Advanced Data Analytics in eHealth

Articles published in 2026 in this theme: 23 (scroll down to load remaining articles)

2026

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Artificial Intelligence, Connected Care, and Enabling Digital Health Technologies in Rare Diseases With a Focus on Lysosomal Storage Disorders: Scoping Review

Alberta MC Spreafico, Luca Neri, Kim Angel, Cinzia Maria Bellettato, Maurizio Scarpa

J Med Internet Res 2026 (Apr 02); 28:e73612

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The Impact of Evaluation Strategy on Sepsis Prediction Model Performance Metrics in Intensive Care Data: Retrospective Cohort Study

Dang-Khoa Do, Patrick Rockenschaub, Sebastian Daniel Boie, Oliver Kumpf, Hans-Dieter Volk, Felix Balzer, Falk von Dincklage, Gregor Lichtner

J Med Internet Res 2026 (Mar 24); 28:e72083

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Explainable Machine Learning for Assessing Digital Health Literacy in Older Adults: Validation and Development of a Two-Stage Model Integrating Performance-Based and Self-Assessed Indicators

Choonghee Park, Jiyeon Park, Seora Kim, Ye Seul Bae, Jae-Heon Kang, Tae-Min Kim, Ji-Won Chun

JMIR Med Inform 2026 (Mar 23); 14:e86171

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Deep Learning for Age Estimation and Sex Prediction Using Mandibular-Cropped Cephalometric Images: Comparative Model Development and Validation Study

Vitria Wuri Handayani, Mieke Sylvia Margaretha Amiatun Ruth, Riries Rulaningtyas, Arofi Kurniawan, Bayu Azra Yudhantorro, Ahmad Yudianto

JMIR AI 2026 (Mar 18); 5:e84984

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Machine Learning Prediction of Progression to Dialysis in Patients With Polycystic Kidney Disease: Population-Based Retrospective Cohort Study

Cheng-Hao Chang, Mingchih Chen, Ming-Hsien Tsai, Yen-Chun Huang, Hung-Hsiang Liou, Ben-Chang Shia, Chingying Liang, Yu-Wei Fang

JMIR Med Inform 2026 (Mar 16); 14:e80343

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Data-Driven Phenotyping Reveals Nonuniform Association Between Age and Mortality After Aortic Surgery: Retrospective Cohort Study of UK Biobank Data

Maria Elisabeth Leinweber, Fadi Taher, Miriam Kliewer, Afshin Assadian, Amun Georg Hofmann

JMIR Aging 2026 (Mar 11); 9:e75611

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Psychosis Risk and Generative Artificial Intelligence Use Frequency, Motivations, and Delusion-Like Experiences: Cross-Sectional Survey Study

Benjamin Buck, Anne Julia Maheux

J Med Internet Res 2026 (Mar 05); 28:e85038

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Identifying and Analyzing Bot-Generated Responses in Online Health Care Surveys: Methodological Study

Emily Hamovitch, Kaileah McKellar, Walter P Wodchis

JMIR Med Inform 2026 (Mar 05); 14:e73622

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Machine Learning for Estimating Cardiorespiratory Fitness in Patients With Obesity: Protocol for a Retrospective and Prospective Multicenter Cohort Study

Jarle Berge, Vimala Nunavath, Rikke Aune Asbjørnsen, Heidi Borgeraas, Jens Kristoffer Hertel, Anita Dyb Linge, Inge Groote, Trine Stensrud, Espen Gjevestad, Linda Mathisen, Matthan WA Caan, Martin Paulson, Eva Maria Støa, Jan - Michael Johansen, AI and VO2max Group, Bjørn-Jostein Singstad

JMIR Res Protoc 2026 (Mar 02); 15:e85069

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Association Between Access to Health Information and Frailty in Older Japanese Adults: Web-Based Cross-Sectional Study

Noriko Hori, Jiaqi Li, Yosuke Osuka

Online J Public Health Inform 2026 (Feb 27); 18:e83642

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Ensemble Machine Learning Models for Predicting Patients With High Usage: Model Validation and Economic Impact Analysis

