Defining the Need for Causal Inference to Understand the Impact of Social Determinants of Health: A Primer on Behalf of the Consortium for the Holistic Assessment of Risk in Transp... by Nrupen A. Bhavsar, PhD, Rachel E. Patzer, PhD, David J. Taber, PharmD, Katie Ross-Driscoll, PhD, Rhiannon Deierhoi Reed, PhD, Juan C. Caicedo-Ramirez, MD, Elisa J. Gordon, PhD, MPH, Roland A. Matsouaka, PhD, Ursula Rogers, BS, Wendy Webster, MBA, Andrew Adams, MD, PhD, Allan D. Kirk, MD, Lisa M. McElroy, MD

“…We illustrate that biases can arise due to socioeconomic status, race/ethnicity, and incongruencies in language between the patient and clinician. …”
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Discharge against Medical Advice (DAMA) from an Emergency Department of a Tertiary Care Hospital in Saudi Arabia by Ashraf El-Metwally, Nesreen Suliman Alwallan, Ali Amin Alnajjar, Nida Zahid, Khalid Alahmary, Paivi Toivola

“…Future studies should assess the socioeconomic status of the patients and estimate the cost that is incurred by the patients.…”
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Outcomes following intradetrusor onabotulinumtoxinA in a national cohort of nursing home residents by Leo D. Dreyfuss, Farnoosh Nik‐Ahd, Lufan Wang, Abigail Shatkin‐Margolis, Kenneth Covinsky, W. John Boscardin, Anne M. Suskind

“…Frailty was measured using the Claims‐based Frailty Index and socioeconomic status using the Area Deprivation Index (ADI; higher ADI = increasing social deprivation). …”
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The Social Construction of Categorical Data: Mixed Methods Approach to Assessing Data Features in Publicly Available Datasets by Theresa Willem, Alessandro Wollek, Theodor Cheslerean-Boghiu, Martha Kenney, Alena Buyx

“…As a standard, categorical data, such as patients’ gender, socioeconomic status, or skin color, are used to train models in fusion with other data types, such as medical images and text-based medical information. …”
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Walking for transport and all-cause mortality: a prospective cohort study of Australian community-dwelling older adults by Rory Wolfe, Neville Owen, Ben Beck, Yang Chen, David W Dunstan, Alice Owen, Robyn L Woods, Danijela Gasevic, Joanne Ryan, Shivangi Shah, Carlene Britt

“…Analyses were adjusted for age, sex, education, smoking, alcohol consumption, living status, rurality, household income, socioeconomic status, chronic conditions, body mass index and overall physical activity levels.Conclusions Engaging in any weekly transport-related walking helps older adults prolong survival. …”
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An investigator-blinded, 24-month, parallel-group, non-inferiority study to compare aesthetic restorations in primary anterior teeth in a paediatric dental clinic: study protocol f... by Ana Paula Taboada Sobral, Elaine Marcilio Santos, Marcela Leticia Leal Gonçalves, Lara Jansiski Motta, Anna Carolina Ratto Tempestini Horliana, Sandra Kalil Bussadori, Elza Padilha Ferri, Juliana Maria Altavista Sagretti Gallo, Thais Gimenez, José Carlos Pettorossi Imparato

“…The explanatory variables—gender, age, toothbrushing, use of fluoridated toothpaste and dental floss, and socioeconomic status—will be collected through a questionnaire with open questions. …”
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The global, regional, and national patterns of change in the burden of bacterial pyoderma from 1990 to 2019 and the forecast for the next decade by Hao Wang, Zihao Bai, Chong Shen, Jiaxi Kou, Yanqing Zhu, Huaxia Xie, Chen Chen, Ran Mo

“…The Sociodemographic Index (SDI) was used to assess socioeconomic status, and statistical calculations were performed using the WHO Health Equity Assessment Toolkit and R software (v4.3.2). …”
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Extent, Distribution, and Causes of Soil Acidity under Subsistence Farming System and Lime Recommendation: The Case in Wolaita, Southern Ethiopia by Fanuel Laekemariam, Kibebew Kibret

