Digital Commons Network^™

Audit Of Management Of Diabetic Ketoacidosis In Mansoura Specialized Medical Hospital, Walaa M Abd-El-Fatah, Omnia I State, Basma Z Elmorsy

Mansoura Medical Journal

Background: Egypt is listed among the world's top ten countries regarding the highest number of people with diabetes mellitus (DM). Diabetic ketoacidosis (DKA) is a medical emergency which is associated with significant mortality and morbidity in diabetic patients. It is also a common reason for hospitalization and thus is associated with significantly high costs. However, DKA is a potentially reversible condition provided that an emergency and immediate medical attention, appropriate diagnosis and therapy were provided.

Aim: auditing the adherence to protocol for the management of DKA in our Mansoura University Hospital (Specialized Medical Hospital) in Egypt from May 2021 to …

Temporal Lobe Epilepsy And Obesity In Adults, Mahmoud Fathy Saleh, Mohammed Abbas, Mostafa Mansour, M. Saad

Mansoura Medical Journal

Background: Epilepsy is a common, chronic, and disabling neurologic state. Medial temporal lobe epilepsy (TLE) is the commonest, and best-defined, form of symptomatic localization-related epilepsy. Obesity-induced mitochondrial dysfunction and oxidative stress are thought to participate in the initiation and progression of epilepsy. Obesity is a potentially preventable predisposing factor for drug resistant epilepsy (DRE).

Objective: the aim of this study was to investigate the association of TLE with obesity and the effect of obesity on seizure control.

Methods: This case control study was carried out on 50 patients with TLE and was divided into two groups, …

Exploring Alternative Approaches To Language Modeling For Learning From Data And Knowledge, Yuxin Zi, Kaushik Roy, Vignesh Narayanan, Amit Sheth

Publications

Despite their wide applications to language understanding tasks, large language models (LLMs) still face challenges such as hallucinations - the occasional fabrication of information, and alignment issues - the lack of associations with human-curated world models (e.g., intuitive physics or common-sense knowledge). Additionally, the black-box nature of LLMs makes it highly challenging to train them meaningfully in order to achieve a desired behavior. Specifically, the attempt to adjust LLMs’ concept embedding spaces can be highly intractable, which involves analyzing the implicit impact on LLMs’ numerous parameters and the resulting inductive biases. This paper proposes a novel architecture that wraps powerful …

From Crisis To Resilience: Pandemic Perspectives On College Student Experiences, Motivation And Self-Regulated Learning, Diana Botnaru, Anna C. Brady, Dragos Amarie, April Garrity, Erica Hillsnipe, Caroline Hopkinson, Cynthia Lynes, Eryn Michelle Maher

International Journal for the Scholarship of Teaching & Learning

The short-term effects during the transition to emergency remote teaching at the onset of the COVID-19 pandemic on college students are well-studied. The present study investigated the ongoing impact of the COVID-19 pandemic on students enrolled in undergraduate classes (e.g., pandemic experiences and their impact on basic psychological needs, metacognitive learning strategies, and motivation regulation). The survey was administered at a 4-year university in the Southeastern United States during fall 2022. The majority of participants (N = 590) were women (82%), white (56.6%), not Hispanic or Latinx (93.4%), and health profession majors (58.1%). Results indicated that mental health, academic, and …

A Comprehensive Review Of Cured Meat Products In The Irish Market: Opportunities For Reformulation And Processing, Jan Roland G. Molina, Jesús M. Frías-Celayeta, Declan J. Bolton, Cristina Botinestean

Articles

No abstract provided.

Structure-Function Relationship Of Oat Flour Fractions When Blended With Wheat Flour: Instrumental And Nutritional Quality Characterization Of Resulting Breads, Mahmoud Said Rashed, Milica Pojić, Ciara Mcdonagh, Eimear Gallagher, Jesus M. Frias, Shivani Pathania

