Digital Commons Network^™

Neutrosophic Model For Measuring And Evaluating The Role Of Digital Transformation In Improving Sustainable Performance Using The Balanced Scorecard In Egyptian Universities, A. A. Salama, Osama Mohamed Mobarez, Mohamed Hamed Elfar, Rafif Alhabib

Neutrosophic Systems with Applications

This paper proposes a neutrosophic model for measuring and evaluating the role of digital transformation in improving sustainable performance using the balanced scorecard in Egyptian universities. The model takes into account uncertainty, ambiguity, and incompleteness in the data. The model first calculates the neutrosophic measures of digital transformation and sustainable performance for each university. Then, it uses neutrosophic logic to evaluate the causal relationship between digital transformation and sustainable performance. The results of the analysis can used to identify the digital transformation indicators that have the greatest impact on sustainable performance. This information can then be used to develop strategies …

Climate Change Prediction Model Using Mcdm Technique Based On Neutrosophic Soft Functions With Aggregate Operators, Kainat Muniba, Muhammad Naveed Jafar, Asma Riffat, Jawaria Mukhtar, Adeel Saleem

Neutrosophic Systems with Applications

The increasing impact of climate change necessitates innovative approaches in modeling and prediction to mitigate its adverse effects. This paper introduces a novel methodology integrating Neutrosophic Soft Functions (NSFs) into climate change prediction frameworks. NSFs, a hybrid of Neutrosophic Set Theory and Soft Set Theory, provide a flexible framework for handling uncertain and imprecise information inherent in climate data. This study explores the application of NSFs in capturing the complex interplay of various climatic variables, including temperature, precipitation, humidity, and atmospheric pressure, thereby enhancing the accuracy and reliability of climate change predictions. By incorporating NSFs into existing predictive models, such …

Intermediate Conformity Of Hrm Practices In Host Countries: Why And How They Work, Wenjuan Guo

Journal of Global Business Insights

The institutional theory suggests that multinational enterprises (MNEs) need to conform to institutional norms to gain legitimacy, thereby enhancing their survival in host countries. Conversely, from the perspective of business strategy, MNEs gain a competitive advantage by leveraging organizational capabilities worldwide. These two perspectives imply that MNEs face conflicting pressures when adopting HRM practices in their host country subsidiaries. This article discusses the rationale for why MNEs’ subsidiaries should intermediately conform to both internal and external institutional forces and adopt a combination of home and host country HRM practices. Furthermore, it suggests that intermediate conformity contributes to a higher survival …

The Piranhas: Endgame Of Banking In Indonesia, F. Mario Andaru, Bambang Hadinugroho

Journal of Global Business Insights

Neobank is a form of financial technology innovation that offers banking services without a branch office. This is a form of disruption in the banking industry. Therefore, this paper aims to look at the phenomenon regarding the shift in the banking industry due to the presence of neobanks and, at the same time, question whether this is the beginning of the extinction of conventional banking. Based on an analysis of the literature on fintech and digital banking from research, case studies, and news media in both English and Indonesian, this study discusses research related to neobank trends disrupting the conventional …

Advancing Sustainable Investing: A Deep Learning Model For Multi-Source Stock Prediction, Hongxuan Yu, Tingting Zhang, Murat Kizildag

Journal of Global Business Insights

The burgeoning role of the stock market within the national economy elevates the importance of precise stock price analysis and prediction, a field that has garnered substantial interest in academic research. Stock price fluctuations, influenced by many factors, including company fundamentals, market sentiment, capital flows, industry news, and macroeconomic policies, present a highly dynamic and complex challenge for predictive modeling. Addressing this challenge, our study introduces an innovative method that capitalizes on the synthesis of news text and stock price data for forecasting market movements. We employ GloVe embeddings to capture semantic nuances from news text and integrate them with …

“What Does Critical Thinking Mean To You?” A Narrative Inquiry Of Graduate Students’ Perceptions

Journal of Comparative & International Higher Education

No abstract provided.