“…Changes in land use, cropping intensity, and socioeconomic status were also significantly attributed to soil acidification. …”
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Associations of Sociodemographic Characteristics with Food Choice Motives’ Importance Among Mexican Adults: A Cross-Sectional Analysis by Miguel Amaury Salas-García, María Fernanda Bernal-Orozco, Andrés Díaz-López, Alejandra Betancourt-Núñez, Pablo Alejandro Nava-Amante, Barbara Vizmanos

“…Individuals in a relationship placed less importance on sensory appeal compared to singles (<i>p</i> = 0.008). Middle–low socioeconomic status was linked to higher importance of food identity (<i>p</i> = 0.039), while food insecurity was associated with higher concern for price and food identity (both, <i>p</i> < 0.05). …”
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CO2 levels and SARS-CoV-2 transmission in public schools: A retrospective cohort study in Montreal (Canada) by Olivier Séguin, Dorra Ghorbal, Gabrielle Denault, Karine Trudeau, Patrick Poulin, Catherine Dea, Stéphane Perron

“…Data on building ventilation types, CO2 measurements and school characteristics such as total enrollment and socioeconomic status (SES), were sourced from Ministry of Education’s administrative data for the 2020–2021 school year. …”
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Childhood overweight and obesity and back pain risk: a cohort study of 466 997 children by Daniel Prieto-Alhambra, Andrew J Carr, Antony J Palmer, Talita Duarte-Salles, Jose Luis Poveda, Daniel Martinez-Laguna, Carlen Reyes, Jeroen de Bont, Alan Silman

“…Models were adjusted for age, sex, socioeconomic status and nationality.Participants Children seen at age 4 years at paediatric primary care clinics between 1 January 2006 and 31 December 2013 and followed up until 31 December 2016 or age 15 years.Outcome measures Incident back pain registered by paediatricians at primary care using the International Statistical Classification of Diseases and Health Related Problems, 10th Edition code M54.Results 466 997 children were followed for a median 5.0 years (IQR 5.1). …”
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Evolution of Spanish population well-being during the COVID-19 pandemic: Results from the COSMO-Spain study by Catarina Santos-Ribeiro, Carmen Rodríguez-Blázquez, Alba Ayala, María Romay-Barja, María Falcón, Maria João Forjaz

“…Women (standardized b coefficient (b) = -0.10), youth or people with lower socioeconomic status (worsened financial situation (b = −0.10) or unemployed/furloughs (b = −0.04)) reported lower well-being levels, whereas having a university-level education showed the opposite (b = 0.11). …”
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Interventions to promote healthy nutrition and lifestyle and to tackle overweight and obesity amongst children in need in Europe: a rapid literature review by Anela Halilagic, Renos Roussos, Matzourana Argyropoulou, Vaios Svolos, Vaios Svolos, Christina Mavrogianni, Odysseas Androutsos, Theodora Mouratidou, Theodora Mouratidou, Yannis Manios, Yannis Manios, George Moschonis, George Moschonis

“…A narrative synthesis was conducted to present the characteristics and results of each study.ResultsThe only group of children in need that was identified was of low socioeconomic status (SES). There were several interventions identified that were successful across various countries in Europe, however there is a lack of best practice interventions to contribute to longer lasting solutions to preventing overweight and obesity.ConclusionOur findings encourage the implementation of interventions that will be inclusive of children with vulnerabilities other than low SES, as well as the establishment of specific criteria guiding the design of best practice interventions.…”
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Sinking Skin Flap Syndrome following Posttraumatic Hydrocephalus by Ashish Chugh, Prashant Punia, Sarang Gotecha

“…The PMMA bone flap was made intraoperatively after measuring the defect size accurately after exposure of defect. 3D printing option was not availed by any patient considering the high cost and patients’ poor socioeconomic status. Results. Out of a total of 212 patients, thirty-eight patients (19%) developed posttraumatic hydrocephalus and out of 38, three presented with SSFS over the course of time. …”
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Geographic and socioeconomic variation of sodium and potassium intake in Italy: results from the MINISAL-GIRCSI programme by Simona Giampaoli, Francesco P Cappuccio, Chen Ji, Luigi Palmieri, Diego Vanuzzo, Chiara Donfrancesco, Renato Ippolito, Pasquale Strazzullo

