Medicine and Health Sciences Commons^™

Predictors Of Quality Of Family Planning Counselling In Ethiopia: Multilevel Analysis Of The Spa Survey 2021/22, Kalayu Brhane Mruts, Tesfay Brhane Gebremariam, Amanuel Tesfay Gebremedhin

Research outputs 2022 to 2026

Background: High-quality family planning (FP) counselling is essential for informed contraceptive choice, reducing discontinuation, and improving reproductive health. However, many women in sub-Saharan Africa continue to face barriers. This study examined client-, provider-, and facility-level determinants of FP counselling quality in Ethiopia using nationally representative, multi-source data. Methods: We analysed data from the 2021/22 Ethiopia Service Provision Assessment, including 2,224 women who received or were prescribed injectables, pills, or implants. Counselling quality was assessed using a 15-item checklist derived from direct observations and client exit interviews. Multilevel ordinal logistic regression was applied to identify predictors at the client-, provider-, and …

Under-Five Mortality Estimation Methods: A Methodological Systematic Review, Bereket Kefale, Jonine Jancey, Amanuel T. Gebremedhin, Daniel Gashaneh Belay, Gavin Pereira, Gizachew A. Tessema

Research outputs 2022 to 2026

Purpose This methodological systematic review aimed to identify and synthesise the existing under-five mortality (U5M) estimation methods globally. Methods We searched seven databases including Medline, Embase, Scopus, Web of Science, CINAHL, Global Health, and ProQuest Central, as well as grey literature sources from inception to September 25, 2025. The review protocol was prospectively registered in the International Prospective Register of Systematic Reviews (PROSPERO) (CRD42023465476). Results Fifty-six studies were included in this review. The most frequently employed child mortality estimation method was the indirect method (n = 16), followed by the Global Burden of Disease (GBD) study method (n = 12) …

Sugar Consumption In Aboriginal Children Explored From A Social Practice Perspective, Amy Budrikis, Angela Durey, Dan Mcaullay, Paul Ward, Hanny Calache, Thierry Ng, Roma Winmar, Linda Slack-Smith

Research outputs 2022 to 2026

Australian Aboriginal children have higher sugar intake and are disproportionately affected by sugar-related diseases such as obesity, diabetes and dental caries than non-Aboriginal children. The intention of this paper was to highlight the need for approaches that can capture the complexity of health practices without reducing them to either individual choice or structural determination. We explore sugar consumption in Aboriginal children from a social practice perspective. Here, the unit of analysis is the practice, not the individual, where the elements of a social practice (competence, materials and meanings) are integrated into its performance. We conducted qualitative research using elements of …

Combined Effects Of Cumulative Triglyceride-Glucose And Blood Pressure On Stroke In Middle-Aged And Older Chinese Adults: A Longitudinal Analysis, Xinyue Wang, Wen Zheng, Xiangqian Jin, Hongzhi Liu, Jiheng Hao, Liyong Zhang, Yuanyuan Gu, Haifeng Hou, Wei Wang

Research outputs 2022 to 2026

Background: The triglyceride-glucose (TyG) index has increasingly been recognised an indicator for stroke risk. We aimed to explore the relationship between TyG and blood pressure (BP) and the combined effects of cumulative TyG (CumTyG) and cumulative BP (CumBP) on stroke risk in a cohort of Chinese middle-aged and older adults. Methods: We enrolled 5138 participants from the 2011–2018 waves of the China Health and Retirement Longitudinal Study. Cumulative TyG and BP exposures were recorded between 2011 and 2015, and stroke incidence was then followed up until 2018. We conducted a cross-lagged panel analysis to address the temporal and directional relationships …

Global, Regional, And National Burden Of Epilepsy, 1990–2021: A Global Burden Of Disease Study, Jinqing Zhao, Qiannan Chen, Jiahan Dong, Meng Gao, Siqi Ge, Anxin Wang

Research outputs 2022 to 2026

Background: Epilepsy is a common neurological disorder characterised by spontaneous seizures without an identifiable cause, leading to high morbidity and a significant public health burden. Understanding trends in its incidence, prevalence, mortality, and disability-adjusted life years (DALYs) is essential for developing effective prevention and treatment strategies. We aim to describe global trends in epilepsy over the past 32 years and explore the impact of sociodemographic index (SDI) levels on disease burden using the Global Burden of Disease 2021 data. Methods: We analysed the global burden of epilepsy (1990–2019) using age-standardised rates (ASRs) and their 95% uncertainty intervals (UI). We assessed …

