Advanced Data Analytics in eHealth

Articles published in 2026 in this theme: 53 (scroll down to load remaining articles)

2026

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Concentration and Specialty Pair Patterns of Interdepartmental Consultations in Hospitalized Patients Using Real-World Data: Retrospective Cohort Study

Li Zhang, Shuo Liu, Ling Lan, Haiqiong Zhang, Xin Luo, Dongxu Zhao, Xiaochen Xu, Minghui Li, Ling Qiu

J Med Internet Res 2026 (Jul 14); 28:e81670

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Quantifying the Predictive Power of Social Determinants of Health in Cardiovascular Disease and Type 2 Diabetes Progression Using XGBoost: Retrospective Cohort Study

Hielke Muizelaar, Marcel Haas, Maarten van Aken, Rimke Vos, Marco Spruit

JMIR Med Inform 2026 (Jul 09); 14:e80377

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Improving Home Care Safety Among Informal Caregivers Through Immersive Digital Simulation: Secondary Analysis of 3 Coordinated Intervention Studies

José Joaquín Mira, Clara Pérez-Esteve, Eva Gil-Hernández, Almudena Arroyo-Rodríguez, Jesús María Aranaz-Andrés, Purificación Ballester, Irene Carrillo

J Med Internet Res 2026 (Jul 09); 28:e85141

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“Do It by Myself” or Autonomy, Participation, and Assistive Devices and Technology Needs of Children and Youth With Disabilities: Text Mining Analysis of a National Survey in France

Johanne Mensah Gourmel, Maxime Bourgain, Maxime Galloy, Mario Veruete, Gwenaël Cornec, Sylvain Brochard, Christelle Pons, Arriel Benis

JMIR Med Inform 2026 (Jul 08); 14:e90708

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Medication-Related Errors Among Nurses by Unit Adaptation Levels: Bayesian Network–Based Exploratory Study

Naotaka Sugimura, Katsuhiko Ogasawara

JMIR Nursing 2026 (Jul 07); 9:e87436

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Health-Related Digital Engagement and Incident Stroke Among Older Adults: Prospective Cohort Study

Sufeng Zhou, Ruixuan Zhang, Haijun Qi, Hongbo Luo, Yuanlin Zou, Yuyang Zhou, Yi Zhou, Feiyan Yang

J Med Internet Res 2026 (Jul 06); 28:e93631

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Graph Network Feature Space Fusion for Predicting Irregularly Sampled Medical Time-Series Data: Deep Learning Model Development and Validation Study

Tianle Hong, Zedong Ren, Junfei Fang, Shichao Quan, Jingye Pan, Yezhi Lin

JMIR Med Inform 2026 (Jul 03); 14:e81145

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Monitoring Health Status: Development and Preliminary Validation of a Personal Health Index Using the International Classification of Functioning, Disability and Health

Ilkka Rautiainen, Lauri Parviainen, Veera Jakoaho, Sami Äyrämö, Jukka-Pekka Kauppi

JMIR Hum Factors 2026 (Jul 02); 13:e84802

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Predicting Overall Survival in Patients With Multiple Primary Lung Cancer: Nomogram Development and Validation Study

Wenzhi Luo, Kengliang Rao, Hongjia Chen, Cailian Hu, Shengming Liu, Jing Wang, Dongdong Zhang, Li Chen

JMIR Cancer 2026 (Jun 26); 12:e87275

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Beyond Area Under the Receiver Operating Characteristic Curve: Evaluating Predictive Performance Metrics Under Class Imbalance in Real-World Clinical Data

Vanessa das Graças José Ventura, Claudio Moisés Valiense de Andrade, Jussara Marques de Almeida, Bruno Porto Pessoa, Carísi Anne Polanczyk, Guilherme Fonseca do Nascimento, Eric Boersma, Heloisa Reniers Vianna, Katia de Paula Farah, Leonardo Chaves Dutra da Rocha, Marcos André Gonçalves, Milena Soriano Marcolino

JMIR Form Res 2026 (Jun 24); 10:e86379

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Harmonized Dual Deep Learning Architectures for Image-Based Diagnostics of Skin Neglected Tropical Diseases: Benchmark Study via Novel Funnel Framework

Yohannes Minyilu, Mohammed Abebe Yimer, Million Meshesha

JMIR Dermatol 2026 (Jun 23); 9:e91544

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Performance of Deep Learning in Classifying Age-Related Macular Degeneration From Images: Systematic Review and Meta-Analysis

Yu Zhu, Yue Niu, Shangye Sun, Wei Liu, Ying Dou, Yu Guo

J Med Internet Res 2026 (Jun 15); 28:e97174

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An Evaluation of Pretrained Generative Models for Augmenting Small Health Data: Comparative Modeling Study

Margerie Huet-Dastarac, Fida K Dankar, Dan Liu, Samer El Kababji, Lisa Pilgram, Khaled El Emam

J Med Internet Res 2026 (Jun 15); 28:e88678

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Evaluation of the Importance of Stopping Elderly Accidents, Deaths, and Injuries (STEADI)–Based Factors in Wearable Fall Risk Assessment: Secondary Data Analysis

Nozhan Ghoreishi, Stella Ansah, Jiayu Lu, Wei Lu, Sanghee Moon, Ferdinand Delgado, Diliang Chen

JMIR Mhealth Uhealth 2026 (Jun 09); 14:e93877

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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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Interpretable Machine Learning Framework for Predicting Major Adverse Cardiovascular Events in Rheumatoid Arthritis Using Electronic Health Records: Multicenter Cohort Study

Wei-Chen Chiang, Guan-Ling Lin, Yu-Chen Liu, Chih-Wei Huang, Phung Anh Nguyen, Yu-Sheng Chang, Jason C Hsu, Der-Ming Liou, Hsuan-Chia Yang

JMIR Form Res 2026 (Jun 05); 10:e91790

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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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