Big Data for Health Promotion and Health Equity

Articles published in 2025 in this theme: 20 (scroll down to load remaining articles)

2025

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Knowledge and Recommendations of Stakeholders Regarding Ethical Oversight of Data Science Health Research: Protocol for a Qualitative Study

Clement Adebamowo, Adeola Akintola, Oluchi C Maduka, Peter Ikhane, Ayodele Jegede, Shawneequa Callier, Simisola Akintola, Temidayo Ogundiran, Olusegun Adeyemo, Sally N Adebamowo, BridgELSI Project as part of the DS-I Africa Consortium

JMIR Res Protoc 2025 (Dec 18); 14:e78557

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Automated Multitier Tagging of Chinese Online Health Education Resources Using a Large Language Model: Development and Validation Study

Jialin Meng, Ruiming Dai, Xiaolan Huang, Yi Gu, Shixing Yan, Xiaoke Wang, Jingrong Gao, Tian-Tian Zhang

J Med Internet Res 2025 (Dec 17); 27:e83219

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Multilevel Estimation of the Relative Impacts of Social Determinants on Income-Related Health Inequalities in Urban Canada: Protocol for the Canadian Social Determinants Urban Laboratory

Charles Plante, Suvadra Datta Gupta, Thilina Bandara, Daniel Beland, Christine Blaser, Cheryl A Camillo, Daniel Dutton, Daniel Fuller, Jasmine Hasselback, Lisa Marie Lix, Anousheh Marouzi, Nazeem Muhajarine, Geranda Notten, Bill Reimer, Michael Wolfson, Marisa Young, Daniel Yupanqui Concha, Cory Neudorf

JMIR Res Protoc 2025 (Nov 28); 14:e71929

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Trust Dynamics and Equity in Public Health in Canada: Protocol for a Mixed Methods Project in the Postpandemic Era

Nazeem Muhajarine, Cory Neudorf, Khatira Mehdiyeva, Fionnuala Braun, Syed Jafar Raza Rizvi, Zili Zhou, Thilina Bandara, Katrina Baudelaire, Sohana Sadique, Daniel A Adeyinka, Sahana Ramamoorthy, Ninan Abraham, Kimberly Huyser, Claire Betker, Mary Jessome, Tamara Chavez, Kim L Lavoie, Ève Dubé

JMIR Res Protoc 2025 (Nov 28); 14:e75199

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Telehealth Usage Disparities in Israel in Light of the COVID-19 Pandemic: Retrospective Cohort Study of Intersectional Sociodemographic Patterns and Health Equity Implications

Motti Haimi, Efrat Shadmi, Tzipi Hornik-Lurie, Daniel Sperling

J Med Internet Res 2025 (Nov 27); 27:e77600

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eHealth and the Digital Divide Among Older Canadians: Insights from a National Cross-Sectional Study

Mirou Jaana, Haitham Tamim, Guy Paré

J Med Internet Res 2025 (Nov 25); 27:e72274

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Machine Learning Applications in Population and Public Health: Guidelines for Development, Testing, and Implementation

Andrew D Pinto, Sharon Birdi, Steve Durant, Roxana Rabet, Rahul Parekh, Shehzad Ali, David Buckeridge, Marzyeh Ghassemi, Jennifer Gibson, Ava John-Baptiste, Jillian Macklin, Melissa D McCradden, Kwame McKenzie, Parisa Naraei, Akwasi Owusu-Bempah, Laura C Rosella, James Shaw, Ross Upshur, Sharmistha Mishra

JMIR Public Health Surveill 2025 (Oct 24); 11:e68952

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Advancing Health Equity Through Primary Care: Protocol for the Spread, Scale, and Multimethod Developmental Evaluation of the Deep End Canada Network

Joseph J O'Rourke, Mélanie Ann Smithman, Isabelle Fortuna, Ellah San Antonio, Archna Gupta, Leanne Kosowan, Andrew D Pinto

JMIR Res Protoc 2025 (Oct 10); 14:e75732

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Estimating Variance of Log Standardized Incidence Ratios Assessing Health Care Providers’ Performance: Comparative Analysis Using Bayesian, Bootstrap, and Delta Method Approaches