Reflecting On Themes From Telehealth Consultations Early In The Pandemic: An Opportunity To Learn From Multiprofessional Colleagues, Maggie Meeks, Laura R. Joyce, John Dean, Lorna Davies, Tika Ormond, Philippa Seaton, Dale Sheehan, Dean Sutherland, Melanie Welfare, Arindam Basu

Research outputs 2022 to 2026

Aims: This study is aimed at documenting the reflections of New Zealand healthcare professionals on the use of synchronous telehealth consultations. Methods: A qualitative narrative inquiry was conducted to explore the practice of telehealth in New Zealand. Purposive sampling was used to identify clinicians from multiple professions who used telehealth during the initial phase of the COVID-19 pandemic. Fifteen semistructured interviews were conducted between October 2020 and May 2021 with clinicians from primary and secondary care, including multiple professional backgrounds. Interview transcripts were analysed thematically. Results: Six themes were identified: (1) equitable access: There were concerns regarding equitable access to …

Longitudinal Prediction Of Bmi Using Explainable Ai: Integrating Polygenic Scores, Maternal, Early-Life And Familial Factors, Fuling Chen, Phillip E. Melton, Kevin Vinsen, Trevor Mori, Lawrence Beilin, Rae Chi Huang

Research outputs 2022 to 2026

Background/objectives: This study aimed to predict body mass index (BMI) trajectories from childhood to early adulthood using explainable artificial intelligence, integrating adult BMI polygenic scores (PGS), maternal, early-life, and familial factors to identify key predictors of obesity risk and inform prevention strategies. Subjects/methods: We analyzed longitudinal data from the Raine Study Gen2 cohort, recruiting 2868 participants. This observational study, without randomization or case-control design, collected BMI measurements at ages 8, 10, 14, 17, 20, 23, and 27 years. We applied Kolmogorov–Arnold Networks (KAN) alongside conventional machine learning models, integrating epidemiological variables (maternal and paternal anthropometrics, parental education, early-life skinfold measurements) …

An Evaluation Of Programmatic Assessment Across Health Professions Education Using Contribution Analysis, Janica Jamieson, Claire Palermo, Margaret Hay, Rachel Bacon, Janna Lutze, Simone Gibson

Research outputs 2022 to 2026

Programmatic assessment is gaining traction in health professions education. Despite this popularity, educators continue to grapple with complex contextual factors that impact implementation and outcome attainment. We used contribution analysis, a theory-informed evaluation method, to understand the mechanisms underpinning successful implementation. Applying the six steps of contribution analysis, we developed a postulated theory of change (ToC) and then conducted a qualitative study with programmatic assessment stakeholders (graduates n = 15, supervisors n = 32, faculty n = 19) from four Australian dietetic programs. These data were analysed using the Framework Analysis method and integrated with data derived from a literature …

Implementation Strategies For Evidence-Based Healthcare Interventions In Rural And Remote Settings: A Scoping Review, Anna Chapman, Cadeyrn J. Gaskin, Hannah Beks, Charlene Wright, Skye Marshall, Elizabeth A. Johnston, Rebecca J. Bergin, Sharina Riva, Fiona Crawford-Williams, Camille E. Short, Nicole Kiss, Sze Lin Yoong, Nicolas H. Hart, Anna Wong Shee, Helena Rodi, Hannah Jongebloed, Anna Ugalde

Research outputs 2022 to 2026

Globally, people living in rural and remote areas experience poorer healthcare access and outcomes than urban populations. Applying implementation strategies that support the translation of evidence-based healthcare interventions may help reduce these inequities; however, real-world implementation is complex, and it remains unclear how strategies are applied and tailored to rural and remote contexts. This scoping review synthesised evidence on implementation strategies for healthcare interventions in rural and remote settings of high-income countries. Five databases (Ovid MEDLINE, Embase, Cochrane CENTRAL, CINAHL, Web of Science) were searched for peer-reviewed studies published between 1/1/2000 and 25/10/2024. Extracted data were synthesised using a descriptive …

Identifying The Physical Activity Promotion Practices Of Obstetricians And Gynecologists: Patients With Endometriosis And Polycystic Ovary Syndrome, Allison P. Herman

Theses and Dissertations (Comprehensive)

