Advanced Data Analytics in eHealth

Articles published in 2025 in this theme: 72 (scroll down to load remaining articles)

2025

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Predicting Ultra-High Risk Outcomes Using Linguistic and Acoustic Measures From High-Risk Social Challenge Recordings: mHealth Longitudinal Cohort Exploratory Study

Samuel Ming Xuan Tan, May Yen Lieu, Jun Kai, Zixu Yang, Luke KK, May O Lwin, Jimmy Lee, Wilson Wen Bin Goh

JMIR Form Res 2025 (Dec 30); 9:e75960

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Scalable Big Data Platform With End-to-End Traceability for Health Data Monitoring in Older Adults: Development and Performance Evaluation

Ander Cejudo, Yone Tellechea, Amaia Calvo, Aitor Almeida, Cristina Martín, Andoni Beristain

JMIR Med Inform 2025 (Dec 22); 13:e81701

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Noise-Resilient Bioacoustics Feature Extraction Methods and Their Implications on Audio Classification Performance: Systematic Review

Geofrey Owino, Bernard Shibwabo

JMIR Biomed Eng 2025 (Dec 16); 10:e80089

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Cost-Utility Analysis and Value-Based Pricing of Digital Therapeutics for Pulmonary Rehabilitation in Chronic Respiratory Disease: Economic Evaluation Based on a Randomized Controlled Trial

Hyeonjung Park, Minseol Jang, Daehyun Kim, Chul Kim, Jun Hyeong Song, Ju Hyun Oh, Chin Kook Rhee, Jae Ha Lee, Hee-Eun Choi, Hae Sun Suh

J Med Internet Res 2025 (Dec 15); 27:e73739

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Predicting Metabolic Dysfunction–Associated Fatty Liver Disease Phenotypes Among Adults: 2-Stage Contrastive Learning Method

Sizhe Jasmine Chen, Da Xu, Derek K Hu, Paul Jen-Hwa Hu, Ting-Shuo Huang

JMIR Med Inform 2025 (Dec 12); 13:e75747

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Unsupervised Coverage Sampling to Enhance Clinical Chart Review Coverage for Computable Phenotype Development: Simulation and Empirical Study

Zigui Wang, Jillian H Hurst, Chuan Hong, Benjamin Alan Goldstein

JMIR Med Inform 2025 (Nov 27); 13:e72068

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Predictive Value of Digital Neuropsychological and Gait Assessments on Shunt Outcome in Patients With Idiopathic Normal Pressure Hydrocephalus: Prospective Cohort Study

Hanlin Cai, Keru Huang, Zilong Hao, Na Hu, Hui Gao, Feng Yang, Shiyu Feng, Linyuan Qin, Ruihan Wang, Xiyue Yang, Shan Wang, Qian Liao, Yi Liu, Dong Zhou, Liangxue Zhou, Jiaojiang He, Qin Chen

J Med Internet Res 2025 (Nov 25); 27:e78399

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Multisource Coherence Analysis of the First European Multicenter Cohort Study for Cancer Prevention in People Experiencing Homelessness: Data Quality Study

Antonio Blasco-Calafat, Vicent Blanes-Selva, Tobias Fragner, Ascensión Doñate-Martínez, Tamara Alhambra-Borrás, Julia Gawronska, Lee Smith, Juan M Garcia-Gomez, Igor Grabovac, Carlos Sáez

JMIR Med Inform 2025 (Nov 14); 13:e73596

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Process for Quality Management of Electronic Medical Records–Based Data: Case Study Using Real Colorectal Cancer Data

NaYoung Park, Kyungmin Na, Woongsang Sunwoo, Jeong-Heum Baek, Youngho Lee, Suehyun Lee, Hyekyung Woo

JMIR Med Inform 2025 (Nov 13); 13:e73884

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Estimating 10-Year Cardiovascular Disease Risk in Primary Prevention Using UK Electronic Health Records and a Hybrid Multitask BERT Model: Retrospective Cohort Study

Tianyi Liu, Lei Lu, Yanzhong Wang, Andrew J Krentz, Vasa Curcin

JMIR Med Inform 2025 (Nov 13); 13:e76659

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Beyond Comparing Machine Learning and Logistic Regression in Clinical Prediction Modelling: Shifting from Model Debate to Data Quality

