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

|
|
|

Trending News

Fibromyalgia and Your Teeth

Could a Mitochondrial Enhancer Replace Cymbalta in Fibromyalgia?

New Study Shows Patients are Suffering Due to Hydrocodone Rescheduling

8 Fibromyalgia Diet Disaster Do Overs

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

Neuro-Inflammation and Chronic Pain Link Established: Authors Call for Treatment Trials

Bad Relations: Study Finds Fight or Flight Response Tied to Pain in Fibromyalgia

Successful Travel with Fibromyalgia

Acetyl L-Carnitine and Duloxetine (Cymbalta) Compared for Fibromyalgia

Fibromyalgia Characterized by Altered Gray and White Matter in Brain

 
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 Vitamins and Supplements

Featured Products

Energy NADH™ 12.5mg Energy NADH™ 12.5mg
Improve Energy & Cognitive Function
FibroSleep™ by ProHealth FibroSleep™ by ProHealth
The All-in-One Natural Sleep Aid
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
Fibro Freedom™ Fibro Freedom™
Soothes, strengthens & revitalizes

Natural Remedies

The Remarkable Benefits of Reishi Medicinal Mushrooms The Remarkable Benefits of Reishi Medicinal Mushrooms
Milk Thistle: Trusted Support for Health & Healing in a Toxic World Milk Thistle: Trusted Support for Health & Healing in a Toxic World
Could a B-12 Deficiency Be Causing Your Symptoms? Could a B-12 Deficiency Be Causing Your Symptoms?
The Fast-Acting Solution for Healthy Digestive Function The Fast-Acting Solution for Healthy Digestive Function
Itching to Find Dry Skin Relief? Itching to Find Dry Skin Relief?

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