Despite efforts to promote physical activity, many females in Canada do not meet recommended physical activity guidelines. For individuals with gynecological conditions such as endometriosis and polycystic ovary syndrome (PCOS), physical activity may aid in symptom management and improve daily functioning. Healthcare settings, including obstetrics and gynecology, represent an area of opportunity to promote physical activity among this population. This thesis aims to understand the physical activity promotion practices of Ontario-based Obstetricians and Gynecologists (OBGYNs) to patients with endometriosis and/or PCOS. A cross-sectional online survey was conducted to explore OBGYNs promotional practices and perceived factors influencing their engagement in physical …

Exploring The Impact Of Adverse Childhood Experiences On Preventive Healthcare Utilization In Rural Georgia, Ryan R. Traylor

College of Graduate Studies: Theses & Dissertations

This study examines the relationship between Adverse Childhood Experiences (ACEs) and preventive healthcare use among adults in Georgia, specifically within rural populations facing structural barriers. Using 2023 Georgia Behavioral Risk Factor Surveillance System (BRFSS) data, the research analyzes associations between ACE exposure, rural residence, and preventive care outcomes, including physical exams and flu vaccinations. Guided by an intersectionally adapted version of Andersen’s Behavioral Model of Health Services Use, the study evaluates how predisposing factors, enabling resources, and perceived barriers relate to healthcare engagement. Logistic regression analyses assess the correlation of ACE exposure, cost barriers, provider access, and sociodemographics with preventive …

Assessing And Advancing Pandemic Emergency Preparedness In New York City's Hospitals: A Strategic Management Toolkit Integrating Policy Analysis, Risk Assessment, And Stakeholder Insight, Irrem Jamal

College of Graduate Studies: Theses & Dissertations

This dissertation examines pandemic emergency preparedness in New York City hospitals, which were severely strained during COVID-19, revealing critical gaps between documented plans and operational readiness. Using a multimethod approach combining a survey of 20 stakeholders across city hospitals, semi-structured interviews, and document analysis of policy frameworks and after-action reports, the study identifies a persistent "documentation-execution paradox": while 80% of respondents confirmed clear pandemic plans, only 45% expressed confidence in staffing adequacy, 55% in surge planning realism, and just 45% confirmed regular drills. Qualitative analysis revealed workforce as the single greatest yet most underinvested vulnerability, supply chain fragility rooted in …

Enhancing Military Health System Organizational Efficiency And Quality Of Care Through A Social-Ecological Framework, Eric L. Peipelman

College of Graduate Studies: Theses & Dissertations

Timely and fair adjudication of incivility-related actions within the Department of Defense (DoD) and Military Health System (MHS) is increasingly crucial for maintaining accountability, mission readiness, and quality of care. Ongoing delays in resolving workplace complaints and inefficiencies in resource-heavy adjudications highlight the need to shift from reactive complaint handling toward proactive civility promotion and transparent decision-making. This Integrated Learning Experience (ILE) introduces the Peipelman Civility Discussion and Assessment Toolkit (PCDAT)—a comprehensive, evidence-based framework designed to improve civility, optimize resources, and enhance communication, even in the MHS. Based on the Social-Ecological Model (SEM) and adapted from the Workplace Power and …

Examining Firefighter Perceptions Of Stress And Recovery Across A Shift And Engagement In Recovery Activities, Nathan T. Ebersole

College of Graduate Studies: Theses & Dissertations

The occupational demands of firefighting, such as fire suppression and rescue tasks, working in hazardous conditions, inconsistent sleep patterns, and exposure to traumatic events, can lead to work-related injuries, burnout, and feelings of isolation. To date, there is limited research on the impact of a single work-shift on firefighter perceptions of stress and recovery and the recovery activities that may influence these perceptions. Thus, the purpose of this study was to examine the effect of a single work-shift on firefighter perceptions of stress and recovery status as well as the recovery activities firefighters choose to engage in. Forty-three firefighters across …

Maternal Healthcare In The United States: An Exploration Of The Organizational And Political Determinants Of Maternal Healthcare Quality And Outcomes, Tamaya S. Browder

College of Graduate Studies: Theses & Dissertations

Despite having an advanced U.S. healthcare system, childbirth remains risky in the US, especially for socially vulnerable populations. Medicaid covers a large portion of births and is equipped to implement large-scale interventions to improve maternity care and patient outcomes. Two studies were conducted to (a) examine the relationship between organizational factors in U.S. hospitals and adverse clinical outcomes among Medicaid-insured maternity patients, and (b) analyze state-level Medicaid bundled payment models for maternity care. Guided by the Donabedian Quality of Care Model, Study One used logistic regression on data from the 2018-2020 National Inpatient Sample to explore how hospital organizational factors …

