Machine Learning
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2026
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Articles published in this theme: 2261 (scroll down to load remaining articles)
2026
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A Deep Neural Network for Interpreting Wearable Electrocardiogram Data in Atrial Fibrillation: Prospective Observational Diagnostic Accuracy Study
Olli A Rantula
Jukka A Lipponen
Jari Halonen
Helena Jäntti
Tuomas T Rissanen
Mika P Tarvainen
Noora S Naukkarinen
Eemu-Samuli Seljola
Onni E Santala
Jagdeep Sedha
Tero J Martikainen
Juha E K Hartikainen
JMIR Mhealth Uhealth 2026 (Apr 23); 14:e82475
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Clinical Model Autophagy: The Risk of Interpretative Drift in Recursive Medical AI
Pei Fan Shih
JMIR Med Inform 2026 (Apr 21); 14:e94813
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Autoencoder-Enhanced Convolutional Neural Networks for Plantar Pressure–Based Gait Pattern Recognition: Model Development and Cross-Validated Evaluation Study
Chuan-Chun Chang
Chi-Wen Lung
Yih-Kuen Jan
Qi-Qian Lu
Yi-You Wang
Yi-Sheng Chen
Ben-Yi Liau
JMIR Form Res 2026 (Apr 21); 10:e88488
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Multimodal Sentiment and Emotion Analysis Framework for Personalized Health Coaching Messages: Proof-of-Concept Study
Muhammad Aiman Md Zuki
Nazlena Mohamad Ali
Jun Kit Chaw
JMIR Form Res 2026 (Apr 21); 10:e79558
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Mortality Prediction Among People Living With HIV on Antiretroviral Therapy in Public Health Facilities in Gondar City Administration, Northwest Ethiopia: Machine Learning–Based Study
Andualem Enyew Gedefaw
Getaye Tizazu Biwota
Abraraw Gebre Mesele
Abraham Keffale Mengistu
Gizaw Hailiye Teferi
JMIR Med Inform 2026 (Apr 20); 14:e78770
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Comparison of Feature Selection Methods in Machine Learning Models of Cancer Information Seeking Among United States Adults: Cross-Sectional Study
Ying Liu
Kesheng Wang
JMIR Med Inform 2026 (Apr 20); 14:e75862
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Exploring Influencing Factors of Medication Adherence Among Chinese Patients With Alzheimer Disease: Delphi Study Informing Future Artificial Intelligence–Supported Interventions
Xinyue Zhang
Rafiq Elmansy
JMIR Form Res 2026 (Apr 17); 10:e89508
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Primary Health Conditions Among Medical Crowdfunding Campaigns in the United States: Natural Language Processing Study
Shaojun Yu
Shu Liu
K Robin Yabroff
Farhad Islami
Fumiko Chino
Jing Zhang
Zhiyuan Zheng
JMIR AI 2026 (Apr 17); 5:e83413
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Research on Risk Transfer Pathways for Lung Cancer Among Middle-Aged and Older Individuals Using Deep Reinforcement Learning: Retrospective Cohort Study
Songjing Chen
Sizhu Wu
JMIR Med Inform 2026 (Apr 15); 14:e74990
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Transfer Learning and Machine Learning for Training Five-Year Survival Prognostic Models in Early Breast Cancer: Development and Validation Study
Lisa Pilgram
Kai Yang
Ana-Alicia Beltran-Bless
Gregory R Pond
Lisa Vandermeer
John Hilton
Marie-France Savard
Andreanne LeBlanc
Lois Shepherd
Bingshu Chen
John MS Bartlett
Karen J Taylor
Jane Bayani
Sarah Barker
Melanie Spears
Cornelis JH van der Velde
Elma Meershoek-Klein Kranenbarg
Luc Dirix
Elizabeth Mallon
Annette Hasenburg
Christos Markopoulos
Lamin Juwara
Fida K Dankar
Mark Clemons
Khaled El Emam
J Med Internet Res 2026 (Apr 14); 28:e88665
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The AudioGene Translational Dashboard for Diagnosing Autosomal Dominant Nonsyndromic Hearing Loss: Phenotypic Data Visualization and Analysis Study
Benjamin DeSollar
Nathan Schaefer
Daniel Walls
Amanda M Odell
Kevin T A Booth
Hela Azaiez
Michael Schnieders
Richard J H Smith
Terry Braun
Thomas Casavant
JMIR Bioinform Biotech 2026 (Apr 14); 7:e85212
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Using Machine Learning to Improve Screening for Oropharyngeal Dysphagia in Hospitalized Versus Primary Care Adult Patients With COVID-19 Disease: Retrospective Observational Study
Cristina Amadó Ruiz
Alberto Martín
Jaume Miró Ramos
Francisco Javier Ruz Torres
Antonio Ruiz
Adil El Haji
Pere Clavé
Omar Ortega
JMIR AI 2026 (Apr 13); 5:e81028
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Integrating Gait Analysis and AI Into Knee Osteoarthritis Care: Protocol for a 3-Phase Participatory Qualitative Study
Owen Ryan Lindsay
Janie L Astephen Wilson
JMIR Res Protoc 2026 (Apr 13); 15:e82860
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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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Web-Based Personalized Machine Learning Recommendations to Enhance Shared Decision-Making in Prostate-Specific Antigen Screening: Randomized Controlled Trial
Yi-Ting Lin
Yen Chun Huang
Chih Kuang Liu
Hsiao-Yun Cho
Mingchih Chen
JMIR Aging 2026 (Apr 13); 9:e83238
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Analysis of Machine Learning–Based Investigation Into Multivariate Factors of Team Performance in Serious Games: Cross-Sectional Retrospective Study
Gruyff Germain Abdul-Rahman
Freark de Lange
Andrej Zwitter
Noman Haleem
JMIR Serious Games 2026 (Apr 13); 14:e83478
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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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Views of People With Psychosis About Algorithm-Based Relapse Prediction and Data Sharing: Qualitative Study
Emily Eisner
Hannah Ball
John Ainsworth
Matteo Cella
Richard J Drake
Daniel Elton
Sophie Faulkner
Kathryn Greenwood
Andrew Gumley
Gillian Haddock
Kimberley M Kendall
Alex Kenny
Tor-Ivar Krogsæter
Jane Lees
Shôn Lewis
Alie Phiri
Matthias Schwannauer
Rebecca Turner
Annabel E L Walsh
James Walters
Til Wykes
Uzma Zahid
Sandra Bucci
J Med Internet Res 2026 (Apr 10); 28:e86753
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Code-Based Versus AutoML Methods for Pill Recognition in Clinical Settings: Comparative Performance Study
Amir Reza Ashraf
Richárd Rádli
Zsolt Vörösházi
András Fittler
JMIR Med Inform 2026 (Apr 10); 14:e79160
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Evaluating Public Sentiment on Attention-Deficit/Hyperactivity Disorder and Autism Spectrum Disorder Compared With Other Mental Health Disorders From Posts on X (Formerly Known as Twitter): Longitudinal Analysis
Vitor Tiosso Batistetti
Facundo G Sanchez
Andrea Varaona
Francisco Lara-Abelenda
Mariana Pinto da Costa
Juan Pablo Chart-Pascual
Alberto Rodriguez-Quiroga
Javier Quintero
Miguel Angel Alvarez-Mon
JMIR Infodemiology 2026 (Apr 09); 6:e74440
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