Solomon Woldeyohannes, Yomei Jones, Paul Lawton

JMIRx Med 2025 (Oct 09); 6:e77415

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The Role of Data in Public Health and Health Innovation: Perspectives on Social Determinants of Health, Community-Based Data Approaches, and AI

Kaakpema Yelpaala, Michael Christopher Gibbons, Ines Maria Vigil, Jennifer Leaño, Terika McCall, Ijeoma Opara, Anne Zink, Marcella Nunez-Smith, Bhramar Mukherjee, Megan Ranney

J Med Internet Res 2025 (Oct 07); 27:e78794

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Evaluating Diversity in Open Photoplethysmography Datasets: Protocol for a Systematic Review

Vedha Penmetcha, Lekaashree Rambabu, Brandon G Smith, Orla Mantle, Thomas Edmiston, Laura Hobbs, Shobhana Nagraj, Peter H Charlton, Tom Bashford

JMIR Res Protoc 2025 (Oct 01); 14:e73040

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Older Perpetrators of Domestic Violence: Mixed-Effects Logistic Regression Analysis of Police Records

Sharon Reutens, Emaediong Akpanekpo, George Karystianis, Adrienne Withall, Tony Butler

JMIR Aging 2025 (Sep 29); 8:e75993

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The Burden of Cancer and Precancerous Conditions Among Transgender Individuals in a Large Health Care Network: Retrospective Cohort Study

Shuang Yang, Yongqiu Li, Christopher W Wheldon, Jessica Y Islam, Mattia Prosperi, Thomas J George, Elizabeth A Shenkman, Fei Wang, Jiang Bian, Yi Guo

JMIR Cancer 2025 (Sep 08); 11:e73843

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Responsible Governance of Tribal Public Health Data: Data Sharing Ethics and Common Challenges in the US Public Health System

Alec J Calac, Luis R Gasca, William H Swain

J Med Internet Res 2025 (Jun 19); 27:e77249

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Rectifying Genocidal Data Stewardship: A Commentary on Ethical and Legal Obligations for Sharing Data With Tribal Entities

Oliver Bear Don't Walk IV, Lauren W Yowelunh McLester-Davis, Susan Brown Trinidad

J Med Internet Res 2025 (Jun 18); 27:e77946

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Design, Application, and Actionability of US Public Health Data Dashboards: Scoping Review

Gretchen Stahlman, Itzhak Yanovitzky, Miriam Kim

J Med Internet Res 2025 (May 21); 27:e65283

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Providing Education and Training to Health Care Professionals to Address COVID-19 Health Disparities: Protocol for Implementation Project Using Reach, Effectiveness, Adoption, Implementation, and Maintenance Framework

Adati Tarfa, Nada Fadul, Erica Stohs, Jeffrey Wetherhold, Mahelet Kebede, Nuha Mirghani, Muhammad Salman Ashraf

JMIR Res Protoc 2025 (May 16); 14:e60901

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Dying in Darkness: Deviations From Data Sharing Ethics in the US Public Health System and the Data Genocide of American Indian and Alaska Native Communities

Cason D Schmit, Meghan Curry O’Connell, Sarah Shewbrooks, Charles Abourezk, Fallon J Cochlin, Megan Doerr, Hye-Chung Kum

J Med Internet Res 2025 (Mar 26); 27:e70983

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Reporting of Fairness Metrics in Clinical Risk Prediction Models Used for Precision Health: Scoping Review

Lillian Rountree, Yi-Ting Lin, Chuyu Liu, Maxwell Salvatore, Andrew Admon, Brahmajee Nallamothu, Karandeep Singh, Anirban Basu, Fan Bu, Bhramar Mukherjee

Online J Public Health Inform 2025 (Mar 19); 17:e66598

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Quantifying Patient Demand for Orthopedics Care by Region Through Google Trends Analysis: Descriptive Epidemiology Study

Abram Qiu, Kristopher Meadows, Fei Ye, Osasu Iyawe, Kenneth Kenneth-Nwosa

Online J Public Health Inform 2025 (Jan 31); 17:e63560

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