Data Science

Articles published in 2026 in this theme: 44 (scroll down to load remaining articles)

2026

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AI in Clinical Decision Support Systems: Promising Applications and Strategies for Managing Data Challenges

Jennifer E Daly, Dursun Delen, Zheng Han, River Smith, Jacqueline Honerlaw, Kelly Cho, Bridget Bennett, Jennifer Sippel

J Med Internet Res 2026 (May 04); 28:e71532

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Random Survival Forest Versus Elastic-Net Regularized Cox Regression for Survival Prediction in Acute Myeloid Leukemia at Distinct Treatment Time Points: Model Performance Comparison Study

Oisín Brady, Sean Johnson, Peter Giles, Caroline Alvares, Joanna Zabkiewicz, Carolina Fuentes

JMIR Bioinform Biotech 2026 (Apr 29); 7:e75678

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Nontraditional Data in Pandemic Preparedness and Response: Identifying and Addressing First- and Last-Mile Challenges

Mattia Mazzoli, Irma Varela-Lasheras, Sónia Namorado, Constantino Pereira Caetano, Andreia Leite, Lisa Hermans, Niel Hens, Polen Türkmen, Kyriaki Kalimeri, Leo Ferres, Ciro Cattuto, Daniela Paolotti, Stefaan Verhulst

J Med Internet Res 2026 (Apr 29); 28:e85540

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Rethinking Trust in Synthetic Health Data: Lessons From 7 European Research Initiatives

Jens Declerck, Dipak Kalra, Antti Airola, Ahmed Youssef Ali Amer, Christos Chatzichristos, Maria del Mar Mañu Pereira, Bruno M. de Brito Robalo, Francesco Ghini, Alberto Gutierrez-Torre, Sem Hoogteijling, Susanne Hultsch, Jan Ramon, Sara Reidel, Francesco Regazzoni, Luís Silva, Inês Silveira, Tsekeridou Sofia, Christophe Maes

J Med Internet Res 2026 (Apr 29); 28:e83369

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RoBuster—Corpus Annotated With Risk of Bias Text Spans in Randomized Controlled Trials in Physiotherapy and Rehabilitation: Corpus Development and Annotation Study

Anjani Dhrangadhariya, Roger Hilfiker, Karl Martin Sattelmayer, Nona Naderi, Katia Giacomino, Rahel Caliesch, Julian Higgins, Stéphane Marchand-Maillet, Henning Müller

JMIR Form Res 2026 (Apr 27); 10:e55127

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Toward a Common Set of Interface Requirements for Genomic Data Management: Scoping Review

Valeria Resendez, Funda Yıldırım, Eugenio Gaeta, Giuseppe Fico, Simone Borsci

J Med Internet Res 2026 (Apr 27); 28:e78405

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Workflow‑Based Information Management Framework for Multicenter Research Studies: Design and Development

Hasan Sulaeman, Mars Stone, Roberta Bruhn, Karla Zurita, Anh Nguyen, Vincent Chiang, Jefferson Michael Jones, Xutao Deng, Brian Custer, Michael Busch, Eduard Grebe

Online J Public Health Inform 2026 (Apr 20); 18:e81119

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Beyond Missingness: Systematizing Methods for Comprehensive Data Fitness Assessment in Clinical Research

Hanieh Razzaghi, Kaleigh Wieand, Kimberley L Dickinson, Michael G Kahn, Jason Roy, Clair Blacketer, Dimitri A Christakis, Christopher B Forrest, Jane Greenberg, Harold P Lehmann, Keith A Marsolo, Jennifer Sciolla, Mark G Weiner, Nicole G Weiskopf, L Charles Bailey

J Med Internet Res 2026 (Apr 14); 28:e76398

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Enhancing Model Generalizability in Medical Artificial Intelligence: Systematic Comparison of Categorical Encoding and Sampling Techniques for Imbalanced Data

