Data Science

Articles published in this theme: 419 (scroll down to load remaining articles)

2026

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Prompt-Sensitive Decision Behavior of Large Language Models in Intensive Care Unit Mortality Prediction for Spontaneous Intracerebral Hemorrhage: Comparative Benchmarking Study

Jinn-Rung Kuo, Xiao-Han Vivian Yap, Chao-Chien Li, Yung-De Kuo, Chung-Feng Liu, Guan-Yu Chen

J Med Internet Res 2026 (Jul 08); 28:e29701

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Evaluation of the Applicability of Synthetic Data in the Development of Colorectal Cancer Survival Prediction Models: External Validation of Advanced Machine Learning Models Based on National Cancer Data Center Data

Yujeong Jang, Jae Hoon Kwon, Heeyong Kim, You-Jin Joung, Junho ‍Nang, Chang Hyun Kim

J Med Internet Res 2026 (Jul 07); 28:e86087

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Health Data Quality Skill Gaps and Training Needs Among European Health Data Stakeholders: Cross-Sectional Survey

Jens Declerck, Niina Eklund, Carlos Sáez, Peter Rijnbeek, Enrique Bernal-Delgado, Erik van Mulligen, Dipak Kalra

J Med Internet Res 2026 (Jul 06); 28:e86878

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Are Traditional Registries Becoming Obsolete in the Modern Digital Health Ecosystem?

Judith Wenk, Hernan Inojosa, Isabel Voigt, Stephen Gilbert, Tjalf Ziemssen

J Med Internet Res 2026 (Jul 03); 28:e92696

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Assessment of a Digital Health Platform Using Web Analytics and User Experience Measurements: Quantitative Study Based on RE-AIM

Lior Weinreich, Louisa-Marie von Kontz, Björn Witzel, Olga Hermansson, Hanna Laura Hampe, Susanne Volkmer, Gerd Schulte-Körne, Kristina Moll

J Med Internet Res 2026 (Jul 02); 28:e64903

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IdeaDistiller—AI Support for Idea Synthesis in Concept Mapping: Algorithm Development and Validation Study

Chatrine Qwaider, Nora K Speicher, Anna E Genell, Mikael Holtenman, Lisa Vaughn, Frida Smith

JMIR Med Inform 2026 (Jul 02); 14:e86877

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Automated Prediction of Glasgow Coma Scale Scores From Unstructured Electronic Health Records Using Natural Language Processing: Development and Validation Study

Marta Fernandes, Niels Turley, Haoqi Sun, Shibani S Mukerji, Lidia M V R Moura, M Brandon Westover, Sahar F Zafar

J Med Internet Res 2026 (Jun 29); 28:e81245

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Digital Twin Applications in Diabetes Management: Scoping Review

Fatemeh Sarani Rad, Maryam Jafarpour, Ehsan Bitaraf, Katayoon Khaleghdadi, Juan Li

JMIR Diabetes 2026 (Jun 18); 11:e83059

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Measuring the Quality of Datasets: Development of the IDEFIM Indicator Set for Empirical Health Research

Sonja Harkener, Oliver J Bott, Christian Draeger, Tobias Hartz, Ekkehart Jenetzky, Matthias Löbe, Stefanie March, Chris Schubert, Jürgen Stausberg

J Med Internet Res 2026 (Jun 17); 28:e90482

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Automated Machine Learning Frameworks for Radiomics: Comparative Evaluation Study

Jose Lozano-Montoya, Emilio Soria-Olivas, Almudena Fuster-Matanzo, Angel Alberich-Bayarri, Ana Jimenez-Pastor

JMIR Form Res 2026 (Jun 11); 10:e91492

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Addressing Data Quality Challenges in Lung Cancer Data Within the Observational Medical Outcomes Partnership Common Data Model: Observational Study

Jens Declerck, Mieke Deschepper, Kirsten Colpaert, Dipak Kalra, Pascal Coorevits

J Med Internet Res 2026 (Jun 08); 28:e90246

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Evaluating the Potential of Reasoning Large Language Models to Perpetuate Racial and Gender Disease Stereotypes in Health Care

Joshua J Docking, Lee X Li, Bradley D Menz, Stephen Bacchi, Ashley M Hopkins, Michael J Sorich

J Med Internet Res 2026 (May 28); 28:e82256

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A Practical Approach to Assessing the Completeness of Electronic Health Records for Medical Research: Data Quality Study

Minsik Lim, Suehyun Lee, Woongsang Sunwoo, Nayeong Son, Doyeon An

JMIR Med Inform 2026 (May 21); 14:e68935

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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, Tsekeridou Sofia, Inês Silveira, Luís Silva, 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, Vincent Chiang, Jefferson Michael Jones, Xutao Deng, Brian Custer, Michael Busch, Eduard Grebe, Anh Nguyen

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

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