ProHealth fibromyalgia Vitamin and Natural Supplement Store and Health
Log In  |  My Account  |  View Cart  View Your ProHealth Vitamin and Supplement Shopping Cart
800-366-6056  |  Contact Us  |  Help

|
|
|

Trending News

Where Fibromyalgia and Chronic Fatigue Syndrome Part Ways (and Where They Don't)

Gastrointestinal Problems in Fibromyalgia

Does Fibromyalgia Diet = Deprivation?

The 2013 Fibromyalgia Alternative Diagnostic Criteria: Interpretation for Patients and Providers

Abnormal Cerebral Blood Flow Affects Cognitive Function in Fibromyalgia

Accepting and Surviving Chronic Illness

Fatigue & Fibro Fog: Could You Have a B-12 Deficiency?

Alzheimer's Drug May Benefit Fibromyalgia Patients

Nerves, Estrogen, Dr. Mikovits and Paradoxes: The INTiDYN Approach to Fibromyalgia and Chronic Fatig...

VIDEO: Healthy Eating and Fibromyalgia

 
Print Page
Email Article

A Computer Model Predicts Outcome of Multidisciplinary Pain Program for Fibromyalgia Patients

  [ 1 vote ]   [ Discuss This Article ]
www.ProHealth.com • August 18, 2013


Editor's comment: Artificial neural networks are computer models inspired by actual biological central nervous systems (the brain in particular) that are capable of machine learning and pattern recognition.  In an artificial neural network, simple artificial nodes, called “neurons,” are connected together to form a network which mimics a biological neural network.

An Artificial Neural Network Approach for Predicting Functional Outcome in Fibromyalgia Syndrome after Multidisciplinary Pain Program.

By M. Salgueiro,et al.

Abstract:

OBJECTIVE: The objective of this study was to evaluate the ability of artificial neural networks (ANNs) to predict, on the basis of clinical variables, the response of persons with fibromyalgia syndrome (FMS) to a standard, 4-week interdisciplinary pain program.

DESIGN: The design of this study is retrospective longitudinal.

SETTING: Fibromyalgia outpatient clinic in a tertiary-care general hospital.

SUBJECTS: The subjects of this study include outpatients with FMS.

INTERVENTION: Multidisciplinary pain program including pain pharmacotherapy, cognitive-behavioral therapy, physical therapy, and occupational therapy.

OUTCOME MEASURES: Reliable change (RC) of scores on the Stanford Health Assessment Questionnaire (HAQ), and accuracy of ANNs in predicting RC at discharge or at 6-month follow-up as compared to Logistic Regression.

RESULTS: ANN-based models using the sensory-discriminative and affective-motivational subscales of the McGill Pain Questionnaire, the HAQ disability index, and the anxiety subscale of Hospital Anxiety and Depression Scale at baseline as input variables correctly classified 81.81% of responders at discharge and 83.33% of responders at 6-month follow-up, as well as 100% of nonresponders at either evaluation time-point.

Logistic regression analysis, which was used for comparison, could predict treatment outcome with accuracies of 86.11% and 61.11% at discharge and follow-up, respectively, based on baseline scores on the HAQ and the mental summary component of the Medical Outcomes Study-Short Form 36.

CONCLUSIONS:
Properly trained ANNs can be a useful tool for optimal treatment selection at an early stage after diagnosis, thus contributing to minimize the lag until symptom amelioration and improving tertiary prevention in patients with FMS.

Source: Pain Medicine, August 5, 2013. By M. Salgueiro, X. Basogain, A. Collado, X. Torres, J. Bilbao, F. Doñate, L. Aguilera and J.J. Azkue. Department of Neurosciences, School of Medicine and Dentistry, University of the Basque Country, Leioa, Spain.




Please Discuss This Article:   Post a Comment 



[ Be the first to comment on this article ]




 
Free Chronic Fatigue Syndrome and Fibromyalgia Newsletters
Subscribe to
Our FREE
Newsletter
Subscribe Now!
Receive up-to-date ME/CFS & Fibromyalgia treatment and research news
 Privacy Guaranteed  |  View Archives

Save on Vitamin B-12

Featured Products

Hydroxocobalamin Extreme™ Hydroxocobalamin Extreme™
The B-12 your brain needs for detox & sharpness
B-12 Extreme™ B-12 Extreme™
The Most Potent Vitamin B-12 on Earth
Optimized Curcumin Longvida® by ProHealth Optimized Curcumin Longvida® by ProHealth
Supports Cognition, Memory & Overall Health
Guaifenesin FA™ Guaifenesin FA™
Natural Expectorant Relieves Chest Congestion
Fibro Freedom™ Fibro Freedom™
Soothes, strengthens & revitalizes

Natural Remedies

Broad Spectrum Protection Against Brain Aging Broad Spectrum Protection Against Brain Aging
Fatigue & Fibro Fog: Could You Have a B-12 Deficiency? Fatigue & Fibro Fog: Could You Have a B-12 Deficiency?
The Brain Boosting and Fatigue Fighting B-12 The Brain Boosting and Fatigue Fighting B-12
Running on Empty? Fuel Up with NADH Running on Empty? Fuel Up with NADH
Natural Support for Mood, Sleep and Mental Focus? L-theanine Natural Support for Mood, Sleep and Mental Focus? L-theanine

FIBROMYALGIA RESOURCES
What is Fibromyalgia?
Fibromyalgia 101
Fibromyalgia Symptoms
Fibromyalgia Treatments
| CFS RESOURCES
What is CFS?
ME/CFS 101
ME/CFS Symptoms
ME/CFS Treatments
| FORUMS
Fibromyalgia
ME/CFS
ADVANCED MEDICAL LABS
WHOLESALE  |  AFFILIATES
GUARANTEE
CONTACT US
PRIVACY
RSS
SITE MAP
ProHealth on Facebook  ProHealth on Twitter  ProHealth on Pinterest  ProHealth on Google Plus
Credit Card Processing