Artificial Intelligence Medical Compendium

Explore the latest research on artificial intelligence and machine learning in medicine.

Showing 741 to 750 of 6,689 articles

Spatio-temporal transformer and graph convolutional networks based traffic flow prediction.

Scientific reports Jul 7, 2025
Traffic flow prediction is a core component of intelligent transportation systems, providing accurate decision support for traffic management and urban planning. Traffic flow data exhibits highly complex spatiotemporal characteristics due to the intr... read more 

AG-MS3D-CNN multiscale attention guided 3D convolutional neural network for robust brain tumor segmentation across MRI protocols.

Scientific reports Jul 7, 2025
Accurate segmentation of brain tumors from multimodal Magnetic Resonance Imaging (MRI) plays a critical role in diagnosis, treatment planning, and disease monitoring in neuro-oncology. Traditional methods of tumor segmentation, often manual and labou... read more 
Humans Neural Networks, Computer Brain Neoplasms Deep Learning Convolutional Neural Networks Imaging, Three-Dimensional Magnetic Resonance Imaging

The application of improved AFCNN model for children's psychological emotion recognition.

Scientific reports Jul 6, 2025
Children's mental health has become an increasingly prominent concern in modern education. However, insufficient attention from schools and families to children's psychological and emotional issues has exacerbated the problem. This study proposes a p... read more 
Humans Neural Networks, Computer Female Male Child Emotions Attention

Comparing traditional natural language processing and large language models for mental health status classification: a multi-model evaluation.

Scientific reports Jul 6, 2025
The substantial increase in mental health disorders globally necessitates scalable, accurate tools for detecting and classifying these conditions in digital environments. This study addresses the critical challenge of automated mental health classifi... read more 
Humans Mental Disorders Mental Health Social Media Natural Language Processing Large Language Models

Fault detection in electrical power systems using attention-GRU-based fault classifier (AGFC-Net).

Scientific reports Jul 6, 2025
Fault detection is essential in guaranteeing the reliability, security, and productivity of contemporary technological and industrial systems. Faults that go unnoticed may result in disastrous failures as well as prohibitive downtimes in industries a... read more 

Deep learning driven prediction and comparative study of surrounding rock deformation in high speed railway tunnels.

Scientific reports Jul 6, 2025
To tackle the challenge of discrete and complex monitoring data generated during high-speed rail tunnel construction, this study proposes a hybrid deep learning model for deformation forecasting. Using 300-hour continuous deformation records from mul... read more 

Interpretable machine learning models for survival prediction in prostate cancer bone metastases.

Scientific reports Jul 6, 2025
Prostate cancer bone metastasis (PCBM) is a highly lethal condition with limited survival. Accurate survival prediction is essential for managing these typically incurable patients. However, existing clinical models lack precision. This study seeks t... read more 
Humans Machine Learning Prognosis Aged Male Middle Aged ROC Curve Bone Neoplasms Prostatic Neoplasms SEER Program Proportional Hazards Models Kaplan-Meier Estimate

The impact of China's artificial intelligence development on urban energy efficiency.

Scientific reports Jul 6, 2025
Energy efficiency has become a central concern amidst shifting global economic conditions, intensifying climate variability, and geopolitical tensions that have fundamentally reshaped energy consumption and production patterns. Improving energy effic... read more 

GCSA-ResNet: a deep neural network architecture for Malware detection.

Scientific reports Jul 6, 2025
With the exponential growth in the quantity and complexity of malware, traditional detection methods face severe challenges. This paper proposes GCSA-ResNet, a novel deep learning model that significantly enhances malware detection performance by int... read more 

Investment strategies for renewable energy technologies and harvesting systems in airport operations using spherical fuzzy MCDM models.

Scientific reports Jul 5, 2025
This study presents a novel evaluation framework for prioritizing investment strategies in sustainable airport energy systems by integrating advanced fuzzy decision-making techniques with artificial intelligence-based expert weighting. Specifically, ... read more 
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