AI Medical Compendium

Scanner-integrated reconstruction versus post-processing deep learning for low-count 18F-FDG PET/CT: a comparative clinical evaluation.

EJNMMI physics Jan 31, 2026

OBJECTIVES: To compare two deep learning (DL) approaches for low-count PET/CT: deep progressive reconstruction (DPR), a scanner-integrated reconstruction-level method, and a deep-learning image-domain post-processing enhancement (POST; RaDynPET). MET... read more

GDPooled transformer: glaucoma detection using pooled attention based transformer with attention mechanism.

International ophthalmology Jan 31, 2026

Glaucoma is a common eye disease affecting several people worldwide. Blindness can be avoided with proper treatment and regular examination. Delayed diagnosis of eye disease causes serious damage to the optic nerve, resulting in loss of vision and bl... read more

Artificial intelligence-enabled clinical decision support systems in preadmission testing: a scoping review of risk prediction, triage, and perioperative workflows (2020-2025).

Journal of clinical monitoring and computing Jan 31, 2026

An Optimized Strategy for Brain Tumor Classification Using SO(3) Equivariant Graph Neural Networks with Snow Geese Algorithm in MRI Imaging.

Journal of molecular neuroscience : MN Jan 31, 2026

Brain tumors (BT) are actually an uncontrolled growth of cancer cells inside the body that can be classified into several classes according to their characteristics and accessible therapies. Brain tumors require a thorough examination by medical prof... read more

Experimental and ALO-optimized machine learning interpretable models for pharmaceutical adsorption onto raw bentonite.

Environmental geochemistry and health Jan 31, 2026

Pharmaceutical contamination of aquatic systems poses an increasing environmental concern due to the persistence, bioactivity, and incomplete removal of these compounds by conventional wastewater treatment processes. This study investigates the adsor... read more

Multiclass classification of infections after cervical spine surgery in the elderly: a machine learning approach based on preoperative and perioperative data.

European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society Jan 31, 2026

Performance of an adult-trained AI tool for intracranial hemorrhage detection on head CT in children aged 6-17 years.

Pediatric radiology Jan 31, 2026

BACKGROUND: Most commercially available artificial intelligence (AI) tools in radiology are trained and approved for adult use, creating an access gap for pediatric patients. Intracranial hemorrhage (ICH) detection is a common adult AI application wi... read more

Deep learning for high-resolution magnetic resonance vessel wall imaging: image reconstruction, stenosis diagnosis and plaque calculation.

European radiology Jan 31, 2026

OBJECTIVES: This study developed an automated AI-based method for accurate image reconstruction, stenosis detection and plaque calculation in high-resolution magnetic resonance vessel wall imaging (HR-MRVWI) and compared its performance with radiolog... read more

Predicting suicide attempts in a high-risk clinical cohort of adolescents using machine-learning.

European child & adolescent psychiatry Jan 31, 2026

Emerging ethical duties in AI-mediated research: A case of data sovereignty in applying cross-national regulation.

Accountability in research Jan 31, 2026

BACKGROUND: Artificial intelligence (AI) is reshaping research practices, yet its ethical implications remain under‑examined, particularly in cross‑national contexts. OBJECTIVE: To explore how AI integration into environmental science complicates inf... read more

Artificial Intelligence Medical Compendium