Yanan Hu, Xin Zhang, Valerie Slavin, Yitayeh Belsti, Sofonyas Abebaw Tiruneh, Emily Callander, Joanne Enticott

J Med Internet Res 2025 (Nov 05); 27:e77721

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Comparison of Risk Factors, Their Interaction Patterns, and Scoring Systems for Liver Cancer Between Patients With and Those Without Diabetes: Retrospective Cohort Study Using Electronic Health Records and Tree-Structured Algorithms

Sarah Tsz Yui Yau, Chi Tim Hung, Eman Yee Man Leung, Albert Lee, Eng Kiong Yeoh

JMIR Med Inform 2025 (Oct 27); 13:e72239

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Interpretable Machine Learning Model for Predicting and Assessing the Risk of Diabetic Nephropathy: Prediction Model Study

Yili Wen, Zhiqiang Wan, Huiling Ren, Xu Wang, Weijie Wang

JMIR Med Inform 2025 (Oct 22); 13:e64979

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Probing the Relationship Between Perioperative Complications in Patients With Valvular Heart Disease: Network Analysis Based on Bayesian Network

Wenyuan Lu, Kun Zhu, Zhiliang Gao, Yuanming Li, Hanwei Tang, Cheng Sun, Jianfeng Hou

JMIR Form Res 2025 (Oct 07); 9:e68710

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Implementation Mapping to Identify Best Practices for Implementing Population-Wide Genomic Screening Programs: Protocol for the FOCUS (Facilitating the Implementation of Population-Wide Genomic Screening) Study

Megan Roberts, Jarrod Marable, Kimberly Foss, Cason Whitcomb, Deborah Cragun, Adam Buchanan, Miranda Hallquist, Nathaniel Baker, Rebecca Bosch, Derek W Craig, Ingrid Wagner, Maria Fernandez, Chanita Hughes-Halbert, Caitlin Allen

JMIR Res Protoc 2025 (Oct 07); 14:e73718

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Heterogeneous Network With Multiview Path Aggregation: Drug–Target Interaction Prediction Study Design

Haixue Zhao, Kui Yao, Yunjiong Liu, Chao Che, Lin Tang

JMIR Med Inform 2025 (Oct 02); 13:e74974

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Synthetic Tabular Data Generation Under Horizontal Federated Learning Environments in Acute Myeloid Leukemia: Case-Based Simulation Study

Imanol Isasa, Mikel Catalina, Gorka Epelde, Naiara Aginako, Andoni Beristain

JMIR Med Inform 2025 (Sep 29); 13:e74116

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Clinical Performance Evaluation of an Artificial Intelligence–Based Tool for Predicting the Presence of Obstructive Coronary Artery Disease: Protocol for a Cohort Observational Study

Georgios Rampidis, Evangelos Logaras, Athanasios Samaras, Emmanouil S Rigas, Ilias Kyparissidis-Kokkinidis, Styliana Siakopoulou, Panagiotis-Emmanouil Kartsidis, Konstantinos Kouskouras, George Giannakoulas, Panagiotis Bamidis, Antonios Billis

JMIR Res Protoc 2025 (Sep 25); 14:e67697

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The Development and Growth of the English National Real-Time Syndromic Surveillance Program: Key Developments and Lessons Learned From the First Two Decades

Gillian E Smith, Natalia R Jones, Sally E Harcourt, Sue Smith, Paul Loveridge, Roger A Morbey, Helen E Hughes, Obaghe Edeghere, Daniel Todkill, Sue Ibbotson, Duncan Cooper, Brian McCloskey, Alex J Elliot

J Med Internet Res 2025 (Sep 19); 27:e73373

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Reality Check: The Aspirations of the European Health Data Space Amidst Challenges in Decentralized Data Analysis

Holger Fröhlich, Anne Funck Hansen, Mika Hilvo, Gunther Jansen, Sumit Madan, Sobhan Moazemi, Sanziana Negreanu, Venkata Satagopam, Phil Gribbon, Christian Muehlendyck

J Med Internet Res 2025 (Sep 19); 27:e76491

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