A Chance To See Me: Exploring Black Males’ Perspectives On Public Education Regarding The School-To-Prison Pipeline, Renee Duffaut

JWU Dissertations & Theses

In the United States, race undeniably remains at the heart of the educational experiences of Black males. For decades, researchers have studied how schools systemically “push out” and reroute Black males to prison at a disproportionate rate by enforcing inequitable discipline policies and practices (Annamma et al., 2019; Leung-Gagné, 2022; Scott et al., 2017; Skiba et al., 2011). Black children are disciplined for minor infractions at higher rates than any other ethnic group which increases their likelihood of becoming caught up in the School-to-Prison Pipeline (Amemiya et al., 2020). Forty-two percent of youths in juvenile justice placement are Black, even …

Michael Mcgraw: Profile Of The Newest Chbc Faculty Member, Danna Jaimes-Fajardo, Jeremy J. Smith, Lutishoor Salisbury

University Libraries Faculty Publications and Presentations

Presents the research profile of Michael McGraw, Assistant Professor, Chemistry and Biochemistry department. It highlights his research interests, education, and impact of his research.

Antecedents Of Entrepreneurial Activity And Poverty: Mediating Effect Of Entrepreneurial Activity, Bashir I. Bugaje, Azmawani Abd Rahman, Rusmawati Said, Jo A. Ho, Abubakar A. Adamu

Journal of Global Business Insights

Poverty rates in Sub-Saharan Africa (SSA) have risen, with 47% of the region’s population living in poverty. In Nigeria, approximately 87 million are classified as extremely poor. Existing research on the relationship between entrepreneurship and poverty in this region is fragmented and inconsistent. Traditional economic measures of poverty have proven inadequate, prompting the need for a multidimensional approach. The paper examined the mediating effect of entrepreneurial activity on the relationship between the precursors of entrepreneurship and poverty. The study used a survey method and partial least squares structural equation modeling (PLS-SEM) to analyze the data, which confirmed all hypotheses, revealing …

Impact Of 3d Printing Parameters On Static And Fatigue Properties Of Polylactic Acid (Pla) Bone Scaffolds, Hamed Bakhtiari, Alireza Nouri, Majid Tolouei-Rad

Research outputs 2022 to 2026

In the present study, polylactic acid (PLA) scaffolds with a 60 % porosity and gyroid pore structure were 3D printed using the extrusion-based method and employing various printing parameters. The specimens were loaded under quasit-static and cyclic conditions and their mechanical behaviour were evaluated. The Taguchi method was utilized to design experiments and investigate the impact of printing parameters on the compressive properties of the scaffolds. Moreover, thermography analysis was used to examine the influence of cyclic heating during fatigue experiments. The results indicated that extrusion width was the sole variable significantly affecting the quasi-static properties of scaffolds. The largest …

A Novel Hybrid Enhanced Oil Recovery Technique To Enhance Oil Production From Oil-Wet Carbonate Reservoirs By Combining Electrical Heating With Nanofluid Flooding, Farida Amrouche, Martin J. Blunt, Stefan Iglauer, Farid Aiouache, Michael Short

Research outputs 2022 to 2026

Enhanced Oil Recovery provides a promising technique to maximise fossil fuel recovery from existing resources, and when used in conjunction with Carbon Capture and Storage/Utilisation provides a way to support a transition to alternative cleaner fuels. A hybrid Enhanced Oil Recovery method by a combination of electrical heating and nanofluid flooding was applied to oil-wet carbonate reservoirs and assessed in terms of the oil production, zeta potential, contact angle, pellet compaction, interfacial tension, and pH values. The hybrid technique consisted of a combination of direct current (up to 30 V) and iron oxide (Fe2O3) or magnesium oxide (MgO) nanofluids. Both …

Design, Fabrication, And Physical Properties Analysis Of Laminated Low-E Coated Glass For Retrofit Window Solutions, Mohammad Nur-E-Alam, Mikhail Vasiliev, Boon Kar Yap, Mohammad Aminul Islam, Yaseer Fouad, Tiong Sieh Kiong

Research outputs 2022 to 2026

The ever-growing demand for improved energy efficiency in buildings has stimulated a stream of research focused on innovative retrofit energy solutions. Laminated low emissivity (Low-E) type coated glass components can be used in retrofitting window systems for enhancing energy savings provided by the insulating properties of glass laminates containing these heat-mirror-type coatings. In particular, custom-designed double-silver low-E coatings embedded into the laminate structure (directly facing the polymer interlayers during and after the lamination) are of interest due to being protected from environmental exposure, enabling easy component transportation, storage, and window retrofits. In this study, we provide some details on the …

Effects Of Increased Nitrate Intake From Beetroot Juice On Blood Markers Of Oxidative Stress And Inflammation In Older Adults With Hypertension, Rebeka Fejes, Nina Pilat, Martin Lutnik, Stefan Weisshaar, Anna M. Weijler, Karsten Krüger, Agnes Draxler, Laura Bragagna, Jonathan M. Peake, Richard J. Woodman, Kevin D. Croft, Catherine P. Bondonno, Jonathan M. Hodgson, Karl Heinz Wagner, Michael Wolzt, Oliver Neubauer

