Advanced Data Analytics in eHealth

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Articles published in 2026 in this theme: 81 (scroll down to load remaining articles)

2026

Elderly woman in wheelchair clutching chest in pain

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Temporal Patterns of Multimorbidity Progression Among Inpatients With a Recorded Hypertension Diagnosis Across Three Counties in Rural Henan, China: Retrospective Cohort Study Using Temporal Network Analysis

Ruihua Feng, Yanna Mao, Xi Wang, Rongmei Liu, Manman Cui, Yifei Wang

JMIR Public Health Surveill 2026 (Oct 23); 12:e93217

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Medical team reviewing brain scan data on a large interactive display in a lab

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Large Language Model–Assisted Semiautomated Data Harmonization Pipeline for the Multiple Chronic Disease Disparities Research Consortium: Framework Development and Comparative Validation Study

Hyelee Kim, Shuang Liang, Kathy Lanier, Sarit Helman, Nancy F Cheng, Niloufar Ameli, Jaysón Davidson, Shivani Mehta, Yulin Hswen, Catherine E Oldenburg, Kim F Rhoads, Edwin D Charlebois, Stuart A Gansky, William Brown III

JMIR AI 2026 (Oct 22); 5:e93996

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Person viewing a complex causal inference and intervention analysis flowchart on a laptop screen.

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Stress-Symptom Interaction in Inflammatory Bowel Disease: Longitudinal Digital Phenotyping Study

Zhihong Li, Yiliminuer Ahemai, Zimei Li, Qianqian Du, Wenwen Zheng, Shaohua Wang, Lazier Halimubai, Yan Wang, Yingbin Cai

JMIR Med Inform 2026 (Oct 22); 14:e95854

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Young Black woman looking out a window, appearing thoughtful or sad.

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A Machine Learning–Guided Lyric Analysis Peer Support Intervention (LAPSI) for Psychological Distress in South African Women: Protocol for an Exploratory Sequential Mixed Methods Study

Lucas Banda, Mathildah Mokgatle, Olanrewaju Oladimeji

JMIR Res Protoc 2026 (Oct 21); 15:e90426

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Hands holding a small, white robot resembling a snowman with a red nose.

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Participant Characteristics Associated With Loneliness Reduction During a Digital Social Robot Intervention Among Older Adults Living Alone in Japan: Secondary Analysis of a Randomized Controlled Trial

Hiroshi Murayama, Mai Takase

J Med Internet Res 2026 (Oct 16); 28:e105549

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Pharmacist using a tablet in a well-stocked pharmacy aisle

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A Scalable Predictive Modeling Approach to Duplicate Detection in Pharmacovigilance: Algorithm Development and Validation Study

Jim W Barrett, Nils Erlanson, Joana Félix China, G Niklas Norén

JMIR AI 2026 (Oct 09); 5:e95282

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Doctor discusses CGM data with patient managing diabetes

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Individualized Therapy Optimization for Type 2 Diabetes: Retrospective Study of Model Development, Internal Validation, and Physician Evaluation

Arina Lozhkina, Camillo Dario Piazza, Zeina Gabr, David Herzig, Lia Bally, Andre Jaun, Maurice Rupp

JMIR Form Res 2026 (Oct 09); 10:e92877

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Hands clasped in a therapy session, counselor taking notes in background.

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Comparative Efficacy and Acceptability of Transdiagnostic Psychotherapies for Emotional Disorders: Protocol for a Network Meta-Analysis of Randomized Controlled Trials

Qiaosi Cai, Yihan Zeng, Noelia Jiménez-Orenga, Clara Miguel, Mathias Harrer, Pim Cuijpers, Amanda Díaz-García, Qun Ye

JMIR Res Protoc 2026 (Oct 06); 15:e104791

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Patient undergoing an eye exam with an ophthalmologist and assistants.

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Ocular Factors Affecting AI Diagnosis in Diabetic Retinopathy Screening for Resource-Limited Regions: Cross-Sectional Study

Ying Xue, Xin Hu, Shuaijie Yuan, Junfang Zhang, Hongxia Hu, Shangbo Yang, Rongrong Zhu

J Med Internet Res 2026 (Sep 30); 28:e85181

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Radiologist reviews MRI brain scan on computer screen in medical imaging room

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AI Decision Support for Emergency Triage of Large Vessel Occlusion Using Noncontrast Computed Tomography: Systematic Review and Bayesian Diagnostic Test Accuracy Network Meta-Analysis

Huiqing Zhou, Li Liu, Bolun Fu, Bin Cao, Jiafu Ma, Kun Yang, Yuzhen Bao, Fengyong Yang, Xin Lian

J Med Internet Res 2026 (Sep 24); 28:e105068

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Doctor taking blood pressure reading of a patient's arm with a sphygmomanometer

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Evaluation of a National Health Service Machine-Learning Model for Hypertension Case-Finding: Retrospective Cohort Study

Gloria Ihenetu, Ahmad Alkhatib, Vesselin Novov, Thomas Beaney, Azeem Majeed, Paul Aylin, Thomas Woodcock

J Med Internet Res 2026 (Sep 15); 28:e87084

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Association of Herpes Simplex Virus Type-1 With Dementia Outcomes: Longitudinal Retrospective Cohort Study Using Real-World Electronic Health Record Data

Muhammad Muinul Islam, Randi Foraker, Md Saber Hossain, W David Arnold, Dima Dandachi, Abu Saleh Mohammad Mosa

JMIR Form Res 2026 (Sep 11); 10:e83028

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Two nurses in blue scrubs reviewing patient chart on computer

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Nursing Process Data for Health Care Cost Prediction Using Machine Learning: Longitudinal Study

María Consuelo Company-Sancho, Víctor M González-Chordá, María Isabel Orts-Cortés

JMIR Nursing 2026 (Sep 04); 9:e93638

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Close-up of a person's finger with a drop of blood being tested for glucose levels with a glucometer.

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Markov Decision Process–Based Personalized Follow-Up Planning for Type 2 Diabetes: Retrospective Cohort Study

Silei Chen, Tianyi Liu, Zhonghua Sun, Jian Jia, Dong Hang, Wenhong Zhang

JMIR Med Inform 2026 (Sep 02); 14:e88206

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Infographic on healthcare analytics maturity, HITL-KG framework, and overcoming knowledge loss.

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Health Care Analytics Challenges: A 3-Pillar Framework Connecting Analytics Maturity, Workforce Agility, and Technical Enablement

Samuel Thomas Harrold

Interact J Med Res 2026 (Aug 31); 15:e96541

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Nurse using AI on laptop for healthcare innovation

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Bayesian Analysis of AI-Driven Cost Savings in UK and Australian Health Care Systems: Cross-Sector Implementation Study

Jayanta Sarkar, Sandeep Reddy, Christopher Drovandi

JMIR Med Inform 2026 (Aug 26); 14:e89113

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Woman in face mask coughing into elbow in public

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Health-Seeking Behaviors After Acute Respiratory Infection Among Urban and Rural Residents and Different Age Groups: Cross-Sectional Questionnaire Study

Miao Lai, Ke Yan, Yarong Chen, Dengyu Chen, Sen Xiang, Anqiong Xu, Yao Wang

J Med Internet Res 2026 (Aug 25); 28:e97679

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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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