Pain Management

Latest AI and machine learning research in pain management for healthcare professionals.

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CT-Based Machine Learning Radiomics Analysis to Diagnose Dysthyroid Optic Neuropathy.

PURPOSE: To develop CT-based machine learning radiomics models used for the diagnosis of dysthyroid ...

Feb 2025 39968895
Machine learning-enhanced back muscle strength prediction considering lifting condition and individual characteristics.

This study investigated factors influencing back muscle strength, focusing on sex, forearm posture a...

Feb 2025 39967517
Artificial Intelligence Methods for Diagnostic and Decision-Making Assistance in Chronic Wounds: A Systematic Review.

Chronic wounds, which take over four weeks to heal, are a major global health issue linked to condit...

Feb 2025 39969674
Machine learning classification of active viewing of pain and non-pain images using EEG does not exceed chance in external validation samples.

Previous research has demonstrated that machine learning (ML) could not effectively decode passive o...

Feb 2025 39966304
Exploring the Effect of an 8-Week AI-Composed Exercise Program on Pain Intensity and Well-Being in Patients With Spinal Pain: Retrospective Cohort Analysis.

BACKGROUND: Spinal pain, one of the most common musculoskeletal disorders (MSDs), significantly impa...

Feb 2025 39965189
Diabetic peripheral neuropathy detection of type 2 diabetes using machine learning from TCM features: a cross-sectional study.

AIMS: Diabetic peripheral neuropathy (DPN) is the most common complication of diabetes mellitus. Ear...

Feb 2025 39966886
A Multimodal Pain Sentiment Analysis System Using Ensembled Deep Learning Approaches for IoT-Enabled Healthcare Framework.

This study introduces a multimodal sentiment analysis system to assess and recognize human pain sent...

Feb 2025 40006452
A Multimodal Deep Learning Approach to Intraoperative Nociception Monitoring: Integrating Electroencephalogram, Photoplethysmography, and Electrocardiogram.

Monitoring nociception under general anesthesia remains challenging due to the complexity of pain pa...

Feb 2025 40006379
Prediction models for treatment response in migraine: a systematic review and meta-analysis.

BACKGROUND: Migraine is a complex neurological disorder with significant clinical variability, posin...

Feb 2025 39939885
EMBANet: A flexible efficient multi-branch attention network.

Recent advances in the design of convolutional neural networks have shown that performance can be en...

Feb 2025 39951863
Optimized machine learning approaches to combine surface-enhanced Raman scattering and infrared data for trace detection of xylazine in illicit opioids.

Infrared absorption spectroscopy and surface-enhanced Raman spectroscopy were integrated into three ...

Feb 2025 39835803
A Multimodal Consistency-Based Self-Supervised Contrastive Learning Framework for Automated Sleep Staging in Patients With Disorders of Consciousness.

Sleep is a fundamental human activity, and automated sleep staging holds considerable investigationa...

Feb 2025 39471113
Innovative Dual-Decoupling CNN With Layer-Wise Temporal-Spatial Attention for Sensor-Based Human Activity Recognition.

Human Activity Recognition (HAR) is essential for monitoring and analyzing human behavior, particula...

Feb 2025 39475735
Detecting Opioid Use Disorder in Health Claims Data With Positive Unlabeled Learning.

Accurate detection and prevalence estimation of behavioral health conditions, such as opioid use dis...

Feb 2025 40030473
Prevention and management of degenerative lumbar spine disorders through artificial intelligence-based decision support systems: a systematic review.

BACKGROUND: Low back pain is the leading cause of disability worldwide with a significant socioecono...

Feb 2025 39915847
Predicting cognitive decline: Deep-learning reveals subtle brain changes in pre-MCI stage.

BACKGROUND: Mild cognitive impairment (MCI) and preclinical MCI (e.g., subjective cognitive decline,...

Feb 2025 39920001
Machine learning research methods to predict postoperative pain and opioid use: a narrative review.

The use of machine learning to predict postoperative pain and opioid use has likely been catalyzed b...

Feb 2025 39909542
Neural mechanisms, influencing factors and interventions in empathic pain.

Empathic pain, defined as the emotional resonance with the suffering of others, is akin to the obser...

Feb 2025 39914620
GTIGNet: Global Topology Interaction Graphormer Network for 3D hand pose estimation.

Estimating 3D hand poses from monocular RGB images presents a series of challenges, including comple...

Feb 2025 39922160
UTSRMorph: A Unified Transformer and Superresolution Network for Unsupervised Medical Image Registration.

Complicated image registration is a key issue in medical image analysis, and deep learning-based met...

Feb 2025 39321000
A comparative analysis of LSTM models aided with attention and squeeze and excitation blocks for activity recognition.

Human Activity Recognition plays a vital role in various fields, such as healthcare and smart enviro...

Jan 2025 39890983
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