From Vision To Impact: Strategic Planning For The South Health District, Jason D. Butler Jr

College of Graduate Studies: Theses & Dissertations

This study presents a community health assessment and strategic planning process for the South Health District (SHD), a rural, multi-county public health district.  Using a mixed-methods approach, quantitative surveys and qualitative data from County Nurse Managers, County Boards of Health, and internal staff were integrated with secondary sources to identify community health priorities and organizational gaps.  Broad stakeholder engagement through surveys, SWOT workshops, and town-hall meetings ensured credibility and contextual relevance.

Findings revealed challenges in behavioral health, substance abuse, chronic disease, access to preventive services, transportation, workforce capacity, communication, and infrastructure.  Four strategic issues—Communication, Workforce Development and Retention, Purpose-Driven District, …

Emotionally Healthy Black Men: Guidelines For Supporting Mental Health Treatment For Black Men In Ohio, Eira Nichell Yates

Antioch University Dissertations & Theses

This study examines the barriers that prevent Black men in Ohio from seeking treatment for depression and other mental health conditions and explores strategies to improve engagement and outcomes. Although depression is the most prevalent mental health disorder in the United States, it remains underdiagnosed and undertreated among Black men, contributing to persistent mental health disparities. The limited body of research addressing help-seeking behaviors within this population necessitated the use of a Delphi methodology to obtain expert consensus on key challenges and promising practices. A panel of subject-matter experts in mental health, social services, and culturally responsive care participated in …

Diagnosing The Discourse: How The Academy Of Breastfeeding Medicine Constructs And Constrains Treatment Of Tethered Oral Tissues, Mary E. Miller

Antioch University Dissertations & Theses

While breastfeeding is recognized as fundamental to global public health, oral restrictions that can affect infant latch, milk transfer, and feeding efficiency warrant further examination within policy frameworks. This dissertation proposes an expanded conceptualization of tethered oral tissues (TOTs) that encompasses not only anatomical frenal restrictions but also fascial tensions, neuromuscular limitations, and other conditions restricting orofacial function that may be congenital or acquired. The purpose of this study was to critically examine how this clinical guidance document shapes understandings and responses to TOTs. Using Carol Bacchi’s “What’s the Problem Represented to Be?” approach, a critical discourse analysis of the …

Scope And Adherence To The Consider Statement In Aboriginal And Torres Strait Islander Injury Prevention Research In Australia, Bep Uink, Michelle Barrett, Courtney Ryder, Aleina Humphreys, Graham Peter Barker

Research outputs 2022 to 2026

Introduction: Effective injury prevention for Aboriginal and Torres Strait Islander people hinges on the availability of culturally safe policies, resources and programmes, alongside best-practice research. Contemporary injury prevention research has increasingly centred Aboriginal and Torres Strait Islander knowledges, yet there is still room for improvement. Identification of relevant resources, policies and programmes, as well as the extent to which injury prevention research meets international criteria for ethical research with Aboriginal and Torres Strait Islander peoples will provide practitioners with critical insights into best-practice injury prevention initiatives. Method: We examined the breadth and scope of Aboriginal and Torres Strait Islander injury-related …

Sexuality Education In An Age Of Resistance: Reflections At The Nexus Of Education, Health And Rights, Sarah Vrankovich, Katrina Marson, Giselle Woodley, Jordina Quain, Hanna Saltis

Research outputs 2022 to 2026

Comprehensive sexuality education (CSE) is internationally recognised as essential to public health and young people’s rights. Yet its implementation in Australia and globally is increasingly undermined by conservative backlash, moral panic and political interference. This paper offers a critical reflection on the current landscape of CSE, drawing on insights from a panel discussion at the 2025 World Association for Sexual Health congress, and collaborative analysis. As early-career researchers, sexologists and practitioners working across education, communications, public health and sexual violence prevention, we utilise our collective experience to examine how various influences shape and constrain the delivery of CSE. We map …

Forced Oscillation Technique In Pneumothorax (Pneumofot) Study, Niranjan Ananda Setty, Carolyn J. Mcintyre, John Blakey, Yun Chor Gary Lee