Articles

Abstract: The present work investigated the structure-function relationship of dry fractionated oat flour (DFOF) as a techno-functional ingredient using bread as a model system. Mechanically, DFOF fractions (F), that is, F1: <224 µm, F2: 250–280 µm, F3: 280–500 µm, F4: 500–600 µm, and whole oat flour (F5) were blended with white wheat flour at 10%, 30%, and 50% substitution levels for bread making. The blended flours, doughs, and bread samples were assessed for their techno-functional, nutritional, and structural characteristics. The results of Mixolab and the Rapid Visco Analyzer show that the 50% substituted F3 fraction exhibits the highest water absorption properties (69.53%), whereas the 50% F1 fraction exhibits the highest peak viscosity of the past slurry. Analysis of bread samples revealed a lower particle size of DFOF fractions and higher supplementation levels, increased β-glucan levels (0.13–1.29 g/100 bread (db), reduced fermentable monosaccharides, that is, glucose (1.44–0.33 g/100 g), and fructose (1.06–0.28 g/100 g). The effect of particle size surpassed the substitution level effect on bread volume reduction. The lowest hardness value for F1 is 10%, and the highest value for F2 is 50%. The total number of cells in the bread slice decreased from the control to the F4 fraction (50%). Multi-criteria analysis indicated that DFOF fractions produced breads with similar structure and higher nutritional value developed from white wheat flour. Practical Application: The use of mechanically fractionated oat flours fractions in white wheat flour breads can improve the nutritional profile without affecting the physical properties of the bread product. Based on the oat flour fractions, bakers and food processing companies can tailor the bread formulations for high β-glucan, high fiber, and low reduced sugar claims.

A Human-Centered Framework For Oncological Healthcare System Modeling Applied To Mobile Radiation Delivery, Alex Price

Doctoral Dissertations

"Healthcare systems engineering is challenging due to the complexity, geographic expansiveness, inertial properties, and the heterogeneous sub-systems, with varying vested interests. Additionally, humans comprise many of the forms and functions, and are independent, with resistance and uncertainty in their decision-making that adds complexity. Human-centered systems modeling approaches are therefore needed to capture this unique aspect of a healthcare system and to enhance understanding of emergent healthcare properties. This dissertation focuses on integrating systems modeling within healthcare and emphasizes the importance of incorporating human decision-making. Moreover, the incorporation of a human-centered approach yields particularly valuable insights into the decision-making processes that …

Textural Characterisation Of Wheat–Oat Breads Using A Combination Of Quantitative Descriptive Analysis And Partial Napping Profiling Techniques, Mahmoud Said Rashed, Shivani Pathania, Eimear Gallagher, Jesus M. Frias, Ciara Mcdonagh, Emily Crofton

Articles

The aim of this study was to determine the textural sensory profile of wheat breads developed using oat flour at different substitution levels (10%, 30%, and 50%) and particle sizes (<224, 250–280, 280–500, 500–600 μm). A trained descriptive panel evaluated the wheat–oat breads using quantitative descriptive analysis (QDA) (n = 8) and partial napping (PN) (n = 12) sensory techniques. The QDA results showed that the textural properties of the breads were significantly affected by oat flour at different substitution and particle size levels (P < 0.001). The attributes crumb ‘denseness' and ‘stickiness' discriminated most frequently across samples, while crumb ‘chewiness' and ‘dryness' discriminated the least. Principal component analysis (PCA) illustrated that in PC1 (59%) crumb ‘denseness' was positively correlated with crumb ‘hardness' and ‘graininess', while ‘stickiness' was negatively correlated with crumb ‘graininess'. The application of clustering techniques on QDA data showed that breads with 10% oat flour were differentiated based on particle size; however, as the substitution level of oat flour increased, the substitution level of oat flour used in formulations exceeded the effect of particle size. In terms of PN, panellists identified four distinct groups of wheat–oat breads, indicating that wheat breads with 10% oat flour and <224 μm, 280–500 μm and whole oat flour had similar textural properties to the control wheat bread sample. The texture of wheat breads substituted with 50% oat flour were very different to the control. The results of this study suggest that in addition to the effect of substitution level, fractionation of oat flour may have application in the production of wheat bread formulations with different textural profiles. The findings also emphasise the importance of considering clustering techniques when evaluating complex samples for new product development applications.

