, the marketplace as the more appropriate mechanism for regulating expression, and courts as the rightful arbiters of these disputes. …

Constitutional Rights And Remedial Consistency, Katherine Mims Crocker

Faculty Scholarship

When the Supreme Court declined definitively to block Texas’s S.B. 8, which effectively eliminated pre-enforcement federal remedies for what was then a plainly unconstitutional restriction on abortion rights, a prominent criticism was that the majority would have never tolerated the similar treatment of preferred legal protections—like gun rights. This refrain reemerged when California enacted a copycat regime for firearms regulation. This theme sounds in the deep-rooted idea that judge-made law should adhere to generality and neutrality values requiring doctrines to derive justification from controlling a meaningful class of cases ascertained by objective legal criteria.

This Article is about consistency, and …

Resonant Perceptions: Exploring Autistic Aesthetics Through Embodied Cognition, James Hutson, Piper Hutson

Faculty Scholarship

No abstract provided.

Ethical Imperatives And Challenges: Review Of The Use Of Machine Learning For Predictive Analytics In Higher Education, Emily Barnes, James Hutson, Karriem Perry

Faculty Scholarship

The escalating integration of machine learning (ML) in higher education necessitates a critical examination of its ethical implications. This article conducts a comprehensive review of the application of ML for predictive analytics within higher education institutions (HEIs), emphasizing the technology's potential to enhance student outcomes and operational efficiency. The study identifies significant ethical concerns, such as data privacy, informed consent, transparency, and accountability, that arise from the use of ML. Through a detailed analysis of current practices, this review underscores the need for HEIs to develop robust ethical frameworks and technological infrastructures to navigate these challenges effectively. The findings reveal …

Optimizing Adult Learner Success: Applying Random Forest Classifier In Higher Education Predictive Analytics, Emily Barnes, James Hutson, Karriem Perry

Faculty Scholarship

This study examines the application of the Random Forest Classifier (RF) model in predicting academic success among adult learners in higher education. It focuses on evaluating the model's effectiveness using key statistical measures like accuracy, precision, recall, and F1 score across a comprehensive dataset from 2013–14 to 2021–22, which includes variables such as age, ethnicity, gender, Pell Grant eligibility, and academic performance metrics. The research highlights the RF model's capability to handle large datasets with varying data types and demonstrates its superiority over traditional regression models in predictive accuracy. Through an iterative process, the study refines the RF model to …

The Role Of Student Motivation In Integrating Ai Into Web Design Education: A Longitudinal Study, Jason Lively, James Hutson

Faculty Scholarship

Amidst the current wave studies of artificial intelligence (AI) in education, this longitudinal case study, spanning Spring 2023 to Spring 2024, delves into the integration of AI in the UI/UX web design classroom. By introducing both text-based and image-based AI tools to students with varying levels of skill in introductory web design and user experience (UX) courses, the study observed a significant enhancement in student creative capabilities and project outcomes. The utilization of text-based generators markedly improved writing efficiency and coding, while image-based tools facilitated better ideation and color selection. These findings underscore the potential to augment traditional educational methods, …

Government Misinformation Platforms, Janet Freilich

Faculty Scholarship

There is a harmful mismatch between how information published by the government is perceived-as highly trustworthy-and the reality that it is often not. This Article shows that the government frequently collects information from third party private entities and publishes it with no review or vetting. Although this information is riddled with errors and inaccuracies, scholars, policymakers, and the public treat the information with unwarranted confidence because it derives from the government. Further, institutional imprimatur (and consequent trust) attaches to information even tangentially associated with the government and to information where the government explicitly disclaims review.

This Article highlights the ubiquity …

Reply To: On The Statistical Foundation Of A Recent Single Molecule Fret Benchmark, Dorothy A. Erie, Lydia Kisley, Dushani Dunukara

Faculty Scholarship

In their ‘Matters Arising’ manuscript, Saurabh et al. discuss two issues related to single-molecule Förster resonance energy transfer (smFRET) experiments: the use of the Gaussian noise approximation and spectral crosstalk. Their arguments are based on simulations obtained with parameters that differ significantly from the typical conditions measured experimentally, and, thus, from the regime included in the original study (Götz et al.1). In addition, they make claims about our multi-lab blind study that we would like to rectify. In Table 1, we provide a list of specific statements made by Saurabh et al. with our respective explanations.

