Advanced Data Analytics in eHealth

Articles published in this theme: 251 (scroll down to load remaining articles)

2026

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Novel Online Platform for Trauma Care—Integrating Trauma Phenotypes to Optimize the Trauma and Injury Severity Score Model: Retrospective Cohort Study

Jotaro Tachino, Shigeto Seno, Hisatake Matsumoto, Tetsuhisa Kitamura, Shunichiro Nakao, Hiroshi Ogura, Jun Oda

JMIR Med Inform 2026 (Jun 02); 14:e90011

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Interoperable Integration of a National Rare Disease Registry Into a Rare Eye Disease Data Warehouse: Implementation Study

Camille Beluffi Marin, Marilyne Oswald, Laura Ratenet, Matthieu Stoll, Kirsley Chennen, Hélène Dollfus

JMIR Med Inform 2026 (May 26); 14:e79378

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An In-Hospital Mortality Risk Model for Patients Undergoing Coronary Artery Bypass Grafting Based on Machine Learning: Cohort Study

Kun Zhu, Wenyuan Lu, Shui Liu, Hongyuan Lin, Jianfeng Hou

JMIR Form Res 2026 (May 25); 10:e80671

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Prediction of 30-Day All-Cause Hospital Readmissions Using Limited Structured Electronic Health Record Data: Retrospective Comparative Study

Ritam Ghosh, Dariush Khezrimotlagh, Sara Imanpour, Ilya Shvartsman

JMIR Form Res 2026 (May 22); 10:e83918

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Structural Inequalities in Online Health Information Seeking: Cross-National Multilevel Study

Petra Raudenská, Elena Link

J Med Internet Res 2026 (May 19); 28:e88110

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Broadband Access and Ophthalmologist Density in the United States: Cross-Sectional Questionnaire Study

Patrick Akarapimand, John C Lin, Ingrid U Scott, Sally L Baxter

JMIR Public Health Surveill 2026 (May 19); 12:e88473

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Early Identification of Mobility Limitations in Community-Dwelling Middle-Aged and Older Adults: Development of a Prediction Model Based on a Prospective Cohort

Alberto Conde Freniche, Wei Hu, Mo Chen, Dantong Wang, Denis Breuillé, Yu-ming Chen

JMIR Aging 2026 (May 11); 9:e77187

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Validity and Reliability of the Track-UL Algorithm Compared With Kinovea Software for Measuring Upper-Limb Functional Range of Motion in People After Stroke: Cross-Sectional Observational Study

Hatem Lazem, David Harris, Abi Hall, Thomas C Richards, Phaedra Leveridge, Maedeh Mansoubi, Xiaohan Xu, Paul Newell, Sarah E Lamb, Helen Dawes

JMIR Rehabil Assist Technol 2026 (May 11); 13:e87128

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The Actionable Innovation Day Approach: Participatory Model for Advancing Critical Care Innovation

Brett N Hryciw, Cecilia Tran, Rashi Ramchandani, Cameron Love, Christine Caron, Aimee Sarti, Annelise Miller, Suzanne Madore, Michael Chasse, Andy Pan, Simon Didcote, Scott Millington, Heather Galley, Kwadwo Kyeremanteng, Andrew Seely

J Med Internet Res 2026 (May 08); 28:e73614

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Rheumatic Digital Twin: Proposed Machine Learning–Based Multimodal Framework to Inform Clinical Decision-Making

Daniyal Selani, Rachel Knevel, Marcel Reinders, Erik B van den Akker

J Med Internet Res 2026 (May 04); 28:e86763

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Enterocutaneous Fistula–Associated Sepsis and Mortality: Development and Validation of a Multimodal Artificial Intelligence Prediction Model

Hui Li, Jing Chen, Peijun Lin, Youmei Pan, Yawen Cao, Wenfeng Xie

JMIR Med Inform 2026 (Apr 30); 14:e79985

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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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Responsible AI for Predicting Delayed Hospital Discharge Among Older Adults: Development and Evaluation Study for Balancing Accuracy, Equity, and Explainability

Somayeh Ghazalbash, Manaf Zargoush, Sara JT Guilcher, Kerry Kuluski

JMIR Med Inform 2026 (Apr 13); 14:e83244

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Artificial Intelligence, Connected Care, and Enabling Digital Health Technologies in Rare Diseases With a Focus on Lysosomal Storage Disorders: Scoping Review

Alberta MC Spreafico, Luca Neri, Kim Angel, Cinzia Maria Bellettato, Maurizio Scarpa

J Med Internet Res 2026 (Apr 02); 28:e73612

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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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Explainable Machine Learning for Assessing Digital Health Literacy in Older Adults: Validation and Development of a Two-Stage Model Integrating Performance-Based and Self-Assessed Indicators

Choonghee Park, Jiyeon Park, Seora Kim, Ye Seul Bae, Jae-Heon Kang, Tae-Min Kim, Ji-Won Chun

JMIR Med Inform 2026 (Mar 23); 14:e86171

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Deep Learning for Age Estimation and Sex Prediction Using Mandibular-Cropped Cephalometric Images: Comparative Model Development and Validation Study

Vitria Wuri Handayani, Mieke Sylvia Margaretha Amiatun Ruth, Riries Rulaningtyas, Arofi Kurniawan, Bayu Azra Yudhantorro, Ahmad Yudianto

JMIR AI 2026 (Mar 18); 5:e84984

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Machine Learning Prediction of Progression to Dialysis in Patients With Polycystic Kidney Disease: Population-Based Retrospective Cohort Study

Cheng-Hao Chang, Mingchih Chen, Ming-Hsien Tsai, Yen-Chun Huang, Hung-Hsiang Liou, Ben-Chang Shia, Chingying Liang, Yu-Wei Fang

JMIR Med Inform 2026 (Mar 16); 14:e80343

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Data-Driven Phenotyping Reveals Nonuniform Association Between Age and Mortality After Aortic Surgery: Retrospective Cohort Study of UK Biobank Data

Maria Elisabeth Leinweber, Fadi Taher, Miriam Kliewer, Afshin Assadian, Amun Georg Hofmann

JMIR Aging 2026 (Mar 11); 9:e75611

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