The Effects Of Preharvest Silicon Treatment And Passive Map On Quality And Shelf Life Of White Button Mushrooms In Thermoformed Recycled Pet Packaging System, Tigist T. Shonte, Helen Grogan, Jesus Maria Frias Celayeta, Francesco S. Giordano, Andrew Reynolds, Orla O'Halloran, Lorraine Foley, Shivani Pathania

Articles

A crop pretreatment with silicon was combined with passive modified atmosphere packaging (PMAP) in a thermoformed recycled PET packaging format as a novel approach to minimize the quality degradation in mushrooms. This study was aimed to evaluate the effects of (a) two preharvest treatments, namely preharvest control (PHTC) and preharvest silicon treatment (PHTS) and (b) four packaging lid formats, namely PMAP1: a single hole of 1.1 mm size, PMAP2: two holes of 0.53 mm size, PMAP3: three holes of 0.53 mm size, and PMAPC: OMNI-PW micro perforated cling film as a control on the quality and shelf life of mushrooms …

Jesuit B-Schools: Powering Regional Socio-Economic Development And Problem Solving Through Analysis & Application Of Best Global Practices, María Del Pino Ramos, Anatoly Zhuplev, Jose Rincón, María José Vazquez

Librarian Publications & Presentations

Our exploratory research and development (R&D) project is a joint undertaking by two Jesuit institutions, Loyola Marymount University (LMU), U.S.A., and Universidad Loyola Andalucía (ULA), Spain. We aim to leverage collaborative potential of Jesuit B-schools to facilitate regional socio-economic development (RSED) and growth through the analysis and application of best global practices. Many universities have rich intellectual potential and information resources that are often underutilized. Our undertaking strives to engage these resources to foster positive impacts on RSED and problem-solving. The project aligns with Jesuit educational values and aims to redirect the creative power of the young generation from dependency …

Retrospective Analysis On The Impact Of Increased Set Volume On Back Squat And Bench Press One Repetition Maximums In Freshman Ncaa Di Fcs American Football Players, Colin T. Klatt

Dissertations and Theses @ UNI

Title: Retrospective Analysis on the Impact of Increased Set Volume on back squat and bench press one repetition maximums in Freshman NCAA DI FCS American Football Players

Introduction: American football is the most popular sport in the United States. Over the past few decades, American football has experienced a notable transformation, with a growing emphasis on the necessity for increased strength and power gains. The evolving physical demands in American football underscore the importance of players adapting to these changing conditionings to thrive in the sport. With American football being a sport linked to physical attributes such as size and …

Peripartum Cardiomyopathy; Understanding And Improving Outcomes-A Systematic Review, Shakirat Ganiyu, Taiwo Akeem Lawal, Sarah Petrie

School of Medicine Publications

Background: Peripartum cardiomyopathy (PPCM) presents a significant global health challenge, contributing substantially to maternal morbidity and mortality worldwide. Despite ongoing research efforts, the multifaceted nature of PPCM, encompassing genetic, environmental, and clinical factors, necessitates a comprehensive understanding to improve patient outcomes effectively.

Aims: This systematic review aims to synthesise current knowledge on PPCM aetiology, risk factors, diagnosis, therapeutic interventions, and prognostic indicators, highlighting recent advancements and potential avenues for future research and clinical management. By addressing key aspects such as genetic predispositions, environmental influences, diagnostic strategies, therapeutic modalities, and global disparities, this review seeks to provide insights that can inform …

A Clinical Review Of Adult Obesity And Weight Management In The United States, Megan Helf

Theses

The standard of care for obesity has been lifestyle modifications, dietary changes and the use of some anti-obesity medications, however, given the increased rate of growth of obesity in not only the United States but globally, new drug therapies are needed. This paper aims to summarize and compare the current safety and efficacy evidence of new United States Food and Drug Administration (FDA) approved weight loss drugs and to discuss the availability, cost-effectiveness, and use of these drugs in combating the obesity epidemic.

Web of Science and PubMed searches of obesity revealed primary sources and review articles on the topic …

Does Alzheimer’S Disease Begin In Your Gut? A Review Of The Gut-Brain Axis Effect On Cognitive Impairment And The Potential For Therapeutic Targeted Interventions., Jane Greenberg

Theses

Objective: To summarize current data regarding the bidirectional communication of the gut microbiota and the brain, specifically in relation to cognitive improvement, microbiota diversity, and dietary interventions. Additionally, the mechanisms underlying these relationships will be explored. Evidence Acquisition: Using the key terms “gut-brain axis" and "Alzheimer’s disease” PubMed and Web of Science were searched for papers published between 2014 and 2023. This yielded 297 results, of which 23 were relevant to this topic. Articles that failed to address cognitive impairment or only studied animal subjects were excluded. After scanning each paper, nine review articles and 14 new studies were selected …

