Advanced Data Analytics in eHealth

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Articles published in 2026 in this theme: 64 (scroll down to load remaining articles)

2026

Phone displaying AF High Risk ECG results next to a person applying a wearable heart monitor patch.

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Prediction of Atrial Fibrillation Occurrence With Handheld Mobile Electrocardiogram: Deep Learning Model Development Using Real-World Data

Minje Park, Hyun Jin Ahn, Yeongyeon Na, Sunghoon Joo, Young Ho Lee, Seongwoo Han, Myung Soo Park, Dae Young Cheon, Jeen Hwa Lee, Ki Hong Lee

JMIR Med Inform 2026 (Aug 20); 14:e87142

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Diverse group of people wearing face masks, standing together

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A Systematic Evaluation of Cohort Selection Criteria and Their Impact on Machine Learning Model Performance and Demographic Disparities in COVID-19 Outcomes: Cohort Study

Atefehsadat Haghighathoseini, Janusz Wojtusiak, Hua Min, Nirup M Menon

JMIR Form Res 2026 (Aug 20); 10:e88406

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Doctor in white coat using laptop in office, stethoscope around neck

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Enhanced Health Study Discoverability: Graph-Based Analysis Approach

Lea Gütebier, Stefan Groß, Benjamin Winter, Max Blumenstock, Martin Dugas, Volkmar Liebscher, Dagmar Waltemath, Ron Henkel

JMIR Med Inform 2026 (Aug 18); 14:e86812

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Nurse in PPE checks on a man experiencing chest pain

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Predicting Critical Outcomes in Suspected Cardiopulmonary Emergencies Using Dispatch Narratives: Temporal Validation Study

Zhe Li, Chunting Luo, Lei Shi, Siqi Huang, Jianmin Qin, Min Yao, Sanshan Zhu, Zhengzhuang Huang, Yinghua Nong, Guozheng Qiu, Liwen Lyu

J Med Internet Res 2026 (Aug 14); 28:e97672

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Elderly man in wheelchair looking out a window

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Network Analysis–Driven Machine Learning Model for Identifying High-Cost Stroke Inpatients Using Hospital Discharge Data: Retrospective Study

Haohui Shen, Yilong Yang, Mengge Zhang, Jingyi Xiang, Runan Wang, Pin Yao

JMIR Med Inform 2026 (Aug 10); 14:e93680

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Young Black man coughing into his hand, holding chest, white background

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Toward Drift-Aware Multimodal Early Warning for Acute Exacerbations of Chronic Obstructive Pulmonary Disease

Haoran Li, Shuaihua Fan, Xiaojuan Li, Nina Liu, Huaiqing Qi, Jun Guo

JMIR Med Inform 2026 (Aug 10); 14:e98345

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Digital health network connecting patients and doctors, with a doctor's network interface on a tablet.

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A Dynamic Graph–Based Multiobjective Optimization Method for Physician Recommendation: Development and Evaluation Study

Shuang Geng, Rui Wang, Wenli Zhang, Ben Niu

JMIR Med Inform 2026 (Jul 31); 14:e88854

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Doctor monitors newborn in incubator, vital signs displayed on screen.

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Feasibility of a German High-Frequency Neonatal and Pediatric Intensive Care Dataset (AIx-Neo-Guard Dataset): Secondary Data Cohort Study

Lena Sophie Olivier, Camelia Lauterbach Oprea, André Stollenwerk, Thorsten Orlikowsky, Mark Schoberer

JMIR Pediatr Parent 2026 (Jul 31); 9:e94280

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Two teenage girls looking at their phones while sitting together.

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How US Youth Use AI Chatbots: Conversation Patterns From Naturalistic Keystroke Observations

Anne J Maheux, Debra Boeldt, Samir Akre-Bhide, Jessica Flannery, Allison Paige, Giavanna Villella, Kaitlyn Burnell, Eva H Telzer, Scott H Kollins

J Med Internet Res 2026 (Jul 27); 28:e95819

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2D-CNN model analyzes ECG R-peak data to classify Non-AF, AF, and noise.

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R-R Interval Histogram-Based Deep Learning for 3-Class Atrial Fibrillation Screening in Garment-Type Wearable Holter Electrocardiogram Monitoring: Algorithm Development and Validation Study

Tomoaki Nakano, Keita Okayama, Masanao Yasuoka, Hironori Shigeta, Akito Kawamura, Takayuki Sekihara, Kentaro Ozu, Takafumi Oka, Shigeto Seno, Yasushi Sakata

JMIR Med Inform 2026 (Jul 24); 14:e91960

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Person using a tablet next to a laptop, digital workflow

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Battling the Bots and Defending Against Fraudulent Responses in an International Community-Engaged Web-Based Survey With People Living With Long COVID: Methodological Study

Kiera McDuff, Tai-Te Su, Darren A Brown, Jessica M Martin, Soo Chan Carusone, Sarah O'Connell, Imelda O'Donovan, Natalie St. Clair-Sullivan, Liam Townsend, Susie Goulding, Mary Kelly, Lisa McCorkell, Hannah Wei, Margaret O'Hara, Leticia Soares, Lisa Avery, Ciaran Bannan, Colm Bergin, Richard Harding, Julia Nathanson, Patricia Solomon, Angela M Cheung, Jaimie Vera, Kelly K O'Brien

J Med Internet Res 2026 (Jul 23); 28:e88838

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Medical team collaborating around a table with laptop and charts

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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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Doctor in white coat using a tablet with medical data, stethoscope visible.

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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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Man wearing VR headset, woman explains virtual reality experience

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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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Children playing basketball with a boy in a wheelchair, promoting inclusive sports.

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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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Nurse administering medication to elderly patient in hospital room

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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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Nurse in blue gloves holding elderly patient's hand in wheelchair.

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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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Doctors reviewing patient data on tablet and clipboard

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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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Physical therapist reviews patient progress on tablet in gym

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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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Nurse explains X-ray to elderly patient in hospital bed

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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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