AI Medical Compendium

Integrating artificial intelligence to enhance inclusive education for students with special needs in Jordan and the UAE: Perspectives of teachers and parents.

Acta psychologica Jan 18, 2026

This study examines the potential of integrating artificial intelligence (AI) into inclusive education practices in Jordan and the UAE, focusing on the perceptions of teachers and parents regarding its role in promoting inclusive classrooms. A mixed-... read more

Deformable Point Cloud Registration-Based Bidirectional Local Distance (DPCR-BLD): A Methodology for Systematic Evaluation and Visualization of Local Disagreements in Clinical Autocontouring.

International journal of radiation oncology, biology, physics Jan 18, 2026

PURPOSE: Variability in autosegmentation can arise from the training data, leading to disagreements with clinical practice. The anisotropic and localized nature of disagreements between 2 contours makes them challenging to evaluate using common metri... read more

OLink proteomic biomarker to predict clinical efficacy of Macaranga sinensis Müll.Arg: A nested case-control study.

Journal of ethnopharmacology Jan 18, 2026

ETHNOPHARMACOLOGICAL RELEVANCE: Despite the fact that herbal medicine has been used for a long time, their clinical application is challenged by unclear active ingredients and poorly understood mechanisms of action, resulting in considerable heteroge... read more

Construction of musculoskeletal quantitative model based on deep learning and study of musculoskeletal relationship in patients with osteoporosis.

Journal of advanced research Jan 18, 2026

INTRODUCTION: Lumbar CT and MRI scans are helpful for osteoporosis (OP) screening. Deep learning enhances the efficiency and accuracy of musculoskeletal quantification for OP screening. OBJECTIVES: To develop a deep learning-based model (UNet3D) for ... read more

From Clusters to Outcomes: Machine Learning-Based Phenotyping in Intermediate-High-Risk Acute Pulmonary Embolism.

Pulmonary circulation Jan 18, 2026

Intermediate-high-risk (IHR) pulmonary embolism (PE) represents a heterogeneous group in whom guideline-based criteria may insufficiently capture biologic and hemodynamic variability relevant to early deterioration. Data-driven phenotyping may improv... read more

Peripheral Nerves in Cancer: Regulatory Roles and Therapeutic Strategies.

MedComm Jan 18, 2026

Cancer neuroscience has emerged as a transformative frontier in oncology research, focusing on the interplay between cancer cells and the nervous system. Cancer cells establish tumorspecific neural networks within tumor tissues via neurotrophic hijac... read more

Machine learning-enabled metabolomics for geographical authentication of Lonicera japonica via UHPLC-Q-TOF-MS/MS and SHAP interpretation.

Food chemistry Jan 18, 2026

Geographical traceability is vital for ensuring the authenticity and quality of food and medicinal plants. Lonicera japonica Thunb. (Jinyinhua, JYH) is widely consumed for its pharmacological and nutritional benefits, yet its quality is strongly orig... read more

Learning frequency-aware graph fraud detection.

Neural networks : the official journal of the International Neural Network Society Jan 18, 2026

Graph Fraud Detection (GFD) has become a critical task in online systems such as financial networks, review platforms, and social media, where fraudulent behaviors are inherently rare and often embedded within benign communities. Graph Neural Network... read more

GIN-transformer based pairwise graph contrastive learning framework.

Neural networks : the official journal of the International Neural Network Society Jan 18, 2026

Resting-state functional magnetic resonance imaging (rs-fMRI) provides critical biomarkers for diagnosing neuropsychiatric disorders such as autism spectrum disorder (ASD) and major depressive disorder (MDD). However, existing deep learning models he... read more

Global inland waters trophic status from space observation: scientific advances and future challenges.

Water research Jan 18, 2026

Inland waters represent a significant share of the global freshwater resources and can have a profound impact on global climate and human well-being. By 2050, the world's population is expected to reach 9.7 billion, and one in four people is expected... read more

Artificial Intelligence Medical Compendium