The 2023 Society For Vascular Surgery, American Venous Forum, And American Vein And Lymphatic Society Clinical Practice Guidelines For The Management Of Varicose Veins Of The Lower Extremities. Part Ii: Endorsed By The Society Of Interventional Radiology And The Society For Vascular Medicine., Peter Gloviczki, Peter F Lawrence, Suman M Wasan, Mark H Meissner, Jose Almeida, Kellie R Brown, Ruth L Bush, Michael Di Iorio, John Fish, Eri Fukaya, Monika L Gloviczki, Anil Hingorani, Arjun Jayaraj, Raghu Kolluri, M Hassan Murad, Andrea T Obi, Kathleen J Ozsvath, Michael J Singh, Satish Vayuvegula, Harold J Welch

Heart and Vascular Articles

The Society for Vascular Surgery, the American Venous Forum, and the American Vein and Lymphatic Society recently published Part I of the 2022 clinical practice guidelines on varicose veins. Recommendations were based on the latest scientific evidence researched following an independent systematic review and meta-analysis of five critical issues affecting the management of patients with lower extremity varicose veins, using the patients, interventions, comparators, and outcome system to answer critical questions. Part I discussed the role of duplex ultrasound scanning in the evaluation of varicose veins and treatment of superficial truncal reflux. Part II focuses on evidence supporting the prevention …

Widespread Crab Burrows Enhance Greenhouse Gas Emissions From Coastal Blue Carbon Ecosystems, Kai Xiao, Yuchen Wu, Feng Pan, Yingrong Huang, Hebo Peng, Meiqing Lu, Yan Zhang, Hailong Li, Yan Zheng, Chunmiao Zheng, Yan Liu, Nengwan Chen, Leilei Xiao, Guangxuan Han, Yasong Li, Pei Xin, Ruili Li, Bochao Xu, Faming Wang, Joseph J. Tamborski, Alicia M. Wilson, Daniel M. Alongi, Isaac R. Santos

OES Faculty Publications

Fiddler crabs, as coastal ecosystem engineers, play a crucial role in enhancing biodiversity and accelerating the flow of material and energy. Here we show how widespread crab burrows modify the carbon sequestration capacity of different habitats across a large climatic gradient. The process of crab burrowing results in the reallocation of sediment organic carbon and humus. Crab burrows can increase more greenhouse gases emissions compared to the sediment matrix (CO2: by 17-30%; CH4: by 49-141%). Straightforward calculations indicate that these increased emissions could offset 35-134% of sediment carbon burial in these two ecosystems. This research highlights the complex interactions between …

A Process Evaluation Of A Program Designed To Expand Access To The Iowa Supplemental Nutrition Assistance Program-Education (Snap-Ed), Justine R. Hoover

Dissertations and Theses @ UNI

The Iowa State University (ISU) Extension and Outreach Supplemental Nutrition Assistance Program – Education (SNAP-Ed), implements food- and nutrition-related interventions through direct nutrition education and Policy, Systems, and Environment (PSE) changes. The target audience for these interventions is Iowans with low-income who are eligible or likely eligible for the Supplemental Nutrition Assistance Program. ISU SNAP-Ed direct nutrition education aims to equip Iowans with low-income with the knowledge and skills to make healthy food choices and save money on food expenses. ISU SNAP-Ed PSE aims to make the healthiest choice the easiest choice in the food pantry environment. Prior to Federal …

Maternal Health Considerations: Highlighting And Advancing Opportunities For Improved Maternal Health, Caitlin Fox-Harding

Research outputs 2022 to 2026

The special collection on Maternal Health Considerations offers a comprehensive exploration of critical issues surrounding maternal well-being across diverse contexts and disciplines. Recognising that maternal health extends beyond the physiological realm, this collection delves into the multifaceted dimensions of maternal well-being, including physical, mental, and socio-ecological factors. The collection comprises a series of interdisciplinary studies that investigate various facets of maternal health, from conception to postpartum stages. It addresses the complex interplay between biological, psychological, and socio-cultural determinants that influence maternal health outcomes. By adopting a holistic approach, the contributors shed light on the interconnectedness of maternal well-being. Key themes …

Education For Profit In The Era Of Xi: Biopower, Resistance And China’S Double Reduction Policy, Wei Zhang, Le Wang, Christine Cunningham, Zhen Liu