Chien-wei Chuang, Chung-Kuan Wu, Chao-Hsin Wu, Ben-Chang Shia, Mingchih Chen

JMIR Med Inform 2026 (Apr 13); 14:e75655

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Analysis of Machine Learning–Based Investigation Into Multivariate Factors of Team Performance in Serious Games: Cross-Sectional Retrospective Study

Gruyff Germain Abdul-Rahman, Freark de Lange, Andrej Zwitter, Noman Haleem

JMIR Serious Games 2026 (Apr 13); 14:e83478

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Building Public Health Data Dashboards: Tutorial Playbook

Elwin Wu, Raymond Balise, Benjamin Katz, Daniel Harris, Matthew Bullard, Naleef Fareed, Marc Larochelle, Jennifer Villani

JMIR Public Health Surveill 2026 (Apr 09); 12:e83157

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Comparison of Artificial Intelligence Tools With Human Coding for Sentiment, Topic, and Thematic Analysis Tasks of Public Health Datasets During the COVID-19 Pandemic in Australia: Case Study

Danielle Hutchinson, Lauren Lee, Haley Stone, Aye Moa, Holly Seale, C Raina MacIntyre

Online J Public Health Inform 2026 (Apr 07); 18:e80824

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Electrocardiogram-Based Mental Stress Detection Amid Everyday Activities Using Machine Learning: Model Development and Validation Study

Buelent Uendes, Alex Antonides, Sjors van de Ven, Denise Johanna van der Mee, Eco de Geus, Mark Hoogendoorn

J Med Internet Res 2026 (Apr 07); 28:e80450

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Concordance of Death Information Between Two Health Systems Serving the Same Region and the Social Security Administration Death Master File: Retrospective Observational Study

Zhan Wang, Mahanaz Syed, Shweta Bansal, Meredith Nahm Zozus, Eric Eisenstein, Muayad Hamidi

JMIR Med Inform 2026 (Apr 07); 14:e85136

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Orchestrating the Development of a Sustainable Network IT Solution for a Research Network: Qualitative Participatory Multimethod Design

Gülay Ates, Christian Thies, Johanna Schweizer, Arezoo Bozorgmehr, Steve Piller

JMIR Form Res 2026 (Apr 02); 10:e82952

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A Strategic Partnership to Advance AI Applications in Genomics and Bioinformatics for Health Innovation

Aik Choon Tan, Ece Dilber Gamsiz Uzun

JMIR Bioinform Biotech 2026 (Mar 27); 7:e93272

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An Empirical Approach to Curriculum Mapping in Traditional Kampo Medicine Education in Japan: Practical Methodological Study

Yuya Masada, Masashi Ikuno, Karin Kato, Akihiko Ueda, Kaori Tsuyuki, Miki Ohtsuki, Kazuhisa Kaneda, Takuma Ohsuga, Maho Ueda, Neiko Ozasa, Miho Egawa, Akiko Tokinobu, Tomoko Miyoshi, Kiyoaki Tanikawa, Hitomi Kataoka

JMIR Form Res 2026 (Mar 27); 10:e88430

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Fuzzy Logic Approaches for Causal Inference in Health Care: Systematic Review

Jaime Jamett, Patricio Melendez, Ximena Collao-Ferrada, Karina Cordero-Torres, Alejandro Veloz

JMIR AI 2026 (Mar 25); 5:e83425

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Longitudinal Associations Between Biomarkers and Frailty in Older Adults: Protocol for a Scoping Review

Jo Woon Seok, Kyusol Shim, Yihan Yang, Soomin Hong

JMIR Res Protoc 2026 (Mar 24); 15:e83312

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The Impact of Evaluation Strategy on Sepsis Prediction Model Performance Metrics in Intensive Care Data: Retrospective Cohort Study

Dang-Khoa Do, Patrick Rockenschaub, Sebastian Daniel Boie, Oliver Kumpf, Hans-Dieter Volk, Felix Balzer, Falk von Dincklage, Gregor Lichtner

J Med Internet Res 2026 (Mar 24); 28:e72083

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