“…Objectives To assess geographic and socioeconomic gradients in sodium and potassium intake in Italy.Setting Cross-sectional survey in Italy.Participants 3857 men and women, aged 39–79 years, randomly sampled in 20 regions (as part of a National cardiovascular survey of 8714 men and women).Primary outcome measures Participants’ dietary sodium and potassium intakes were measured by 24 h urinary sodium and potassium excretions. 2 indicators measured socioeconomic status: education and occupation. Bayesian geoadditive models were used to assess spatial and socioeconomic patterns of sodium and potassium intakes accounting for sociodemographic, anthropometric and behavioural confounders.Results There was a significant north-south pattern of sodium excretion in Italy. …”
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Postural imbalance without visual input is associated with specific neuropsychological deficits in older adults – results from the LIFE-adult study by Eva Grill, Andreas Zwergal, Andreas Zwergal, Dorothee Saur, Julian Klingbeil, Christopher Fricke, Florian Schöberl, Karim Felfela, Karim Felfela, Andrea Zülke, Steffi Riedel-Heller, Joseph Classen

“…All models were adjusted for sex, age, ApoE status, socioeconomic status, anamnestic stroke, and diabetes.ResultsIn total, we analyzed 460 participants with a mean age of 68.6 years, range 60 to 80, 47.6% female. …”
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Geographic factors associated with SARS-CoV-2 prevalence during the first wave − 6 districts in Zambia, July 2020 by Stephen Longa Chanda, Tadatsugu Imamura, Warren Malambo, Rommel Bain, Chisenga Musuka, Nyambe Sinyange, Jonas Z. Hines

“…We analysed SEA geographical data for population density, socioeconomic status (SES) (with lower scores indicating reduced vulnerability), literacy, access to water, and sanitation, and hygiene (WASH) factors. …”
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Behavioral risk factors and socioeconomic inequalities in ischemic heart disease mortality in the United States: A causal mediation analysis using record linkage data. by Yachen Zhu, Laura Llamosas-Falcón, William C Kerr, Jürgen Rehm, Charlotte Probst

“…Education was used as the primary indicator for socioeconomic status (SES). Analyses were performed stratified by sex and adjusted for marital status, race and ethnicity, and survey year. …”
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A cross-sectional study of parental perspectives on children about COVID-19 and classification using machine learning models by Fahmida Kousar, Arshiya Sultana, Marwan Ali Albahar, Manoj Shamkuwar, Md Belal Bin Heyat, Mohd Ammar Bin Hayat, Saba Parveen, John Irish G. Lira, John Irish G. Lira, Khaleequr Rahman, Abdullah Alammari, Eram Sayeed

“…GLM analysis indicated lower awareness in rural areas (β = −0.137, p &lt; 0.001), lower attitude scores in males compared to females (β = −0.64, p = 0.025), and a correlation between lower socioeconomic status and attitude scores (β = −0.048, p = 0.009). …”
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Building a Digital Health Research Platform to Enable Recruitment, Enrollment, Data Collection, and Follow-Up for a Highly Diverse Longitudinal US Cohort of 1 Million People in the... by Dave Klein, Aisha Montgomery, Mark Begale, Scott Sutherland, Sherilyn Sawyer, Jacob L McCauley, Letheshia Husbands, Deepti Joshi, Alan Ashbeck, Marcy Palmer, Praduman Jain

“…As of April 2024, 87% (n=613,976) of the participants enrolled via the platform were from UBR groups, including racial and ethnic minorities (n=282,429, 46%), rural dwelling individuals (n=49,118, 8%), those over the age of 65 years (n=190,333, 31%), and individuals with low socioeconomic status (n=122,795, 20%). ConclusionsWe built a participant-centric digital platform with tools to enable engagement with individuals from different racial, ethnic, and socioeconomic backgrounds and other UBR groups. …”
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