Digital Commons Network^™

Evaluation The Level Of Interleukin-6 And Interleukin-10 In Patients With Acute Myeloid Leukemia, Hiba Aldeen, Muna Abdulbasit Kashmoola

Iraqi Postgraduate Medical Journal

BACKGROUND: Acute Myeloid Leukemia (AML) is a hematopoietic stem cell disease. IL-6 and IL-10 play critical roles in AML pathogenesis; IL-6 regulates hematopoiesis and leukemic blast formation, and IL-10 inhibits pro-inflammatory responses in leukemic cells.OBJECTIVE: To evaluate IL-6 and IL-10 levels in AML patients and assess their correlation with clinical and laboratory parameters.METHOD: A case-control study, conducted in Nineveh Province from January to October 2024, included 30 newly diagnosed AML patients and 30 healthy controls. Hematological and biochemical tests, including Complete Blood Count, bone marrow aspirate, flow cytometry, and serum IL-6 and IL-10 levels (measured by ELISA), performed at diagnosis …

Collective Liberation Through Critical Pedagogy, Robert A. Marx, Anne E. Dufault, Miriam R. Arbeit

Faculty Research, Scholarly, and Creative Activity

The collective liberation of queer and trans people—which is inherently tied to the liberation of those oppressed by white supremacy and racism, ableism, classism, ageism, and other asymmetrical power distributions—is possible when we develop critical consciousness through critical pedagogy. As young people develop an awareness of the contradictions and falsehoods they are taught (e.g., the myth of meritocracy), they begin to work to change their environments and offer resistance to the structures that inequitably shape their world. The vast majority of research on queer and trans adolescents, though, has been shaped by dominant, deficit-based views of queerness that presuppose that …

Health Care Professionals’ Perspectives On Technology Use In Urinary Care: Cross-Sectional Survey-Based Study, Nicole Zhang, Ni Zhang, Yun Wang, Rachel Wong, Kaylin Ma

Faculty Research, Scholarly, and Creative Activity

Background: Urinary issues pose a significant burden on health care systems, necessitating innovative solutions to enhance patient care and alleviate the provider burden. Objective: The objective of this study was to explore health care professionals’ perceptions of urinary issues and assess their acceptance and readiness to adopt wearable and remote technologies for managing these conditions. The study aimed to identify the attributes and barriers influencing technology integration in clinical practice, using established theoretical frameworks, such as the Health Belief Model (HBM) and the Technology Acceptance Model (TAM). Methods: A cross-sectional survey-based study was conducted. A structured survey questionnaire was administered …

“Being Away From Everything”: Exploring The Importance Of Access To Nature For Individuals Living With Chronic Low Back Pain, Alexander Smith, Kayleigh Wyles, Patricia Schofield, Sam Hughes

School of Psychology

Chronic low back pain is a persistent and debilitating condition, and therapeutic outcomes in the long term are generally poor. There is growing evidence to support the ineffectiveness of ‘one-size-fits-all’ pharmacological approaches to pain management. To that end, alternative non-pharmacological therapies such as green social prescribing and time spent in nature are gaining popularity. But it is imperative to understand to what extent these potential interventions are viable by gaining a deeper insight into the lived experiences of the chronic low back pain community. The present qualitative cross-sectional study employed ten semi-structured interviews (9 women, M age = 50.1, M …

An Innovative Approach To Assessing The Psychosocial Impacts On Liver Transplant Recipients: The Prediction-By-Correspondence Analysis, Se-Kang Kim, Rachel A Annunziato

Faculty, Staff and Students Publications

Background: Innovative analytic techniques are applied to the psychological functioning of liver transplant (LT) recipients to comprehend its effect on post-transplant survival, hypothesizing that adherence will be predicted by psychosocial functioning.

