Using machine learning to improve mindfulness treatment for chronic low back pain
IMPACT: Integrative Mindfulness-Based Predictive Approach for Chronic low back pain Treatment
This study is looking at how machine learning can help figure out which people with chronic low back pain might get the most benefit from mindfulness-based stress reduction, so we can tailor treatments to help manage their pain better.
Quick facts
| Grant type | NIH-funded research |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Worcester Polytechnic Institute NIH-funded |
| Lab location | 1 site (Worcester, United States) |
| Project ID | NIH-10794463 on NIH RePORTER |
What this research studies
This research investigates how machine learning can help predict which patients will benefit from mindfulness-based stress reduction (MBSR) for chronic low back pain (cLBP). By collecting comprehensive data on various factors such as sleep patterns, heart rate variability, and mental health, the study aims to identify key indicators that influence treatment outcomes. The research will involve a clinical trial with a diverse group of patients suffering from cLBP, aiming to enhance personalized treatment approaches. Ultimately, this approach seeks to improve pain management strategies and outcomes for individuals with chronic pain.
Who could benefit from this research
Good fit: Ideal candidates for this research are adults aged 21 and older who experience chronic low back pain and may benefit from mindfulness-based interventions.
Not a fit: Patients with acute pain conditions or those who do not have chronic low back pain may not receive any benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more effective and personalized treatment options for patients suffering from chronic low back pain.
How similar studies have performed: Previous research has shown promise in using machine learning to tailor treatments for chronic pain, indicating that this approach could be effective.
Where this research is happening
Worcester, United States
- Worcester Polytechnic Institute — Worcester, United States (Active)
Researchers
- Principal investigator: King, Jean a — Worcester Polytechnic Institute
- Study coordinator: King, Jean a
About this research
- This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
- Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
- For full project details, budget, and progress reports, visit the official NIH RePORTER page below.