Research outputs 2022 to 2026

Forced Oscillation Technique in Pneumothorax (PneumoFOT) study A single-centre prospective pilot feasibility study designed to assess the feasibility of performing FOT measurements in patients with pneumothorax. STATISTICAL ANALYSIS PLAN Version 24.05.2026

Promoting The Concept Healthy Ageing For Use In Gerontological Health And Social Care Policy And Practice, Claire Donnellan

Research outputs 2022 to 2026

Aims: The concept of healthy or successful ageing dates back to the 1960s, where its goal is more realistic in today's ageing society as a result of effective interventions to control and reduce disability and health risks. The aim of this paper is to outline the importance of defining ageing, the semantics and indicators used, and to identify common challenges for health professionals' understanding and application of a healthy ageing approach in their everyday clinical practice. Design and Methods: This discursive paper demonstrates how realistic ageing indicators are for highlighting the variation and impact of challenges associated with ageing. It …

Machine Learning Derived Abdominal Aortic Calcification Is Associated With Physical Frailty In Community-Dwelling Adults: The Uk Biobank Imaging Study, Abadi K. Gebre, Marion Mundt, Elsa Dent, James Webster, Afsah Saleem, Syed Zulqarnain Gilani, Yuandan Zhang, Cassandra Smith, Parminder Raina, John P. Kemp, William D. Leslie, John T. Schousboe, Nicholas C. Harvey, Joshua R. Lewis, Marc Sim

Research outputs 2022 to 2026

Clinical cardiovascular disease (CVD) is often present in frail individuals. However, it remains unclear whether subclinical CVD, e.g., abdominal aortic calcification (AAC), is associated with frailty. This study investigated the cross-sectional relationship between AAC scored using a validated machine learning model (ML-AAC24) and physical frailty. 49,081 participants from the UK Biobank Imaging Study without atherosclerotic CVD (ASCVD) diagnosis were included. ML-AAC24 extent was categorised as low, moderate and high, based on established severity categories. Physical frailty was based on a modified Fried’s frailty phenotype comprising weak hand grip strength, slow walking speed, weight loss, exhaustion, and physical inactivity. Individuals with …

Participatory Development Of Innovation And Implementation Strategy: An Action-Oriented Approach, Miae Lee, Lesley A. Anderson, Emilia Piltonen, Abha Maheshwari, Julian Griffin, Seshadri S. Vasan

Research outputs 2022 to 2026

Background: Healthcare and academic institutions face growing challenges in strategic planning due to rapid advances in medicine and technology, alongside fiscal and workforce constraints that limit traditional consultation. Participatory approaches offer a way to integrate diverse stakeholder perspectives under these constraints, generating contextually relevant strategies that can indicate whether current directions are appropriate or whether priorities have been overlooked.

Methods: A structured, time-limited participatory workshop was conducted at the 10th Grampian Research Conference (June 2025), that brought together National Health Service (NHS) staff, academia, industry and patients and public communities. Participants engaged in 14 parallel roundtable discussions, with contributions captured …

Rurality, Infant Feeding Practices, And Perinatal Cardiovascular Health Behaviors, Elly Marie Marshall

Graduate Theses, Dissertations, and Problem Reports (ETD)

Introduction: Cardiovascular diseases are a leading cause of pregnancy-related deaths in the United States, with higher rates in rural areas. While limited healthcare access contributes to this disparity, other factors remain unclear. Breastfeeding provides long-term protection against cardiovascular disease, but modern infant feeding practices are complex and may impact maternal cardiovascular health (CVH) in unexpected ways. Healthy CVH behaviors of sufficient sleep duration, adequate physical activity, a healthy diet, and nicotine avoidance can enhance protection against future cardiovascular disease risk. Therefore, the aims of this dissertation are to 1) assess associations between rurality and first trimester CVH behaviors; 2) synthesize …

Étude Multidisciplinaire Du Confort Des Bouchons D'Oreilles : Vers Une Protection Auditive Efficace En Milieu De Travail, Olivier Doutres, Franck Sgard, Alessia Negrini, Alain Berry, Chantal Gauvin