Methods: The psychosocial functioning of 248 LT recipients (88 females) aged 19 to 74 is assessed using the Stanford Integrated Psychosocial Assessment for Transplantation (SIPAT). In addition, the Medication Level Variability Index (MLVI) and biopsy-proven rejection are utilized to evaluate successful adherence. The Z-scores of the SIPAT scores are used to transform them into an ordinal variable with excellent, good, minimally acceptable, and poor categories. We employ a modified …

A Comparative Study On The Therapeutic Efficacy Of Manual Versus Automated Prepared Platelet Poor Plasma Gel For Atrophic Acne Scar Treatment: A Prospective Randomized Interventional Study, Yassmin Gamal Salem Dorgham, Fatma Faisal El Dakrory, Marwa Zohdy Ali Moubarak

Mansoura Medical Journal

Introduction Atrophic acne scars are challenging to treat, prompting interest in regenerative therapies like platelet-poor plasma (PPP) gel. The purpose of this study is to compare the therapeutic efficacy and safety of manually versus automatically prepared PPP gel for treating atrophic acne scars. Material and Methods In a prospective, randomized, single-blind study, 40 patients with atrophic acne scars were divided into two equal groups. Group 1 received manually prepared PPP gel, and Group 2 received automated PPP gel, both following subcision. Treatment outcomes were evaluated using dermoscopic imaging, Goodman and Baron qualitative grading system, and patient satisfaction scores over a …

Interleukin-15-Armoured Gpc3 Car T Cells For Patients With Solid Cancers, David Steffin, Nisha Ghatwai, Antonino Montalbano, Purva Rathi, Amy N Courtney, Azlann B Arnett, Julien Fleurence, Ramy Sweidan, Tao Wang, Huimin Zhang, Prakash Masand, John M Maris, Daniel Martinez, Jennifer Pogoriler, Navin Varadarajan, Sachin G Thakkar, Deborah Lyon, Natalia Lapteva, Mei Zhuyong, Kalyani Patel, Dolores Lopez-Terrada, Carlos A Ramos, Premal Lulla, Tannaz Armaghany, Bambi J Grilley, Stephen Gottschalk, Gianpietro Dotti, Leonid S Metelitsa, Helen E Heslop, Malcolm K Brenner, Pavel Sumazin, Andras Heczey

Faculty, Staff and Students Publications

Interleukin-15 (IL15) promotes the survival of T lymphocytes and enhances the antitumor properties of CAR T cells in preclinical models of solid neoplasms in which CAR T cells have limited efficacy1-4. Glypican-3 (GPC3) is expressed in a group of solid cancers5-10, and here we report the first evaluation in humans of the effects of IL15 co-expression on GPC3-CAR T cells. Cohort 1 patients (NCT02905188/NCT02932956) received GPC3-CAR T cells, which were safe but produced no objective antitumor responses and reached peak expansion at two weeks. Cohort 2 patients ( …

Mapping The Functional Network Of Human Cancer Through Machine Learning And Pan-Cancer Proteogenomics, Zhiao Shi, Jonathan T Lei, John M Elizarraras, Bing Zhang

Faculty, Staff and Students Publications

Large-scale omics profiling has uncovered a vast array of somatic mutations and cancer-associated proteins, posing substantial challenges for their functional interpretation. Here we present a network-based approach centered on FunMap, a pan-cancer functional network constructed using supervised machine learning on extensive proteomics and RNA sequencing data from 1,194 individuals spanning 11 cancer types. Comprising 10,525 protein-coding genes, FunMap connects functionally associated genes with unprecedented precision, surpassing traditional protein-protein interaction maps. Network analysis identifies functional protein modules, reveals a hierarchical structure linked to cancer hallmarks and clinical phenotypes, provides deeper insights into established cancer drivers and predicts functions for understudied cancer-associated …

Diagnostic Delay In Type I Autoimmune Pancreatitis: Clinical, Imaging, Endoscopic And Histologic Predictors Of Timely Diagnosis, Andres Urias Rivera, Travis Josephs, Shilpa Jain, Wasseem Skef, Tara Keihanian, Salmaan Jawaid, Wasif Abidi, Kalpesh Patel, Mohamed O Othman, Fares Ayoub

Faculty, Staff and Students Publications

Background: The diagnosis of autoimmune pancreatitis (AIP) can be challenging due to nonspecific symptoms, low sensitivity of serologic markers, and some overlap in presentation with pancreatic ductal adenocarcinoma (PDAC). We aimed to quantify delays in the diagnosis of AIP and identify factors associated with diagnostic delay.

Methods: This was a single-center retrospective study between 2013 and 2023 of adult patients diagnosed with type 1 AIP based on HISORt criteria. Patients were compared to a randomly selected group of controls with PDAC. Data on clinical presentation, lab results, imaging, procedures, and initial treatment regimen were collected. Timing to diagnosis and predictive …

Editorial: Exploring Klf4’S Role In Immune Cell Function And Disease Progression, H Daniel Lacorazza, Walden Ai

Faculty, Staff and Students Publications

No abstract provided.

