Pain Management

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

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Biological markers and psychosocial factors predict chronic pain conditions.

Chronic pain is a multifactorial condition presenting significant diagnostic and prognostic challenges. Biomarkers for the classification and the prediction of chronic pain are therefore critically needed. Here, in this multidataset study of over 523,000 participants, we applied machine learning to multidimensional biological data from the UK Biobank to identify biomarkers for 35 medical condition...

May 12 2025 40355673

The Rise of Clinical Decision Support Algorithms in Pain Management 2009-2024.

This paper examines the rise of clinical decision support algorithms used to assess risk in pain management and the opioid industry's influence on their development and implementation. To understand this influence, we conducted a qualitative study of documents related to the development of a tool that relied on artificial intelligence (AI) to suggest modifications in opioid prescribing, called Nar...

May 12 2025 40355787
The interictal transcriptomic map of migraine without aura.

BACKGROUND: The present study aimed to deliver a replicable transcriptomic map of migraine without aura (MO) and its comprehensive, genome- and drug d...

May 12 2025 40350427
Predicting Diabetes Using Machine Learning: A Comparative Study of Classifiers

Diabetes remains a significant health challenge globally, contributing to severe complications like kidney disease, vision loss, and heart issues. T...

Naturalistic acute pain states decoded from neural and facial dynamics.

Pain remains poorly understood in task-free contexts, limiting our understanding of its neurobehavioral basis in naturalistic settings. Here, we use a...

May 11 2025 40350488
Role of Neck Pain in Defining Clinical Trajectories of Outcomes in Patients With Degenerative Cervical Myelopathy: Results of a Novel Machine Learning Algorithm.

Study DesignRetrospective analysis of prospective data.ObjectivesNeck pain represents a crucial factor underscoring a patient's decision to receive su...

May 10 2025 40347099
Machine Learning Clinical Decision Support for Interdisciplinary Multimodal Chronic Musculoskeletal Pain Treatment: Prospective Pilot Study of Patient Assessment and Prognostic Profile Validation.

BACKGROUND: Chronic musculoskeletal pain (CMP) impacts around 20% of people globally, resulting in patients living with pain, fatigue, restricted soci...

May 9 2025 40344193
Editorial Commentary: Deteriorated Quality and Medial Retraction of Tendon Following Acute Traumatic Rotator Cuff Tear Are Predictors of Retear After Arthroscopic Repair.

Rotator cuff tears are a common cause of shoulder pain and dysfunction, affecting up to 33% of the population, and approximately 250,000 arthroscopic ...

May 9 2025 40349803
A Pain Assessment Framework based on multimodal data and Deep Machine Learning methods

From the original abstract: This thesis initially aims to study the pain assessment process from a clinical-theoretical perspective while exploring ...

Development and Validation of Machine Learning Algorithms for Predicting Prolonged Postoperative Opioid Use in Spinal Metastatic Disease.

Introduction: Operative management of spinal metastatic disease is largely for symptom palliation and revolves around the expectation that postoperati...

May 8 2025 40340556
Depolarization block induction via slow NaV1.1 inactivation in Dravet syndrome

Dravet syndrome is a developmental and epileptic encephalopathy, characterized by the early onset of drug-resistant seizures and various comorbiditi...

A Fusion-Guided Inception Network for Hyperspectral Image Super-Resolution

The fusion of low-spatial-resolution hyperspectral images (HSIs) with high-spatial-resolution conventional images (e.g., panchromatic or RGB) has pl...

Modeling supply chain compliance response strategies based on AI synthetic data with structural path regression: A Simulation Study of EU 2027 Mandatory Labor Regulations

In the context of the new mandatory labor compliance in the European Union (EU), which will be implemented in 2027, supply chain enterprises face st...

Small Clips, Big Gains: Learning Long-Range Refocused Temporal Information for Video Super-Resolution

Video super-resolution (VSR) can achieve better performance compared to single image super-resolution by additionally leveraging temporal informatio...

RD-UIE: Relation-Driven State Space Modeling for Underwater Image Enhancement

Underwater image enhancement (UIE) is a critical preprocessing step for marine vision applications, where wavelength-dependent attenuation causes se...

Toward Automated Regulatory Decision-Making: Trustworthy Medical Device Risk Classification with Multimodal Transformers and Self-Training

Accurate classification of medical device risk levels is essential for regulatory oversight and clinical safety. We present a Transformer-based mult...

Pack-PTQ: Advancing Post-training Quantization of Neural Networks by Pack-wise Reconstruction

Post-training quantization (PTQ) has evolved as a prominent solution for compressing complex models, which advocates a small calibration dataset and...

Conversational Agents to Support Pain Management: A Scoping Review.

BACKGROUND: Pain-related conditions are the leading cause of years lived with disability globally. Managing pain presents significant challenges, incl...

May 1 2025 40170347
Research Focus Involving and Trends in Artificial Intelligence for Spinal Pain: A Bibliometric Analysis.

BACKGROUND: Spinal pain is a pervasive global health issue that poses significant challenges because of the disability and economic burden it causes. ...

May 1 2025 40464882
Capturing Conditional Dependence via Auto-regressive Diffusion Models

Diffusion models have demonstrated appealing performance in both image and video generation. However, many works discover that they struggle to capt...

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