Research outputs 2022 to 2026

This study aims to advance the understanding of for-profit Chinese education during the tenure of Chairman Xi Jinping. Notably, Xi has recently targeted the privately operated, for-profit before-and-after school supplementary tutoring industry, commonly referred to as “Shadow Education”. In 2021, the introduction of the Double Reduction policy abruptly prohibited most SE businesses. Our research seeks to elucidate the impacts of this sudden policy shift on Chinese parents’ perceptions and decision-making regarding their children’s education and supplementary learning opportunities. Conducted in 2022 across mainland China, our study engaged 195 parents through an online survey followed by two focus group interviews. The …

Seven-Day Dietary Nitrate Supplementation Clinically Significantly Improves Basal Macrovascular Function In Postmenopausal Women: A Randomized, Placebo-Controlled, Double-Blind, Crossover Clinical Trial, Jocelyn M. Delgado Spicuzza, Jigar Gosalia, Liezhou Zhong, Catherine Bondonno, Kristina S. Petersen, Mary Jane De Souza, Elmira Alipour, Daniel B. Kim-Shapiro, Yasina B. Somani, David N. Proctor

Research outputs 2022 to 2026

Introduction: Cardiovascular disease (CVD) is the leading cause of death in women, with increased risk following menopause. Dietary intake of beetroot juice and other plant-based nitrate-rich foods is a promising non-pharmacological strategy for increasing systemic nitric oxide and improving endothelial function in elderly populations. The purpose of this randomized, placebo-controlled, double-blind, crossover clinical trial was to determine the effects of short-term dietary nitrate (NO3−) supplementation, in the form of beetroot juice, on resting macrovascular endothelial function and endothelial resistance to whole-arm ischemia–reperfusion (IR) injury in postmenopausal women at two distinct stages of menopause. Methods: Early-postmenopausal [1–6 years following their final …

The Relation Between Disordered Eating And Perceived Stress, Tori E. Byars

College of Graduate Studies: Theses & Dissertations

Disordered eating behavior encompasses a spectrum of maladaptive eating patterns, including emotional eating, binging, restricting, and other similar behaviors. Perceived stress is the extent that an individual perceives their demands exceed their ability to cope. Existing research has demonstrated a positive relation between high ratings of perceived stress and disordered eating behaviors (King et al., 2009; Skead et al., 2018). The current study aimed to expand this research by examining the relation between disordered eating and stress in students, workers, and those who partake in both commitments. Utilizing a single survey, participants completed assessments including the Perceived Stress Scale, the …

A Novel Magnetorheological Pump Concept For Insulin Delivery, Mohammad Towhidul Islam Rimon

College of Graduate Studies: Theses & Dissertations

Over the past 25 years, awareness of type 1 diabetes has significantly increased, leading to a comprehensive understanding of various aspects, including its genetics, epidemiology, and disease burden. According to the Type 1 Diabetic Index, about 8.7 million people around the world live with this long-term autoimmune disease characterized by insulin deficiency and resultant hyperglycemia. However, the increased availability and utilization of artificial pancreas systems could potentially save 673,000 lives by 2040. Although, the advancement of diabetes technology offers Type 1 diabetic patients more tools to enhance glycemic management and achieve effective outcomes, many patients are still hesitant to adopt …

Gathered Vessels, Marguerite E. Mccoy

College of Graduate Studies: Theses & Dissertations

My journey with ceramics is a path paved with the memories of my mother's kitchen, travels across Europe, and a deep love for creating spaces where people can come together. From the warmth of a mug that fits just right in your hands, to the gentle sounds of water playing in a fountain I've crafted, my work is about making those little moments of connection feel extra special. I create ceramics that are meant to be picked up, used, and loved - pieces that carry a bit of my story to join in with yours. Whether it's joining in your …

Training Underrepresented Minority Students For Careers In Public Health Leadership – Public Health Leaders Fellowship Program, Jigsa Tola

College of Graduate Studies: Theses & Dissertations

Background: Shortage and lack of diversity in the United States public health workforce is well documented and remains a challenge to meaningfully improving the health of the population. Although the diversity of the public health workforce has implications for access, care quality, and career opportunities in low-income communities, there is no strong mechanism by which minorities are trained to replenish the workforce. Morehouse College’s Public Health Leaders Fellowship Program (MC-PHLFP) is a cooperative program with the Centers for Disease Control and Prevention (CDC) to train undergraduate students for careers in public health leadership.

