AIMC Topic: Deep Learning

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A deep learning-based clinical decision support system for glioma grading using ensemble learning and knowledge distillation.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Jul 10, 2025
Gliomas are the most common malignant primary brain tumors, and grading their severity, particularly the diagnosis of low-grade gliomas, remains a challenging task for clinicians and radiologists. With advancements in deep learning and medical image ...
Glioma Neoplasm Grading Ensemble Learning Deep Learning Decision Support Systems, Clinical Reproducibility of Results Brain Neoplasms Humans
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Automated assessment of laparoscopic pattern cutting skills using computer vision and deep learning.

Surgery Jul 10, 2025
BACKGROUND: Pattern cutting assessment in Fundamentals of Laparoscopic Surgery currently relies on manual measurement, which can be time-consuming and prone to variability and human error. An automated, objective assessment system could enhance the e...
Clinical Competence Image Processing, Computer-Assisted Laparoscopy Reproducibility of Results Deep Learning Humans
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Rapid Fluorescence Lifetime Imaging through One-Dimensional Deep Learning Optimization.

Analytical chemistry Jul 10, 2025
Traditional fluorescence lifetime imaging (FLIM) provides valuable quantitative insights for biomedical and molecular biology research, but often relies on computationally intensive datafitting methods to extract meaningful metrics. To address this l...
Alzheimer Disease Animals Optical Imaging Deep Learning Humans Mice Brain
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Non-invasive identification of TKI-resistant NSCLC: a multi-model AI approach for predicting EGFR/TP53 co-mutations.

BMC pulmonary medicine Jul 10, 2025
OBJECTIVES: To investigate the value of multi-model based on preoperative CT scans in predicting EGFR/TP53 co-mutation status.
ErbB Receptors Protein Kinase Inhibitors Drug Resistance, Neoplasm Tumor Suppressor Protein p53 Retrospective Studies Tomography, X-Ray Computed Humans Lung Neoplasms Female Adult Deep Learning Carcinoma, Non-Small-Cell Lung Male Aged China Mutation Middle Aged
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Attention-based multimodal deep learning for interpretable and generalizable prediction of pathological complete response in breast cancer.

Journal of translational medicine Jul 10, 2025
BACKGROUND: Accurate prediction of pathological complete response (pCR) to neoadjuvant chemotherapy has significant clinical utility in the management of breast cancer treatment. Although multimodal deep learning models have shown promise for predict...
Female Reproducibility of Results Breast Neoplasms Middle Aged Adult Magnetic Resonance Imaging Humans Deep Learning Attention Treatment Outcome
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Rprot-Vec: a deep learning approach for fast protein structure similarity calculation.

BMC bioinformatics Jul 10, 2025
BACKGROUND: Predicting protein structural similarity and detecting homologous sequences remain fundamental and challenging tasks in computational biology. Accurate identification of structural homologs enables function inference for newly discovered ...
Computational Biology Software Proteins Protein Conformation Databases, Protein Deep Learning Sequence Analysis, Protein
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Deep knowledge tracing and cognitive load estimation for personalized learning path generation using neural network architecture.

Scientific reports Jul 10, 2025
This paper presents a novel approach for personalized learning path generation by integrating deep knowledge tracing and cognitive load estimation within a unified framework. We propose a dual-stream neural network architecture that simultaneously mo...
Cognition Algorithms Learning Deep Learning Humans Neural Networks, Computer
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Automated tick classification using deep learning and its associated challenges in citizen science.

Scientific reports Jul 10, 2025
Lyme borreliosis and tick-borne encephalitis significantly impact public health in Europe, transmitted primarily by endemic tick species. The recent introduction of exotic tick species into northern Europe via migratory birds, imported animals, and t...
Citizen Science Ticks Humans Deep Learning Lyme Disease Animals
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Deformable detection transformers for domain adaptable ultrasound localization microscopy with robustness to point spread function variations.

Scientific reports Jul 10, 2025
Super-resolution imaging has emerged as a rapidly advancing field in diagnostic ultrasound. Ultrasound Localization Microscopy (ULM) achieves sub-wavelength precision in microvasculature imaging by tracking gas microbubbles (MBs) flowing through bloo...
Humans Algorithms Deep Learning Microscopy Microbubbles Microvessels Ultrasonography Image Processing, Computer-Assisted
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Autoimmune gastritis detection from preprocessed endoscopy images using deep transfer learning and moth flame optimization.

Scientific reports Jul 10, 2025
Gastric Tract Disease (GTD) constitutes a medical emergency, emphasizing the critical importance of early diagnosis and intervention to lessen its severity. Clinical practices often utilize endoscopy-supported examinations for GTD screening. The imag...
Gastritis Autoimmune Diseases Female Deep Learning Humans Image Processing, Computer-Assisted Algorithms
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