Rapports de recherche scientifique

L'utilisation de protecteurs auditifs individuels (PICB), tels que les casques ou les bouchons d’oreilles souvent recommandés comme mesure temporaire, reste souvent le seul moyen d'assurer la protection des travailleuses et travailleurs exposés quotidiennement à des niveaux de bruit dangereux. Actuellement, le choix d'un PICB est principalement basé sur des considérations liées à l’atténuation acoustique qu’il offre (et mesurée en laboratoire par des organisations certifiées), et/ou à des caractéristiques de l'environnement de travail, telles que la chaleur, l'hygiène et la compatibilité avec d'autres équipements de protection individuelle (EPI). Le port de PICB est connu pour générer de nombreux inconforts qui peuvent …

Exposition Professionnelle Aux Agents D'Infections Nosocomiales En Milieux De Soins : Mieux Comprendre Et Contrôler La Voie De Propagation Par Aérosols, Caroline Duchaine, Yves Longtin, Marc Veillette, Adriana Larotta, Bianka Paquet Bolduc

Rapports de recherche scientifique

Ce projet, mené dans le contexte de la pandémie de COVID-19, visait à mieux comprendre les risques liés à la présence de virus et de bactéries dans l’air des milieux de soins et à identifier les meilleures façons de protéger le personnel de la santé. Ce projet s’est articulé autour de trois grands volets de recherche complémentaires, menés en milieux réels et en laboratoire. Le premier volet visait à documenter la présence de virus comme le SARS-CoV-2 (responsable de la COVID-19), l’influenza ou le norovirus dans l’air d’hôpitaux et de centres de soins de longue durée. Des prélèvements dans les …

Effets Respiratoires De L'Exposition Journalière Aux Particules Respirables, Fines Et Ultrafines Dans Divers Milieux De Travail, Audrey Smargiassi, Maximilien Debia, Eva Suarthana

Rapports de recherche scientifique

De très nombreux travailleurs sont exposés quotidiennement à des niveaux de particules dans l’air ambiant qui dépassent largement les concentrations auxquelles la population générale est exposée. Néanmoins, très peu d’études ont porté sur l’influence de l’exposition quotidienne des travailleurs aux particules respirables sur la santé respiratoire. La majorité des études se sont intéressées aux effets des expositions prolongées sur le développement de maladies respiratoires. Pourtant, les associations entre l’exposition journalière aux particules respirables et l’inflammation pulmonaire et la fonction respiratoire sont bien documentées pour la population générale. Les effets des particules respirables pourraient différer pour les travailleurs parce que les …

Comparison Of Mental Illness Comorbidity Pre-Pandemic Vs. Pandemic-Era And Associations With Clinical And Demographic Characteristics For Virginia Public Hospital Inpatient Discharges With A Substance Use Disorder, Marilyn Bartholmae, Tharidu Gunawardena

Department of Medicine Faculty Publications

The rise in mental illnesses after the COVID-19 pandemic is well documented. However, it is not known whether the rates of mental illness comorbidity increased. The objectives of this study were to compare mental illness comorbidity rates before and after the pandemic among inpatients with SUD and to test associations between mental illness comorbidity, physical illness, and demographics. We used a retrospective cross-sectional design in a sample of inpatient discharges (N = 233,017) at Virginia public hospitals from January 2018 to December 2022. We used Z tests to compare rates of mental illness comorbidity pre- and post-pandemic and Chi-square tests …

Ultra-Processed Foods And The Cardiovascular-Kidney-Metabolic Continuum: Integrating Epidemiological, Multi-Omics, And Translational Evidence, Saiful Singar, Amirhossein Ataei Kachouei, Leandro Lantigua-Somoano, David Manley, Anthony Cardinale, Muhammad Zulfiqah Sadikan, Saurabh Kadyan, Donya Shahamati, Lorena Dias, Amber Wood, Cinthia Chavarria, Sara K. Rosenkranz, Neda S. Akhavan

Department of Medicine Faculty Publications

Cardiovascular-kidney-metabolic (CKM) syndrome integrates excess adiposity, metabolic dysfunction, kidney impairment, subclinical cardiovascular diseases, and clinical events along a staged continuum that invites unified prevention and treatment. Ultra-processed foods (UPFs) are a complex, high-prevalence exposure that may influence risk across CKM stages through nutrient profiles, additives, processing-induced compounds, and packaging-related contaminants. This review synthesizes epidemiologic, mechanistic, and translational evidence with attention to exposure definition and analytic rigor. We summarize NOVA-based UPF operationalization across dietary assessment tools, highlighting misclassification of mixed dishes, brand heterogeneity, and energy under-reporting, and we propose further examination of energy-adjusted models, calibration, and harmonized metrics. Observational studies consistently …