Advanced Data Analytics in eHealth

Articles published in this theme: 258 (scroll down to load remaining articles)

2026

View image

Beyond Area Under the Receiver Operating Characteristic Curve: Evaluating Predictive Performance Metrics Under Class Imbalance in Real-World Clinical Data

Vanessa das Graças José Ventura, Claudio Moisés Valiense de Andrade, Jussara Marques de Almeida, Bruno Porto Pessoa, Carísi Anne Polanczyk, Guilherme Fonseca do Nascimento, Eric Boersma, Heloisa Reniers Vianna, Katia de Paula Farah, Leonardo Chaves Dutra da Rocha, Marcos André Gonçalves, Milena Soriano Marcolino

JMIR Form Res 2026 (Jun 24); 10:e86379

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Harmonized Dual Deep Learning Architectures for Image-Based Diagnostics of Skin Neglected Tropical Diseases: Benchmark Study via Novel Funnel Framework

Yohannes Minyilu, Mohammed Abebe Yimer, Million Meshesha

JMIR Dermatol 2026 (Jun 23); 9:e91544

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Performance of Deep Learning in Classifying Age-Related Macular Degeneration From Images: Systematic Review and Meta-Analysis

Yu Zhu, Yue Niu, Shangye Sun, Wei Liu, Ying Dou, Yu Guo

J Med Internet Res 2026 (Jun 15); 28:e97174

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

An Evaluation of Pretrained Generative Models for Augmenting Small Health Data: Comparative Modeling Study

Margerie Huet-Dastarac, Fida K Dankar, Dan Liu, Samer El Kababji, Lisa Pilgram, Khaled El Emam

J Med Internet Res 2026 (Jun 15); 28:e88678

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Evaluation of the Importance of Stopping Elderly Accidents, Deaths, and Injuries (STEADI)–Based Factors in Wearable Fall Risk Assessment: Secondary Data Analysis

Nozhan Ghoreishi, Stella Ansah, Jiayu Lu, Wei Lu, Sanghee Moon, Ferdinand Delgado, Diliang Chen

JMIR Mhealth Uhealth 2026 (Jun 09); 14:e93877

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Addressing Data Quality Challenges in Lung Cancer Data Within the Observational Medical Outcomes Partnership Common Data Model: Observational Study

Jens Declerck, Mieke Deschepper, Kirsten Colpaert, Dipak Kalra, Pascal Coorevits

J Med Internet Res 2026 (Jun 08); 28:e90246

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Interpretable Machine Learning Framework for Predicting Major Adverse Cardiovascular Events in Rheumatoid Arthritis Using Electronic Health Records: Multicenter Cohort Study

Wei-Chen Chiang, Guan-Ling Lin, Yu-Chen Liu, Chih-Wei Huang, Phung Anh Nguyen, Yu-Sheng Chang, Jason C Hsu, Der-Ming Liou, Hsuan-Chia Yang

JMIR Form Res 2026 (Jun 05); 10:e91790

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Novel Online Platform for Trauma Care—Integrating Trauma Phenotypes to Optimize the Trauma and Injury Severity Score Model: Retrospective Cohort Study

Jotaro Tachino, Shigeto Seno, Hisatake Matsumoto, Tetsuhisa Kitamura, Shunichiro Nakao, Hiroshi Ogura, Jun Oda

JMIR Med Inform 2026 (Jun 02); 14:e90011

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Interoperable Integration of a National Rare Disease Registry Into a Rare Eye Disease Data Warehouse: Implementation Study

Camille Beluffi Marin, Marilyne Oswald, Laura Ratenet, Matthieu Stoll, Kirsley Chennen, Hélène Dollfus

JMIR Med Inform 2026 (May 26); 14:e79378

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

An In-Hospital Mortality Risk Model for Patients Undergoing Coronary Artery Bypass Grafting Based on Machine Learning: Cohort Study

Kun Zhu, Wenyuan Lu, Shui Liu, Hongyuan Lin, Jianfeng Hou

JMIR Form Res 2026 (May 25); 10:e80671

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Prediction of 30-Day All-Cause Hospital Readmissions Using Limited Structured Electronic Health Record Data: Retrospective Comparative Study

Ritam Ghosh, Dariush Khezrimotlagh, Sara Imanpour, Ilya Shvartsman

JMIR Form Res 2026 (May 22); 10:e83918

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Broadband Access and Ophthalmologist Density in the United States: Cross-Sectional Questionnaire Study

Patrick Akarapimand, John C Lin, Ingrid U Scott, Sally L Baxter

JMIR Public Health Surveill 2026 (May 19); 12:e88473

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Structural Inequalities in Online Health Information Seeking: Cross-National Multilevel Study

Petra Raudenská, Elena Link

J Med Internet Res 2026 (May 19); 28:e88110

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section