Purpose: The purpose of this research is …

Meeting The Moment: Seeking A Symbiosis Of Economic Theory And Practice In Times Of Crisis, Sallie Taylor Manning

College of Graduate Studies: Theses & Dissertations

By their nature, crises upset the status quo and shake apart the ways of being and doing for individuals, families, communities, nations, institutions, and governments. This research seeks to identify the ways in which times of crisis led to changes in high school economics curriculum. The Georgia Performance Standards for high school economics curriculum were examined over a 23-year period to determine the extent to which three national and international crises led to changes in economics curriculum. A historiography was created for each of three crises, September 11, 2001 (9/11), Hurricane Katrina, and the Great Recession of 2008. The Georgia …

Understanding The Role Of Recalcitrant Organic Phosphorus Mineralization On Harmful Algal Blooms At The Sediment-Water Interface Of Freshwater System, Tasnuva Farnaz

College of Graduate Studies: Theses & Dissertations

Over the past few decades, an enormous number of resources have been allocated to reduce the amount of phosphorus (P) entering the environment from both point and non-point sources. Nevertheless, the decrease in external P loading has not always resulted in a simultaneous decrease in the occurrence of harmful algal blooms (HABs) in waters contaminated with phosphorus. A two-part study is currently being conducted to investigate and measure the role of legacy recalcitrant P forms in the overall pool of soluble reactive phosphorus (SRP). However, the objective of this particular study is to evaluate the potential of Organic Phosphorus (PO) …

An Evaluation Of Social Media Use And Its Association With Nutrition Behaviors Among Female Parents, Meredith St. Cyr

College of Graduate Studies: Theses & Dissertations

Recent studies have indicated that an unhealthy diet plays a role in the development of overweight and obesity, which are among the most severe public health challenges of the 21st century. One population that has become an emerging focus is female parents aged 21 – 35. Research has demonstrated that the transition to parenthood and the years following are often a turning point regarding developing obesity and that early effects on weight gain are likely to be cumulative and persistent. A unique characteristic of this population is their high utilization of social media. This study utilized a mixed methods study …

Sleep Quantity And Quality: Impact On Nursing Students' Gpa At Georgia Southern University, Jennifer K. Arlow

Honors College Theses

Introduction: Nursing school is a physically and mentally challenging commitment that can result in students sacrificing sleep and compromised sleep quality.

Methodology: A cross-sectional mixed methodology research study of Georgia Southern University’s nursing students was conducted to gauge students' self-perceived sleep habits and current and past academic performance quantified by GPA. Five respondents (whose results were excluded from the data analysis) confirmed the questions were clear and relevant.

Results and Discussion: Thirty-two (n=32) questionnaires were received, of which four were excluded from the final analysis as some questions were not answered. More than 50% of respondents said their GPA decreased …

Host Organizations' Perceptions To Providing Safe And Inclusive Work-Integrated Learning Programs For Students With Disability, Tanya Lawlis, Tamieka Mawer, Thomas Bevitt, Tom Arthur, Lesley Andrew, Ruth Wallace, Ros Sambell, Amanda Devine

Research outputs 2022 to 2026

Inclusive work-integrated learning (WIL) requires collaboration between universities, host organizations and students, particularly, when designing and delivering WIL for students with disabilities. Host organizations, however, are not often included in the collaborations. This study explored host organization knowledge, capacity and challenges to providing WIL experiences for students with disability. A case study multi-method approach comprising an online survey and focus groups was undertaken. Host organizations, represented by supervisors, providing WIL to students enrolled in health courses at two Australian higher education institutions participated. The perceived need for student disclosure, office building limitations, and host organization limited knowledge of WIL expectations, …

Balancing Energy Transition: Assessing Decent Living Standards And Future Energy Demand In The Global South, Souran Chatterjee

School of Geography, Earth and Environmental Sciences

Achieving low energy demand in buildings is crucial in climate change mitigation. In the Global South, however, reducing the energy demand blanketly is not advisable due to critical gaps in access to the basic services supporting Decent Living Standards (DLS). Current energy demand scenarios mostly overlook achievement of DLS. Furthermore, model limitations in representing distributional aspects hinder modelling future energy demands to meet DLS. Supported by new evidence from a set of detailed sectoral and integrated assessment models, this research contributes to bridging this gap by exploring future trends in DLS achievement and linkages with energy demand in the Global …