Symp25s: A Multi-View Feature Construction And Multi-Encoder-Decoder Transformer Architecture For Time Series Classification, Zihan Li, Wei Ding, Inal Mashukov, Ping Chen, Scott Crouter

Paul English Applied Artificial Intelligence (AI) Institute Publications

Time series data plays a significant role in many research fields since it can record and disclose the dynamic trends of a phenomenon with a sequence of ordered data points. Time series data is dynamic, of variable length, and often contains complex patterns, which makes its analysis challenging especially when the amount of data is limited. In this paper, we propose a multi-view feature construction approach that can generate multiple feature sets of different resolutions from a single dataset and produce a fixed-length representation of variable-length time series data. Furthermore, we propose a multi- encoder-decoder Transformer (MEDT) architecture to effectively …

Pain For Pain: The Benefits And Challenges Of Bdsm Participation For People With Chronic Pain–An Exploratory Study, Reni Forer, Bryce Westlake

Faculty Research, Scholarly, and Creative Activity

Research is beginning to find that many BDSM (bondage/discipline, domination/submission, sadism/masochism) practitioners experience benefits beyond sexual pleasure. Additionally, given the relationship between pain and pleasure common in BDSM, there may be certain unanticipated benefits for practitioners reporting chronic pain (PRCP). We conducted an online survey of an international convenience sample of BDSM practitioners (N = 525). Participants were asked about self-perceived benefits and challenges related to participating in BDSM with CP. Using chi-square, independent sample t-test, logistic regression, and linear-by-linear association, responses were combined with demographics, participation timelines, co-participants, motivations, and frequency of activities to identify differences between PRCP and …

Unmasking Public Sentiment: A Sample Efficient Approach To Analyzing Twitter Opinion On U.S. Aid To Ukraine, Satanu Ghosh, Nikhil Dewitt, Souvick Ghosh, Denise Mccoy

Faculty Research, Scholarly, and Creative Activity

The U.S. aid to Ukraine is a bipartisan topic of extreme socio-political importance. While several organizations have conducted surveys to understand the public stance on this topic, there is no research to date that analyses public opinion on social media, possibly due to the lack of annotated data. Therefore, this research compares several sample-efficient methods (including in-context learning) to analyze tweet sentiments with minimal training data. First, we collect 11,289 tweets about the U.S. aid to Ukraine and mapped them to U.S. states. Next, we explore three different approaches to sentiment analysis: tool-based, embedding-based, and prompt-based. Our results indicate that …

Evaluation Of A Community-Based Socialization Program For Independently Living Older Adults, Patricia A. Shane, Anne T. Ferguson, Erin L. Woodhead

Faculty Research, Scholarly, and Creative Activity

Social isolation among older adults is a major public health concern because of the adverse impact it has on health and well-being. Reducing social isolation can improve health and decrease the use of costly healthcare services. However, there is little consensus on the critical ingredients of programming to reduce social isolation. Bay Area Older Adults® (BAO) is a nonprofit organization whose community-based Healthy Living Program (HLP) focuses on building and nourishing older adults’ social networks through transitions such as retirement, divorce and loss of loved ones. The current study was a program evaluation of the HLP using a survey to …

Gender-Sexuality Alliance Advisors’ Covid-19 Strategies Inform Future Responses To Sociopolitical Crises, Robert A. Marx, Michael O’Brien, Megan K. Yang, Diana Smith, V. Paul Poteat

Faculty Research, Scholarly, and Creative Activity

In the spring of 2020, the COVID-19 pandemic necessitated a sudden shift to remote learning in schools across the United States, profoundly impacting marginalized communities, including LGBTQ+ students. This qualitative study explores the experiences of Gender and Sexuality Alliance (GSA) advisors during this period. Drawing on interviews with 10 GSA advisors, the research highlights the structural and logistical challenges faced, such as limited access to technology and virtual-meeting fatigue, as well as the innovative solutions and adaptations made to continue supporting LGBTQ+ youth. The study reveals how GSAs leveraged existing resources, maintained group cohesion, and adjusted meeting structures to navigate …

Impact Of Sensory Organization Tasks On Prefrontal Cortex Activity In Older Women: A Comparative Fnirs Study Of Osteoarthritis And Healthy Aging, Alka Bishnoi, Yang Hu, Manuel E. Hernandez

