AI Medical Compendium

An improved Pix2PixGAN sample generation method for SAR oil spill detection.

Marine pollution bulletin Jul 17, 2026

Marine oil spills pose serious threats to marine ecosystems and coastal socio-economic systems, while the scarcity of annotated SAR oil-spill samples limits the training and generalization of deep learning-based detection models. To address this prob... read more

System for activity-aware fatigue evaluation (SAFE) framework: Predictive fatigue modelling for occupational tasks.

Applied ergonomics Jul 17, 2026

The SAFE (System for Activity-aware Fatigue Evaluation) framework integrates wearable sensing, biomechanical modelling, and task detection to enable monitoring of operator endurance and ergonomic risk. In this feasibility study, the framework was eva... read more

Managing Dental Appointment No-Shows: A Systematic Review of Machine Learning Applications.

International dental journal Jul 17, 2026

BACKGROUND: Missed appointments, commonly referred to as no-shows, are a persistent operational challenge in dental clinics, resulting in wasted clinical resources, disturbed workflows, and substantial financial losses. Machine learning, a predictive... read more

First-episode psychosis and mood disorder onset in individuals with epilepsy.

Epilepsy & behavior : E&B Jul 17, 2026

BACKGROUND: Psychiatric disorders represent a major burden for patients with epilepsy (PwE). This study examined how demographic, epilepsy-related, and clinical risk factors contribute to the onset of mood and psychotic disorders in epilepsy. METHODS... read more

Deployment process for artificial intelligence applications in radiology practice.

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB) Jul 17, 2026

Successful deployment of medical artificial intelligence (AI) systems should start with formulating clear goals and understanding organisational workflows. Comprehensive deployment planning is advised after identifying a suitable product, preliminary... read more

Radiation-induced erectile dysfunction in prostate cancer: A systematic review of pathophysiology, clinical radiobiology, and predictive modeling.

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB) Jul 17, 2026

BACKGROUND: Radiation-induced erectile dysfunction (RIED) remains one of the most prevalent and distressing late toxicities among prostate cancer survivors. Despite advances in radiation therapy techniques, its underlying mechanisms, dose-response re... read more

Enhancing medical imaging teaching on scoliosis: Efficacy of learning method integrating 3D printing and artificial intelligence technologies.

Journal of medical imaging and radiation sciences Jul 17, 2026

BACKGROUND: In scoliosis imaging education, the traditional lecture-based learning model can lead to low student engagement and present challenges in developing clinical thinking abilities and diagnostic skills. This study aims to evaluate the effect... read more

Editorial for "RadiolGAN: Multicenter Feasibility Study of Synthetic CT From 3D Ultra-Short Echo Time MRI for Enhanced Pulmonary Radiologic Sign Visualization".

Journal of magnetic resonance imaging : JMRI Jul 17, 2026

Off-target effects of DREADD ligands revealed by an anesthesia emergence paradigm in mice.

Cell reports methods Jul 17, 2026

Designer receptors exclusively activated by designer drugs (DREADDs) enable reversible control of specific neural circuits, but the pharmacological neutrality of their ligands is increasingly questioned. Here, we introduce an anesthesia emergence par... read more

Predicting gait and timed up and go time using foot-tapping test and accelerometer.

Physiological measurement Jul 17, 2026

Gait and the Timed Up and Go (TUG) time are the two tests that are widely used to assess functional mobility; however, their administration requires space and trained personnel, limiting feasibility for routine assessment. A brief, seated foot-tappin... read more

Artificial Intelligence Medical Compendium