Pain Management

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

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Development and validation of a novel model for characterizing migraine outcomes within real-world data.

BACKGROUND: In disease areas with 'soft' outcomes (i.e., the subjective aspects of a medical condition or its management) such as migraine or depression, extraction and validation of real-world evidence (RWE) from electronic health records (EHRs) and other routinely collected data can be challenging due to how the data are collected and recorded. In this study, we aimed to define and validate a sc...

Sep 21 2022 36131249

Predicting Substance Use Treatment Failure with Transfer Learning.

Transfer learning, which involves repurposing a trained model on a related task, may allow for better predictions with substance use data than models that are trained using the target data alone. This approach may also be useful for small clinical datasets. The current study examined a method of classifying substance use treatment success using transfer learning. Transfer learning was used to clas...

Sep 21 2022 36128946
Artificial Intelligence in Spinal Imaging: Current Status and Future Directions.

Spinal maladies are among the most common causes of pain and disability worldwide. Imaging represents an important diagnostic procedure in spinal care...

Sep 16 2022 36141981
HEA-Net: Attention and MLP Hybrid Encoder Architecture for Medical Image Segmentation.

The model, Transformer, is known to rely on a self-attention mechanism to model distant dependencies, which focuses on modeling the dependencies of th...

Sep 16 2022 36146373
Development of an AI-Enabled System for Pain Monitoring Using Skin Conductance Sensoring in Socks.

: Where self-report is unfeasible or observations are difficult, physiological estimates of pain are needed. : Pain-data from 30 healthy adults were g...

Sep 9 2022 36073508
Chronic back pain sub-grouped via psychosocial, brain and physical factors using machine learning.

Chronic back pain (CBP) is heterogenous and identifying sub-groups could improve clinical decision making. Machine learning can build upon prior sub-g...

Sep 7 2022 36071092
Detection Method of Athlete Joint Injury Based on Deep Learning Model.

The research on accurate and intelligent segmentation of knee joint MRI images is of great significance to reduce the work intensity of clinical docto...

Sep 2 2022 36092783
The analgesic efficacy of ultrasound-guided transversus abdominis plane block vs. local anesthetic infiltration technique in major gynecologic surgery: A randomized controlled trial.

BACKGROUND AND AIM: Transversus abdominis plane (TAP) block and local anesthetic infiltration (LAI) technique are used as part of the multimodal analg...

Aug 31 2022 38269169
An Augmented Reality-Assisted Prognostics and Health Management System Based on Deep Learning for IoT-Enabled Manufacturing.

With increasingly advanced Internet of Things (IoT) technology, the composition of workshop equipment has become more and more complex. Based on this,...

Aug 28 2022 36080930
Deep Learning Classification of Treatment Response in Diabetic Painful Neuropathy: A Combined Machine Learning and Magnetic Resonance Neuroimaging Methodological Study.

Functional magnetic resonance imaging (fMRI) has been shown successfully to assess and stratify patients with painful diabetic peripheral neuropathy (...

Aug 26 2022 36018533
Local-feature and global-dependency based tool wear prediction using deep learning.

Evaluation of tool wear is vital in manufacturing system, since early detections on worn-out condition can ensure workpiece quality, improve machining...

Aug 26 2022 36028636
Development of a spontaneous pain indicator based on brain cellular calcium using deep learning.

Chronic pain remains an intractable condition in millions of patients worldwide. Spontaneous ongoing pain is a major clinical problem of chronic pain ...

Aug 18 2022 35982300
Variations in Opioid Use Following Robotic Radical Prostatectomy in South Florida.

Opioid dependency has been a persistent issue in the United States over the past two decades. Increased efforts have been made to reduce opioid presc...

Aug 16 2022 35856823
DeepGrading: Deep Learning Grading of Corneal Nerve Tortuosity.

Accurate estimation and quantification of the corneal nerve fiber tortuosity in corneal confocal microscopy (CCM) is of great importance for disease u...

Aug 1 2022 35245193
Artificial intelligence in spine surgery.

The continuous progress of research and clinical trials has offered a wide variety of information concerning the spine and the treatment of the differ...

Jul 29 2022 35902390
Comparison of Deep Learning Algorithms in Predicting Expert Assessments of Pain Scores during Surgical Operations Using Analgesia Nociception Index.

There are many surgical operations performed daily in operation rooms worldwide. Adequate anesthesia is needed during an operation. Besides hypnosis, ...

Jul 23 2022 35897999
HCTNet: A Hybrid ConvNet-Transformer Network for Retinal Optical Coherence Tomography Image Classification.

Automatic and accurate optical coherence tomography (OCT) image classification is of great significance to computer-assisted diagnosis of retinal dise...

Jul 20 2022 35884345
Four-Class Classification of Neuropsychiatric Disorders by Use of Functional Near-Infrared Spectroscopy Derived Biomarkers.

Diagnosis of most neuropsychiatric disorders relies on subjective measures, which makes the reliability of final clinical decisions questionable. The ...

Jul 20 2022 35891088
Financial Stock Investment Management Using Deep Learning Algorithm in the Internet of Things.

This paper aims to explore a new model to study financial stock investment management (SIM) and obtain excess returns. Consequently, it proposes a fin...

Jul 16 2022 35880062
Robot-assisted vs ultrasonography-guided transversus abdominis plane (TAP) block vs local anaesthesia in urology: results of the UROTAP randomized trial.

OBJECTIVES: To prospectively analyse robotically administered transperitoneal transversus abdominis plane (robot-assisted transversus abdominis plane ...

Jul 12 2022 35727844
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