Research outputs 2022 to 2026

Background: Vascular oxidative stress and low-grade inflammation are important in the pathology of cardiovascular disorders, including hypertension. Cell culture and animal studies suggest that inorganic dietary nitrate may attenuate oxidative stress and inflammation through nitric oxide (NO), and there is a need to investigate whether this translates to humans. Aim: In this randomised, placebo-controlled crossover study, by measuring a combination of multiple blood biomarkers, we evaluated whether previously reported benefits of dietary nitrate translate to a reduced oxidative stress and an improved inflammation status in 15 men and women (age range: 56–71 years) with treated hypertension. Methods: We investigated the …

Individual-Based Modelling Of Adaptive Physiological Traits Of Cyanobacteria: Responses To Light History, Mohammad Hassan Ranjbar, David P. Hamilton, Michael L. Pace, Amir Etemad-Shahidi, Cayelan C. Carey, Fernanda Helfer

Research outputs 2022 to 2026

Adaptive physiological traits of cyanobacteria allow plasticity of responses to environmental change at multiple time scales. Most conventional phytoplankton models only simulate responses to current conditions without incorporating antecedent environmental history and adaptive physiological traits, thereby potentially missing mechanisms that influence dynamics. We developed an individual-based model (IBM) that incorporates information on light exposure history and cell physiology coupled with a hydrodynamic model that simulates mixing and transport. The combined model successfully simulated cyanobacterial growth and respiration in a whole-lake nutrient enrichment experiment in a temperate lake (Peter Lake, Michigan, USA). The model also incorporates non-photochemical quenching (NPQ) to improve …

Early Therapeutic Drug Monitoring Of Methotrexate And Its Association With Acute Kidney Injury: A Retrospective Cohort Study., Nicolás Tentoni, Miriam Hwang, Gabriela Villanueva, Ryan Combs, Jennifer Lowe, Laura Ramsey, Zachary L. Taylor, Thais Murciano Carrillo, María Dolores Aumente, Teresa López-Viñau López, Carmelo Rizzari, Scott C. Howard

Manuscripts, Articles, Book Chapters and Other Papers

INTRODUCTION: High-dose methotrexate (HDMTX) use can be limited by the development of acute kidney injury (AKI). Early AKI detection is paramount to prevent further renal injury and irreversible toxicities. This study sought to determine whether early elimination patterns of MTX would be useful as a biomarker of AKI in HDMTX treatment.

METHODS: This retrospective cohort study included two sites that collected ≥2 MTX levels within 16 h from completion of MTX infusion. Early levels were tagged and MTX elimination half-life (t_½) were calculated from combinations of two of three different early time periods. Receiver operating characteristic (ROC) curves …

Cardiac Manifestations And Outcomes Of Covid-19 Vaccine-Associated Myocarditis In The Young In The Usa: Longitudinal Results From The Myocarditis After Covid Vaccination (Maciv) Multicenter Study., Supriya S. Jain, Steven A. Anderson, Jeremy M. Steele, Hunter C. Wilson, Juan Carlos Muniz, Jonathan H. Soslow, Rebecca S. Beroukhim, Victoria Maksymiuk, Xander Jacquemyn, Olivia H. Frosch, Brian Fonseca, Ashraf S. Harahsheh, Sujatha Buddhe, Ravi C. Ashwath, Deepika Thacker, Shiraz A. Maskatia, Nilanjana Misra, Jennifer A. Su, Saira Siddiqui, Danish Vaiyani, Aswathy K. Vaikom-House, M Jay Campbell, Jared Klein, Sihong Huang, Christopher Mathis, Matthew D. Cornicelli, Madhu Sharma, Lakshmi Nagaraju, Jocelyn Y. Ang, Santosh C. Uppu, Preeti Ramachandran, Jyoti K. Patel, Frank Han, Jason G. Mandell, Jyothsna Akam-Venkata, Michael P. Dilorenzo, Michael Brumund, Puneet Bhatla, Parham Eshtehardi, Karina Mehta, Katherine Glover, Matthew L. Dove, Khalifah A. Aldawsari, Anupam Kumar, Spencer B. Barfuss, Adam L. Dorfman, Prashant K. Minocha, Alexandra B. Yonts, Jenna Schauer, Andrew L. Cheng, Joshua D. Robinson, Zachary Powell, Shubhika Srivastava, Anjali Chelliah, Yamuna Sanil, Lazaro E. Hernandez, Lasya Gaur, Michael Antonchak, Marla Johnston, Jonathan D. Reich, Narayan Nair, Elizabeth D. Drugge, Lars Grosse-Wortmann

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: We aimed to study the clinical characteristics, myocardial injury, and longitudinal outcomes of COVID-19 vaccine-associated myocarditis (C-VAM).

