Advanced Data Analytics in eHealth

Articles published in this theme: 245 (scroll down to load remaining articles)

2026

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Validity and Reliability of the Track-UL Algorithm Compared With Kinovea Software for Measuring Upper-Limb Functional Range of Motion in People After Stroke: Cross-Sectional Observational Study

Hatem Lazem, David Harris, Abi Hall, Thomas C Richards, Phaedra Leveridge, Maedeh Mansoubi, Xiaohan Xu, Paul Newell, Sarah E Lamb, Helen Dawes

JMIR Rehabil Assist Technol 2026 (May 11); 13:e87128

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Early Identification of Mobility Limitations in Community-Dwelling Middle-Aged and Older Adults: Development of a Prediction Model Based on a Prospective Cohort

Alberto Conde Freniche, Wei Hu, Mo Chen, Dantong Wang, Denis Breuillé, Yu-ming Chen

JMIR Aging 2026 (May 11); 9:e77187

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The Actionable Innovation Day Approach: Participatory Model for Advancing Critical Care Innovation

Brett N Hryciw, Cecilia Tran, Rashi Ramchandani, Cameron Love, Christine Caron, Aimee Sarti, Annelise Miller, Suzanne Madore, Michael Chasse, Andy Pan, Simon Didcote, Scott Millington, Heather Galley, Kwadwo Kyeremanteng, Andrew Seely

J Med Internet Res 2026 (May 08); 28:e73614

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Rheumatic Digital Twin: Proposed Machine Learning–Based Multimodal Framework to Inform Clinical Decision-Making

Daniyal Selani, Rachel Knevel, Marcel Reinders, Erik B van den Akker

J Med Internet Res 2026 (May 04); 28:e86763

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Enterocutaneous Fistula–Associated Sepsis and Mortality: Development and Validation of a Multimodal Artificial Intelligence Prediction Model

Hui Li, Jing Chen, Peijun Lin, Youmei Pan, Yawen Cao, Wenfeng Xie

JMIR Med Inform 2026 (Apr 30); 14:e79985

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Beyond Missingness: Systematizing Methods for Comprehensive Data Fitness Assessment in Clinical Research

Hanieh Razzaghi, Kaleigh Wieand, Kimberley L Dickinson, Michael G Kahn, Jason Roy, Clair Blacketer, Dimitri A Christakis, Christopher B Forrest, Jane Greenberg, Harold P Lehmann, Keith A Marsolo, Jennifer Sciolla, Mark G Weiner, Nicole G Weiskopf, L Charles Bailey

J Med Internet Res 2026 (Apr 14); 28:e76398

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Enhancing Model Generalizability in Medical Artificial Intelligence: Systematic Comparison of Categorical Encoding and Sampling Techniques for Imbalanced Data

Chien-wei Chuang, Chung-Kuan Wu, Chao-Hsin Wu, Ben-Chang Shia, Mingchih Chen

JMIR Med Inform 2026 (Apr 13); 14:e75655

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Responsible AI for Predicting Delayed Hospital Discharge Among Older Adults: Development and Evaluation Study for Balancing Accuracy, Equity, and Explainability

Somayeh Ghazalbash, Manaf Zargoush, Sara JT Guilcher, Kerry Kuluski

JMIR Med Inform 2026 (Apr 13); 14:e83244

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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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