Joshua Kuan Tan, Le Quan, Hao Yi Tan, Su-Yen Goh, Julian Thumboo, Marianne Au, Yong Mong Bee, Jen Hong Tan

JMIR Med Inform 2026 (Feb 20); 14:e77202

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Screening for Clinically Significant Nephrolithiasis Based on Simple Health Checkup Clinical and Urine Parameters in General Populations: Multicenter Machine Learning Study

Hao-Wei Chen, Pei-Siou Wei, Yu-Chen Chen, Jeng-Yih Wu, Chia-I Lin, Yii-Her Chou, Yung-Shun Juan, Wen-Jeng Wu, Chung-Yao Kao, Jung-Ting Lee

JMIR Med Inform 2026 (Feb 19); 14:e80764

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A Comprehensive Approach to Days’ Supply Estimation in a Real-World Prescription Database: Algorithm Development and Validation Study

Maria Malk, Kerli Mooses, Marek Oja, Johannes Holm, Hanna Keidong, Nikita Umov, Sirli Tamm, Sulev Reisberg, Jaak Vilo, Raivo Kolde

Online J Public Health Inform 2026 (Feb 11); 18:e83465

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Predictive Modeling of Preoperative Sleep Disorder Risk in Older Adults by Using Data From Wearable Monitoring Devices: Prospective Cohort Study

Jingjing Li, Binxu Yang, Puzhong Gao, Dan Feng, Xinxin Shao, Xusihong Cai, Shuwen Huang, Yu Huang, Qingde Wa, Jing Zhou

JMIR Form Res 2026 (Feb 11); 10:e79008

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A Novel Customizable Datamart and Tableau Dashboard to Monitor Multiple Enhanced Recovery After Surgery Programs: Development and Validation Study

Sunitha Margaret Singh, Susannah Oster, Efrat Bolze, Aaron Sasson, James Nicholson, Elliott Bennett-Guerrero

JMIR Perioper Med 2026 (Feb 11); 9:e82472

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Reinforcement Learning–Based Digital Therapeutic Intervention for Postprostatectomy Incontinence: Development and Pilot Feasibility Study

Fan Fan, Hao Huang, Jingwen Yan, Chao-Yue Xu, Xiuhua Wu, Chunmei Zhou, Dandan Wen, Hai Huang, Ho Cheung Li, Yihong Qiu

JMIR Cancer 2026 (Feb 06); 12:e83375

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End-to-End Platform for Electrocardiogram Analysis and Model Fine-Tuning: Development and Validation Study

Lucas Bickmann, Lucas Plagwitz, Antonius Büscher, Lars Eckardt, Julian Varghese

J Med Internet Res 2026 (Jan 30); 28:e81116

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Forecasting Waitlist Trajectories for Patients With Metabolic Dysfunction–Associated Steatohepatitis Cirrhosis: A Neural Network Competing Risk Analysis

Gopika Punchhi, Yingji Sun, Eunice Tan, Naomi Khaing Than Hlaing, Chang Liu, Sumeet Asrani, Sirisha Rambhatla, Mamatha Bhat

J Med Internet Res 2026 (Jan 29); 28:e68247

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Development and User-Centered Evaluation of Smart Systems for Loneliness Monitoring in Older Adults: Mixed Methods Study

Yi Zhou, Jessica Rees, Faith Matcham, Ashay Patel, Michela Antonelli, Anthea Tinker, Sebastien Ourselin, Wei Liu

J Med Internet Res 2026 (Jan 28); 28:e81027

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Patient Benefits in the Context of Sepsis-Related AI-Based Clinical Decision Support Systems: Scoping Review

Pascal Raszke, Godwin Denk Giebel, Jürgen Wasem, Michael Adamzik, Hartmuth Nowak, Lars Palmowski, Philipp Heinz, Nina Timmesfeld, Marianne Tokic, Frank Martin Brunkhorst, Nikola Blase

J Med Internet Res 2026 (Jan 26); 28:e76772

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