METHODS: In this longitudinal retrospective observational cohort multicenter study across 38 hospitals in the United States, 333 patients with C-VAM were compared with 100 patients with multisystem inflammatory syndrome in children (MIS-C). We included patients ≤30 years of age with a clinical diagnosis of acute myocarditis after COVID-19 vaccination based on clinical presentation, abnormal biomarkers and/or cardiovascular imaging findings. Demographics, past medical history, hospital course, biochemistry results, cardiovascular imaging, and follow-up information from April 2021 to November 2022 were collected. The primary …

Ten Simple Rules For Successfully Carrying Out Funded Research Projects, Diego A. Forero, Walter H. Curioso, Wei Wang

Research outputs 2022 to 2026

No abstract provided.

The Role Of Regional Lgbtqi+ Festivals And Events In Promoting Social Movements: A Local Stakeholder Perspective, Oscar Vorobjovas-Pinta, Joanna Pearce, Anne Hardy

Research outputs 2022 to 2026

Festivals and events can foster a collective sense of purpose and foster shared commitment to a cause by engaging the numerous and diverse stakeholders necessary for the organisation and running of these events. It is from this stakeholder perspective that this paper explored how LGBTQI+ events can help regional communities resist marginalisation and become advocates for social movements. Interviews with ten key stakeholders involved in the planning and implementation of the Broken Heel festival in Broken Hill and the fabALICE Festival in Alice Springs, identified four overarching themes: resisting marginalisation; places of identity; value of inclusion; and emerging tensions. These …

Cash Holding And Corporate Governance On Company Financial Performance: Case Study Of Construction Infrastructure Project Supporting Industries On The Indonesian Stock Exchange, Mariana Ing Malelak, Zeplin Jiwa Husada Tarigan, Sautma Ronni Basana, Ferry Jie

Research outputs 2022 to 2026

The Indonesian government currently focuses on high infrastructure development to prepare for connectivity between one city and another. The massive construction of the new government capital is also called the archipelago's capital. This condition impacts companies supporting construction projects, which are growing rapidly. This growth is supported by corporate governance and the cash-holding industry, which supports infrastructure projects for the company's financial performance. This research aims to determine the role of cash holding and corporate governance (board skill, independent director, managerial ownership) on the financial performance of infrastructure-supporting manufacturing companies in Indonesia. The sample used in this research was 83 …

Comfort In The Role: The Core Of Positive Veteran Teachers, Sarah Jefferson, Christina Gray, Geoffrey Lowe

Research outputs 2022 to 2026

Teacher career trajectory studies have identified a small group of positive veteran teachers who have maintained an ongoing enthusiasm for and commitment to teaching. Research into teacher career trajectory frameworks suggests that comfort in the role remains a core tenet in supporting their sense of professional identity. While studies have identified this, there is little research into the subtleties of this tenet and how this helps these positive veteran teachers remain committed to teaching. This article reports on the qualitative findings about comfort in the role in sustaining positive veteran teachers’ commitment to teaching. Further, the article points to key …

Concordance Of Her2 Expression In Paired Primary And Metastatic Sites Of Endometrial Serous Carcinoma And The Effect Of Intratumoral Heterogeneity, Francis Hong Xin Yap, Yancey Wilson, Joanne Peverall, Benhur Amanuel, Ben Allanson, Sukeerat Ruba

Research outputs 2022 to 2026

Primary endometrial serous carcinoma, known for its aggressive nature and poor prognosis, shares similarities with breast and gastric cancers in terms of potential HER2 overexpression as a therapeutic target. Assessing HER expression is complicated by tumor heterogeneity and discrepancies between primary and metastatic sites. In this study, we retrospectively analyzed HER amplification and expression in 16 pairs of primary endometrial serous carcinoma resections and corresponding metastases. HER2 status was determined using immunohistochemistry (IHC), with criteria based on the percentage and intensity of tumor cell staining. Confirmatory techniques, such as dual in situ hybridization (DISH) and fluorescence in situ hybridization (FISH), …