Faculty Research, Scholarly, and Creative Activity

Introduction: Osteoarthritis (OA), a prevalent musculoskeletal condition, is associated with an increased risk of falls. Maintaining posture relies on visual, vestibular, and proprioceptive inputs, but these systems can be compromised due to aging or disease, heightening fall risk. Such impairments may result from neuromuscular decline and reduced cognitive or visuospatial processing abilities. This study aimed to investigate prefrontal cortical (PFC) activation patterns during clinical sensory organization tasks (SOT) using functional near-infrared spectroscopy (fNIRS) in older women with OA and healthy controls (HOA). We hypothesized that PFC activation would increase as SOT conditions became more challenging, but that increases would be …

Lgbtq+ Advocacy And Inclusive School Policies Are Associated With Self-Worth Among Youth In Gender-Sexuality Alliances Over The School Year, V. Paul Poteat, Abigail Richburg, Jack Day, Emily K. Finch, Jerel P. Calzo, Robert A. Marx, Arthur Lipkin, Hirokazu Yoshikawa

Faculty Research, Scholarly, and Creative Activity

Inclusive school policies and youth advocacy could promote well-being and positive development among youth of diverse sexual orientations and gender identities. Utilizing three waves of data over a 6-month period, we tested a three-level multilevel model on the extent to which youth’s advocacy in gender-sexuality alliances (GSAs; school clubs affirming youth identifying as lesbian, gay, bisexual, transgender, questioning or with other expansive sexual orientations or gender identities [LGBTQ+]) and attending schools that more thoroughly implemented LGBTQ+ inclusive policies and practices were associated with youth’s self-worth. Participants were 627 youth (87% LGBQ+ youth, 45% transgender or nonbinary youth, 48% youth of …

Learning About The Transit Passenger Experience From Microblogging Posts, Egbe Etu Etu, Asha Weinstein Agrawal, Jordan Larot, Chaitanya Tatipigari, Imokhai Theophilus Tenebe

Faculty Research, Scholarly, and Creative Activity

Transit agencies often track delays and malfunctions but may overlook riders’ real-time social experiences. To fill this gap, we analyzed 559 tweets from 2020 to 2023 that captured personal accounts of public transport use. Using thematic analysis, we found that 74% of posts criticized other passengers’ behavior, far outweighing comments on transit ride quality, such as complaints about delays (25%). Notably, 86% of tweets expressed negative sentiment, though some highlighted exceptional service. These findings demonstrate that interpersonal dynamics are a key contributor to riders’ experiences and illustrate the nature of the interactions that riders like and dislike.

Association Between Risk Factors And Major Cancers: Explainable Machine Learning Approach, Xiayuan Huang, Shushun Ren, Xinyue Mao, Sirui Chen, Elle Chen, Yuqi He, Yun Jiang

Faculty Research, Scholarly, and Creative Activity

Background: Cancer is a life-threatening disease and a leading cause of death worldwide, with an estimated 611,000 deaths and over 2 million new cases in the United States in 2024. The rising incidence of major cancers, including among younger individuals, highlights the need for early screening and monitoring of risk factors to manage and decrease cancer risk. Objective: This study aimed to leverage explainable machine learning models to identify and analyze the key risk factors associated with breast, colorectal, lung, and prostate cancers. By uncovering significant associations between risk factors and these major cancer types, we sought to enhance the …

Exploration Of The Effects Of Tai Chi Practice On Lower Limb Corticomuscular Coherence During Balance-Demanding Virtual Reality Conditions In Older Adults, Yang Hu, Elizabeth T. Hsiao-Wecksler, Manuel E. Hernandez

Faculty Research, Scholarly, and Creative Activity

Tai Chi practice has been widely adopted to improve balance and prevent falls in older adults. However, the neural mechanisms underlying the benefits of Tai Chi are difficult to evaluate during traditional balance assessments. The goal of this study was to evaluate the effects of Tai Chi and healthy aging on corticomuscular coherence (CMC) while standing in virtual balance-demanding environments. We recorded neural, muscular, and behavioral data in an immersive virtual reality environment while implementing sensory and mechanical perturbations to introduce high postural threats. Through the acquisition of electroencephalography and electromyography signals, we examined β and γ CMC changes in …