Bridging The Digital Divide: Innovative Uses Of Qr Codes And Nfc In The Artistic Realm, Piper Hutson, James Hutson

Faculty Scholarship

In the rapidly evolving digital age, artists and creatives are increasingly leveraging QR codes and Near Field Communication (NFC) technologies to redefine the boundaries between the physical and digital worlds. This article explores the diverse and inventive applications of QR codes and NFC in art installations, augmented reality experiences, interactive storytelling, performance art, and marketing campaigns. By incorporating these technologies, artists may create interactive, immersive, and personalized experiences which engage audiences in novel ways. Additionally, the article delves into the technological advancements enabling these innovative applications, including location-based personalization, machine learning, augmented reality, and the seamless interactions facilitated by NFC …

Continuous Glucose Monitoring For Glycaemic Control And Cardiovascular Risk Reduction In Patients With Type 2 Diabetes Not On Insulin Therapy: A Clinical Trial, Joseph Reed, Tony Dong, Sanjay Rajagopalan, Ian J. Neeland

Faculty Scholarship

Aim: To evaluate the impact of the Dexcom G6 continuous glucose monitoring (CGM) device on glycaemic control and cardiometabolic risk in patients with type 2 diabetes mellitus (T2DM) at high cardiovascular risk who are not on insulin therapy. Materials and Methods: Adults with T2DM with glycated haemoglobin (HbA1c) >7% and body mass index (BMI) ≥30 kg/m2 not using insulin were enrolled in a two-phase cross-over study. In phase 1, CGM data were blinded, and participants performed standard glucose self-monitoring. In phase 2, the CGM data were unblinded, and CGM, demographic and cardiovascular risk factor data were collected through 90 days …

Approach To Simple Kidney Cysts In Children, Katherine M. Dell

Faculty Scholarship

The finding of a simple kidney cyst in a child can pose a diagnostic and management challenge for pediatric nephrologists, urologists, and primary care providers. The reported prevalence varies from 0.22 to 1% in large ultrasonography-based series of more than 10,000 children each. The true prevalence, however, may be higher or lower, as factors such as variations in referral patterns, indications for ultrasonography, or technical considerations could impact prevalence rates. For many patients, simple kidney cysts may be found incidentally when imaging is performed for another indication. Although simple cysts can occur in children, they may also represent the first …

Biomechanics Of Transduction By Mechanosensory Cilia For Prey Detection In Aquatic Organisms, Faye Piephoff, Brian K. Taylor

Faculty Scholarship

Surface-feeding aquatic animals navigate towards the source of water disturbances and must differentiate prey from other environmental stimuli. Medicinal leeches locate prey, in part, using a distribution of mechanosensory hairs along their body that deflect under fluid flow. Leech's behavioral responses to surface wave temporal frequency are well documented. However, a surface wave's temporal frequency depends on many underlying environmental and fluid properties that vary substantially in natural habitats (e.g., water depth, temperature). The impact of these variables on neural response and behavior is unknown. Here, we developed a physics-based leech mechanosensor model to examine the impact of environmental and …

A Distinct Radial Acceleration Relation Across The Brightest Cluster Galaxies And Galaxy Clusters, Pengfei Li, Stacy S. Mcgaugh

Faculty Scholarship

Recent studies reveal a radial acceleration relation (RAR) in galaxies, which illustrates a tight empirical correlation connecting the observational acceleration and the baryonic acceleration with a characteristic acceleration scale. However, a distinct RAR has been revealed on brightest cluster galaxy (BCG) cluster scales with a seventeen-times-larger acceleration scale due to the gravitational lensing effect. In this work, we systematically explore the acceleration and mass correlations between dynamical and baryonic components in 50 BCGs. To investigate the dynamical RAR in BCGs, we derived their dynamical accelerations from the stellar kinematics using the Jeans equation through Abel inversion and adopted the baryonic …