Detecting Anomalies In Blockchain Transactions Using Machine Learning Classifiers And Explainability Analysis, Mohammad Hasan, Mohammad Shahriar Rahman, Helge Janicke, Iqbal H. Sarker

Research outputs 2022 to 2026

As the use of blockchain for digital payments continues to rise, it becomes susceptible to various malicious attacks. Successfully detecting anomalies within blockchain transactions is essential for bolstering trust in digital payments. However, the task of anomaly detection in blockchain transaction data is challenging due to the infrequent occurrence of illicit transactions. Although several studies have been conducted in the field, a limitation persists: the lack of explanations for the model's predictions. This study seeks to overcome this limitation by integrating explainable artificial intelligence (XAI) techniques and anomaly rules into tree-based ensemble classifiers for detecting anomalous Bitcoin transactions. The shapley …

Preliminary Assessment Of Tunic Off-Gassing After Wildland Firefighting Exposure, Kiam Padamsey, Adelle Liebenberg, Ruth Wallace, Jacques Oosthuizen

Research outputs 2022 to 2026

Evidence has previously shown that outer tunics (turnout coats) worn by firefighters at structural fires are contaminated with harmful chemicals which subsequently off-gas from the material. However, there is limited research on whether this phenomenon extends to wildland firefighter uniforms. This pilot study aimed to explore if the tunics of volunteer bushfire and forestry firefighters in Western Australia off-gas any contaminants after exposure to prescribed burns or bushfires, and whether there is a need to explore this further. Nine tunics were collected from firefighters following nine bushfire and prescribed burn events, with a set of unused tunics serving as a …

Mint Registry: Rationale And Study Design, Mohamad Ezzeldin, Daniel Vela Duarte, Vinodh Doss, Sourabh Lahoti, David Hasan, Alejandro Spiotta, Khaled Asi, Vasu Saini, Tapan Mehta, Ameer Hassan, Diogo Haussen, Dileep Yavagal, Jesse Jones, Omar Tanweer, Waleed Brinjikji

Faculty, Staff and Students Publications

Background: Mechanical thrombectomy has become the standard of care for treatment of acute ischemic stroke secondary to large-vessel occlusion up to 24 hours from last known normal time. Multiple different techniques for mechanical thrombectomy have been described, including a direct aspiration first-pass technique and stent retriever thrombectomy. With a direct aspiration first-pass technique, classically, a large-bore aspiration catheter is delivered over a microcatheter and microwire to the clot. Recently, a novel macrowire has been introduced as a potential alternative to the use of microwire-microcatheter to allow the delivery of the aspiration catheter. The aim of this study is to develop …

Relationship Between Epicardial Adipose Tissue And Coronary Atherosclerosis By Ccta In Young Adults (18–45), Pamela Piña, Carol Fernandez-Hazim, Dou Huang, Paul Ippolito, John P Skendelas, Toshiki Kuno, Carlos J Rodriguez, Aldo L Schenone, Azeem Latib, Carl J Lavie, Leslee J Shaw, Ron Blankstein, Michael D Shapiro, Mario J Garcia, Daniel S Berman, Damini Dey, Salim S Virani, Leandro Slipczuk

Faculty, Staff and Students Publications

Objective: Epicardial adipose tissue (EAT) is implicated in the pathogenesis and progression of coronary artery disease (CAD). Limited data exists on the interplay between EAT and atherosclerosis in young individuals. Our study aims to explore the relationship between EAT and CAD in a young cohort.

Methods: All young (18-45 years) patients without prior CAD, referred for coronary computed tomography angiography (CCTA) from 2016 to 2022 were included. EAT volume and coronary artery calcium (CAC) were calculated from dedicated non-contrast scans. Coronary plaque presence, extent, and volume were quantified from CCTA. Multivariable logistic regression models for the presence of CAD, defined …

Age Modifies The Association Between Severe Sleep Apnea And All-Cause Mortality, Arash Maghsoudi, Melissa B Jones, Thomas Penzel, Javad Razjouyan

Faculty, Staff and Students Publications

Purpose: While sleep apnea (SA) gets more prevalent with advancing age, the impact of age on the association between SA and health outcomes is not well known. We assessed the association between the severity of SA and all-cause mortality in different age groups using large longitudinal data.