“This Is Everyone's Issue”: Policy Entrepreneurs, Issue Framing, And Coalition Building In The Passage Of Automatic Criminal Record Expungement, Elsa Y. Chen, Sarah E. Lageson, Ericka B. Adams

Faculty Research, Scholarly, and Creative Activity

Research Summary: Since 2018, at least 12 U.S. states have introduced policies to expunge certain eligible arrest and criminal conviction records through automated or algorithmic means. Drawing on interviews with governmental representatives and community stakeholders, this paper identifies strategies used to pass this legislation in Pennsylvania and Utah, the first two states to enact automated expungement policies. We frame our findings around three established theoretical frameworks of public policy making—policy entrepreneurship, issue framing, and coalition building—illustrating their combined strategic importance with data gathered from those involved on the ground in the passage and adoption of automated expungement legislation. The findings …

Can Whistleblowing Improve Organizational Effectiveness? Evidence From Financial Reporting Misconduct, Hong Kim Duong, Sadok El Ghoul, Omrane Guedhami, Emmanuel Sequeira, Zuobao Wei

Faculty Research, Scholarly, and Creative Activity

Background: While whistleblowing (WB) has attracted growing research interest in recent years, several critical WB-related issues remain underexplored. Purpose: This study examines the impact of external WB allegations on a firm’s organizational capital (OC). Such allegations often indicate management’s failure to address employee concerns internally, spotlighting potential deficiencies in internal reporting systems, employee communication, training, and trust in organizational fairness. To mitigate reputational damage, restore employee trust, and prevent future incidents, we posit that WB firms respond by increasing OC investment. Research Design: We employ a difference-in-differences approach, comparing OC changes in WB-targeted firms with those in a propensity score-matched …

A Short Pragmatic Tool For Evaluating Community Engagement: Partnering For Health Improvement And Research Equity, John G. Oetzel, Blake Boursaw, Lenora Littledeer, Sarah Kastelic, Page Castro-Reyes, Juan M. Peña, Patricia Rodriguez Espinosa, Shannon Sanchez-Youngman, Lorenda Belone, Nina Wallerstein

Faculty Research, Scholarly, and Creative Activity

Background: As community-engaged research (CEnR), community-based participatory research (CBPR) and patient-engaged research (PEnR) have become increasingly recognized as valued research approaches in the last several decades, there is need for pragmatic and validated tools to assess effective partnering practices that contribute to health and health equity outcomes. This article reports on the co-creation of an actionable pragmatic survey, shortened from validated metrics of partnership practices and outcomes. Methods: We pursued a triple aim of preserving content validity, psychometric properties, and importance to stakeholders of items, scales, and constructs from a previously validated measure of CBRP/CEnR processes and outcomes. There were …

From Disciplinary Enthusiasm To Soulless Tasks: Norms Behind Computing Educators' Emotion Display, Virginia Grande, Päivi Kinnunen, Matthew Barr, Anne Kathrin Peters, Mihaela Sabin, Matilde Sánchez-Peña, Ethel Tshukudu

Faculty Research, Scholarly, and Creative Activity

Computing educators' emotion display is regulated by various norms and conventions. These (unwritten) rules affect which emotions educators feel comfortable expressing to different extents when students can perceive such displays. We draw on emotions and norms literature to investigate higher education computing educators' perceptions of what kinds of norms they have as criteria when considering which emotions they are (not) comfortable showing when teaching. Based on the qualitative content analysis of 22 interviews with computing educators from seven countries, we present various–sometimes connected or conflicting–norms that influence emotion display. These norms comprise moral, national, societal, professional, and affiliation norms that …

Potential Impact Of Increased Global Warming On The Hydroclimatology Of Central Africa During The Twenty-First Century, Abdon K. Dessacka, Thierry C. Fotso-Nguemo, Moustapha Tall, Zéphirin D. Yepdo, Steven Chouto, Bienvenue D. Dikwa, Crépin K. Komelo, Rodric M. Nonki, Ismaila Diallo, Arona Diedhiou, David Monkam, Hamid Sana

Faculty Research, Scholarly, and Creative Activity

Africa is highly susceptible to the adverse effects of climate change, particularly changes in hydroclimatic conditions. Assessing the impacts that could be reduced by limiting global warming is therefore crucial to strengthening adaptation to climate change, especially in Central Africa, known for its rich biodiversity along with the diversity of its ecosystems. In that perspective, the purpose of the present study is to assess the projected impact of increased global warming on the hydroclimatology of Central Africa, based on an ensemble-mean of high-resolution regional climate model (RCM) simulations from the Coordinated Output for Regional Evaluations integrated into the Coordinated Regional …

