Advanced Data Analytics in eHealth

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Articles published in this theme: 304 (scroll down to load remaining articles)

2026

Doctor analyzing liver MRI scan on computer, with anatomical liver models nearby.

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Predicting Cirrhotic Patients’ Transition From Compensated to Decompensated Stage: A Graph-Based Multitask Deep Learning Method

Mohammadsadegh Abolhasani, Da Xu, Paul Jen-Hwa Hu, Ting-Shuo Huang

JMIR Med Inform 2026 (Nov 13); 14:e91693

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Doctor using a tablet for telemedicine, discussing healthcare technology

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OpenPrescribing Hospitals, an Open Access Analytics Platform for Hospital Medicines Use in England: Development and Implementation Study

Louis Fisher, Christopher Wood, Andrew Brown, Richard Croker, Stephen Black, Helen J Curtis, Rose Higgins, Arina Tamborska, Sebastian Bacon, Ben Goldacre, Brian MacKenna, Victoria Speed

JMIR Form Res 2026 (Nov 12); 10:e92041

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Doctor explains holographic medical data to senior patient

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Explainable AI to Guide the Design of Interpretable Prediction Models From High-Dimensional Data, Applied to Falls and Related Injuries in Adults Aged 50 Years or Older: Algorithm Development and Validation

Junyu Yan, Damian Machlanski, Kurt Butler, Panagiotis Dimitrakopoulos, Ewen M Harrison, Bruce Guthrie, Sotirios A Tsaftaris

J Med Internet Res 2026 (Nov 12); 28:e105364

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Tablet displays AI healthcare concepts: human anatomy, data graphs, and neural networks.

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Horizon-Aware Forecasting of Hypertension Prevalence and Mean Total Cholesterol in Chinese Men: Retrospective Leakage-Controlled Benchmark Study Comparing Statistical, Machine-Learning, and Neural Models

Weiguo Lai, Fazli Subhan, Nana Zhou, Jawad Khan

JMIR Med Inform 2026 (Nov 11); 14:e99686

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Nurse stamping document for elderly patient in wheelchair at medical office

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Thirty-Day Readmission Risk Stratification at Hospital Discharge: Single-Center Temporal Validation and Nursing Implementation Readiness Study

Hui-Wen Po, Tzu-Yu Huang, Ying-Chien Chu, Hui-Chen Tsai, Chung-Yu Chen, Chien-Hsin Yang

JMIR Nursing 2026 (Nov 09); 9:e101335

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Two people playing the SAMEN card game, with cards spread on a wooden table.

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Compassion-Focused Implementation of Smartwatches in Acute Mental Health Care: Mixed Method Replicated Single-Case Study

Charlotte M van Lotringen, Tessa Dekkers, Saskia M Kelders, Gerben J Westerhof, Matthijs L Noordzij

JMIR Form Res 2026 (Nov 04); 10:e92279

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Patient in hospital bed with doctors discussing recovery plan

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Development and Validation of a Mixture-of-Experts–Based Model for Postoperative In-Hospital Mortality Risk Assessment: Multicenter Retrospective Study

Shixin Huang, Jinhong Xia, Xixi Nie, Zhuo Zheng, Jiawei Luo

J Med Internet Res 2026 (Nov 04); 28:e92856

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Two women embracing outdoors against a blue sky

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Engagement Patterns and Clinical Outcomes Among Adolescents and Young Adults Enrolled in the Somethings Digital Peer Support Platform: Retrospective Observational Study

Kelsey McAlister, Landry Huffman, Courtney Jewell, Amber W Childs, Evelyn Cox, Jennifer Huberty

JMIR Form Res 2026 (Nov 03); 10:e108377

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Doctor in video call with digital representation of a healthcare network

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Admission Mechanisms for Scalable Federated Health Data Collaboration: Design and Proof-of-Concept Study

Enzo Fenoglio, Marzena Nieroda, Graca Carvalho, Malgorzata Smietanka, Dimitrios Kalogeropoulos, Philip Treleaven

JMIR Med Inform 2026 (Oct 30); 14:e89685

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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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