Method: We applied a Natural Language Processing pipeline to extract the apnea-hypopnea index (AHI) from the physicians' interpretation of sleep studies performed at the Veteran Health Administration (FY 1999-2022). We categorized the participants as no SA (n-SA, AHI< 5) and severe SA (s-SA, AHI≥30). We grouped the cohort based on age: Young≤40; Middle-aged:40-65; and Older adults≥65; and calculated the odds ratio (aOR) of mortality adjusted for age, sex, race, ethnicity, BMI, and Charlson-Comorbidity Index (CCI) using n-SA as the reference.

Results: We identified 146,148 participants (age 52.23 ± 15.02; BMI 32.11 ± 6.05; male 86.7 …

Stereo-Electroencephalography-Guided Network Neuromodulation For Psychiatric Disorders: The Neurophysiology Monitoring Unit, Denise Oswalt, Evangelia Tsolaki, Sanjay Mathew, Raissa K Mathura, Eleonora Bartoli, Nicole Provenza, Andrew J Watrous, Jiayang Xiao, Victoria Pirtle, Madaline M Mocchi, Sameer Rajesh, Nabeel Diab, Jeffrey F Cohn, David A Borton, Wayne K Goodman, Nader Pouratian, Sameer A Sheth

Faculty, Staff and Students Publications

Background and objectives: Recent advances in stereotactic and functional neurosurgery have brought forth the stereo-electroencephalography approach which allows deeper interrogation and characterization of the contributions of deep structures to neural and affective functioning. We argue that this approach can and should be brought to bear on the notoriously intractable issue of defining the pathophysiology of refractory psychiatric disorders and developing patient-specific optimized stimulation therapies.

Methods: We have developed a suite of methods for maximally leveraging the stereo-electroencephalography approach for an innovative application to understand affective disorders, with high translatability across the broader range of refractory neuropsychiatric conditions.

Results: This article …

A Systematic Review And Expert Delphi Consensus Recommendation On The Use Of Vaccines In Patients Receiving Dupilumab: A Position Paper Of The American College Of Allergy, Asthma And Immunology, Timothy E Dribin, Elissa M Abrams, Aikaterini Anagnostou, Kimberly G Blumenthal, Mark Boguniewicz, Nicole M Chase, David B K Golden, Nicholas L Hartog, Jennifer R Heimall, Tina Ho, Monica G Lawrence, David A Khan, Timothy Dean Minniear, S Shahzad Mustafa, John J Oppenheimer, Elizabeth J Phillips, Allison Ramsey, Nicholas L Rider, Lynda Schneider, Marcus S Shaker, Jonathan M Spergel, Cosby A Stone, David R Stukus, Julie Wang, Matthew J Greenhawt

Faculty, Staff and Students Publications

BACKGROUND: Dupilumab is a monoclonal antibody that targets the interleukin (IL)-4 receptor alpha subunit, thus blocking the effects of IL-4 and IL-13, and has shown efficacy in treating various conditions including asthma, atopic dermatitis, eosinophilic esophagitis, and others. Because of its immune modulatory effects, clinical trials that studied dupilumab did not allow patients to receive live vaccines during the clinical trials because of an abundance of caution, and thus package inserts recommend that patients who are being treated with dupilumab should avoid live vaccines. Because dupilumab is now approved for use in patients from 6 months of age for the …

Leveraging Large Language Models To Foster Equity In Healthcare

Faculty, Staff and Students Publications

Objectives: Large language models (LLMs) are poised to change care delivery, but their impact on health equity is unclear. While marginalized populations have been historically excluded from early technology developments, LLMs present an opportunity to change our approach to developing, evaluating, and implementing new technologies. In this perspective, we describe the role of LLMs in supporting health equity.

Materials and methods: We apply the National Institute on Minority Health and Health Disparities (NIMHD) research framework to explore the use of LLMs for health equity.

Results: We present opportunities for how LLMs can improve health equity across individual, family and organizational, …

Physician Infertility: A Structured Literature Review

Faculty, Staff and Students Publications

Physician infertility has become a growing concern because of the increasingly high rates of infertility physicians experience associated with their strenuous work schedules, environmental exposures, and delayed family planning due to their necessitated years of training. Fortunately, there has been an increase in awareness, advocacy, and urgency for institutional support alongside this suboptimal association. This awareness is reflected in the vast existing literature regarding physician infertility; in this scoping review, we aggregated and assessed the current data as well as identified gaps in the available research. Including 56 articles regarding various aspects of the current state of physician infertility, we …