Grand Challenges For Human Factors And Ergonomics, Waldemar Karwowski, Gavriel Salvendy, Mica Endsley, William Rouse, Paul Salmon, Kay Stanney, Andrew Thatcher, Tony Andre, Jessie Yang, Hasan Ayaz, Ahmet Cakir, Vince Duffy, Colin Drury, Qin Gao, Yinni Guo, Peter Hancock, William S. Marras, Patrick Rau

Faculty Research, Scholarly, and Creative Activity

Contemporary society faces a growing set of complex global issues representing significant human health, well-being, and sustainability threats. Human Factors and Ergonomics (HFE) has a critical role to play in responding to these issues; however, there remain a set of grand challenges that require resolution. This paper presents and discusses six grand challenges for HFE and related key research thrust areas for each of the challenges. The grand challenges are (1) Evolution in Societal Thinking; (2) Future of Human Work in Industry 5.0; (3) Climate Change and Sustainability; (4) Future of Education and Training; (5) Future of Personalized Health, and …

Senior Registered Nurses' Organisational Communication Satisfaction, Job Satisfaction, Burnout, And Intention To Stay: A Cross-Sectional Study Of Two Healthcare Groups, Gemma Doleman, Kaoru Nosaka, Annemarie De Leo

Research outputs 2022 to 2026

Aim: To explore organisational communication satisfaction and its impact on senior registered nurses' job satisfaction, burnout, and intention to stay. Design: A cross-sectional design using surveys. The study was conducted with senior registered nurses across two healthcare groups in Western Australia. Results: One hundred seventy-four usable surveys were returned. The results of this study indicated that those with higher communication satisfaction levels were more likely to have higher levels of job satisfaction. Senior registered nurses who intended to leave their jobs had a higher risk of emotional exhaustion and depersonalisation, which may result in higher rates of burnout compared to …

Through The Looking Glass; Midwifery Students' Experience Of Ethical Issues: A Feminist Explanatory Case Study, D. Bygraves, K. Wissemann, K. Buchanan

Research outputs 2022 to 2026

Background: The ethical component in midwifery education is governed by international professional values, codes, and ethical principles. The aim of midwifery education is to encourage students to develop a lifelong commitment to ethical practice within their midwifery role and scope. However, little evidence is available on the experiences of midwifery students and how they navigate ethical issues in maternity systems. Aim: To present a case study from a midwifery students' perspective that demonstrates observed ethical issues and to provide analysis of the ethical issues identified. Design: A Single explanatory case study design with a feminist lens applied. Explanatory case studies …

Young Children Moving Through Ecological Anxiety And Grief: Dancing With Demolition, Jane Merewether, Jo Pollitt, Mindy Blaise

Research outputs 2022 to 2026

As the extent of planetary unraveling becomes increasingly apparent, scholars are beginning to document responses to the loss of ecological systems, mass extinctions, and climate change. However, there are few studies documenting children’s eco-anxiety responses. In this study, children’s eco-anxiety and grief became apparent when they expressed dismay at the imminent demolition of a derelict building. Children were concerned for the fate of the building, the land on which it stood, and the myriad others it sheltered. Using participatory and creative methodologies including dance, this project worked with children to tell a more-than-human story of becoming-with children-building-weeds-graffiti-dust-researchers-unhoused-bacteria-rats-and unloved others, which …

Framing Theory Insights: The Co-Existence Of Frame Coupling And Frame Mirroring In Social Media And Online News About A Disaster-Affected Destination, Violetta Wilk, Ashlee Morgan, Greg Willson, Ruth Sibson

Research outputs 2022 to 2026

Through the lens of framing theory, this paper explores social media and news media online narratives about a destination affected by a natural disaster. It presents original insights into the co-existence of frame coupling and frame mirroring in online content. Online news media, and local and overseas social media user-generated content (UGC) was examined. The aim of such triangulation of data, was to understand how different online sources framed the destination in the context of the disaster. 24,985 Twitter (now X) posts were sourced using Salesforce Social Studio and 1,248 online news media articles from Factiva. Leximancer-driven thematic analysis via …