Data models

Masked Modeling-Based Ultrasound Image Classification Via Self-Supervised Learning

Masked Modeling-Based Ultrasound Image Classification Via Self-Supervised Learning 150 150 IEEE Open Journal of Engineering in Medicine and Biology (OJEMB)
Recently, deep learning-based methods have emerged as the preferred approach for ultrasound data analysis. However, these methods often require large-scale annotated datasets for training deep models, which are not readily… read more

Deep Learning-Based Glucose Prediction Models: A Guide for Practitioners and a Curated Dataset for Improved Diabetes Management

Deep Learning-Based Glucose Prediction Models: A Guide for Practitioners and a Curated Dataset for Improved Diabetes Management 150 150 IEEE Open Journal of Engineering in Medicine and Biology (OJEMB)
Accurate short- and mid-term blood glucose predictions are crucial for patients with diabetes struggling to maintain healthy glucose levels, as well as for individuals at risk of developing the disease.… read more

Guest Editorial Introduction to the Special Section on Image-Guided Therapies

Guest Editorial Introduction to the Special Section on Image-Guided Therapies 150 150 IEEE Open Journal of Engineering in Medicine and Biology (OJEMB)
Numerous medical imaging modalities are clinically available and widely used in disease diagnosis and monitoring therapy response. Imaging data are also increasingly being used for constructing patient-specific computational models to… read more

Expecting the Unexpected: Predicting Panic Attacks From Mood, Twitter, and Apple Watch Data

Expecting the Unexpected: Predicting Panic Attacks From Mood, Twitter, and Apple Watch Data 150 150 IEEE Open Journal of Engineering in Medicine and Biology (OJEMB)
Objective: Panic attacks are an impairing mental health problem that affects 11% of adults every year. Current criteria describe them as occurring without warning, despite evidence suggesting individuals can often… read more

Simulation of Image-Guided Microwave Ablation Therapy Using a Digital Twin Computational Model

Simulation of Image-Guided Microwave Ablation Therapy Using a Digital Twin Computational Model 150 150 IEEE Open Journal of Engineering in Medicine and Biology (OJEMB)
Emerging computational tools such as healthcare digital twin modeling are enabling the creation of patient-specific surgical planning, including microwave ablation to treat primary and secondary liver cancers. Healthcare digital twins… read more