AIMC Topic: Deep Learning

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Deep Learning-Based Early Warning Systems in Hospitalized Patients at Risk of Code Blue Events and Length of Stay: Retrospective Real-World Implementation Study.

JMIR medical informatics Aug 22, 2025
BACKGROUND: In hospitals, Code Blue is an emergency that refers to a patient requiring immediate resuscitation. Over 85% of patients with cardiopulmonary arrest exhibit abnormal vital sign trends prior to the event. Continuous monitoring and accurate...
Humans Algorithms Female Hospitalization Aged Retrospective Studies Electronic Health Records Heart Arrest Early Warning Score Deep Learning Male Middle Aged Length of Stay Cardiopulmonary Resuscitation
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Performance of deep learning models for the classification and object detection of different oral white lesions using photographic images.

Scientific reports Aug 22, 2025
Computer vision adjunctive technology for oral lesion diagnoses has been developed to detect and identify Oral Potentially Malignant Disorders (OPMDs) and non-OPMDs. The early detection of OPMDs can reduce the risk of oral cancer development, improvi...
Leukoplakia, Oral Mouth Neoplasms Photography Humans Deep Learning Image Processing, Computer-Assisted Neural Networks, Computer
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Deep unrolled primal dual network for TOF-PET list-mode image reconstruction.

Physics in medicine and biology Aug 22, 2025
Time-of-flight (TOF) information provides more accurate location data for annihilation photons, thereby enhancing the quality of positron emission tomography (PET) reconstruction images and reducing noise. List-mode reconstruction has a significant a...
Positron-Emission Tomography Algorithms Time Factors Signal-To-Noise Ratio Deep Learning Image Processing, Computer-Assisted Phantoms, Imaging
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AI-Driven Integration of Deep Learning With Lung Imaging, Functional Analysis, and Blood Gas Metrics for Perioperative Hypoxemia Prediction.

JMIR medical informatics Aug 22, 2025
This viewpoint article explores the transformative role of artificial intelligence (AI) in predicting perioperative hypoxemia through the integration of deep learning with multimodal clinical data, including lung imaging, pulmonary function tests, an...
Hypoxia Blood Gas Analysis Lung Respiratory Function Tests Humans Deep Learning Artificial Intelligence
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From Consensus to Standardization: Evaluating Deep Learning for Nerve Block Segmentation in Ultrasound Imaging.

A&A practice Aug 22, 2025
BACKGROUND: Deep learning can automate nerve identification by learning from expert-labeled examples to detect and highlight nerves in ultrasound images. This study aims to evaluate the performance of deep-learning models in identifying nerves for ul...
Humans Neural Networks, Computer Consensus Nerve Block Deep Learning Ultrasonography, Interventional Ultrasonography
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Progressive decomposition of infrared and visible image fusion network with joint transformer and Resnet.

PloS one Aug 22, 2025
The objective of image fusion is to synthesize information from multiple source images into a single, high-quality composite that is information-rich, thereby enhancing both human visual interpretation and machine perception capabilities. This proces...
Infrared Rays Deep Learning Neural Networks, Computer Humans Image Processing, Computer-Assisted Algorithms
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Deep learning model for predicting extraprostatic extension of prostate cancer based on H&E-stained biopsy digital images.

Annals of medicine Aug 21, 2025
BACKGROUND: To develop and validate a deep learning pipeline using prostate biopsy H&E slides to predict extraprostatic extension (EPE) in prostate cancer (PCa) patients.
Prostatectomy Prostate Biopsy Aged Male Deep Learning Prostatic Neoplasms Middle Aged Humans
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Detection of weeds in teff crops using deep learning and UAV imagery for precision herbicide application.

Scientific reports Aug 21, 2025
In Ethiopia, Teff is a vital staple crop, yet its productivity is significantly challenges due to inefficient weed and fertilizer management, threatening food security. Traditional weed control methods rely on manual labor and the indiscriminate appl...
Weed Control Ethiopia Deep Learning Unmanned Aerial Devices Plant Weeds Agriculture Crops, Agricultural Remote Sensing Technology Herbicides
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Development and verification of a convolutional neural network-based model for automatic mandibular canal localization on multicenter CBCT images.

BMC oral health Aug 21, 2025
OBJECTIVES: Development and verification of a convolutional neural network (CNN)-based deep learning (DL) model for mandibular canal (MC) localization on multicenter cone beam computed tomography (CBCT) images.
Humans Neural Networks, Computer Convolutional Neural Networks Mandible Cone-Beam Computed Tomography Deep Learning
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A novel and efficient personalized stress detection technique using a deep learning model.

Scientific reports Aug 21, 2025
Stress is a type of mental tension or escalated psycho-physiological state of the human body caused by a problematic situation. It majorly affects adults and elders, which further leads to chronic health problems and heart-related diseases. Various t...
Social Media Algorithms Deep Learning Humans Stress, Psychological
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