Literature DB >> 21823124

Data mining: comparing the empiric CFS to the Canadian ME/CFS case definition.

Leonard A Jason1, Beth Skendrovic, Jacob Furst, Abigail Brown, Angela Weng, Christine Bronikowski.   

Abstract

This article contrasts two case definitions for myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS). We compared the empiric CFS case definition (Reeves et al., 2005) and the Canadian ME/CFS clinical case definition (Carruthers et al., 2003) with a sample of individuals with CFS versus those without. Data mining with decision trees was used to identify the best items to identify patients with CFS. Data mining is a statistical technique that was used to help determine which of the survey questions were most effective for accurately classifying cases. The empiric criteria identified about 79% of patients with CFS and the Canadian criteria identified 87% of patients. Items identified by the Canadian criteria had more construct validity. The implications of these findings are discussed.
© 2011 Wiley Periodicals, Inc.

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Year:  2011        PMID: 21823124      PMCID: PMC3228898          DOI: 10.1002/jclp.20827

Source DB:  PubMed          Journal:  J Clin Psychol        ISSN: 0021-9762


  17 in total

1.  Fatigue Scales and Chronic Fatigue Syndrome: Issues of Sensitivity and Specificity.

Authors:  Leonard A Jason; Meredyth Evans; Molly Brown; Nicole Porter; Abigail Brown; Jessica Hunnell; Valerie Anderson; Athena Lerch
Journal:  Disabil Stud Q       Date:  2011

2.  The MOS 36-item short-form health survey (SF-36). I. Conceptual framework and item selection.

Authors:  J E Ware; C D Sherbourne
Journal:  Med Care       Date:  1992-06       Impact factor: 2.983

3.  The chronic fatigue syndrome: a comprehensive approach to its definition and study. International Chronic Fatigue Syndrome Study Group.

Authors:  K Fukuda; S E Straus; I Hickie; M C Sharpe; J G Dobbins; A Komaroff
Journal:  Ann Intern Med       Date:  1994-12-15       Impact factor: 25.391

4.  Data mining with decision trees for diagnosis of breast tumor in medical ultrasonic images.

Authors:  W J Kuo; R F Chang; D R Chen; C C Lee
Journal:  Breast Cancer Res Treat       Date:  2001-03       Impact factor: 4.872

5.  A Community-based Study of Prolonged Fatigue and Chronic Fatigue.

Authors:  L A Jason; K M Jordan; J A Richman; A W Rademaker; C F Huang; W McCready; J Shlaes; C P King; D Landis; S Torres; T Haney-Davis; E L Frankenberry
Journal:  J Health Psychol       Date:  1999-01

Review 6.  Symptoms and signs of chronic fatigue syndrome.

Authors:  A L Komaroff; D Buchwald
Journal:  Rev Infect Dis       Date:  1991 Jan-Feb

7.  An examination of the working case definition of chronic fatigue syndrome.

Authors:  A L Komaroff; L R Fagioli; A M Geiger; T H Doolittle; J Lee; R J Kornish; M A Gleit; R T Guerriero
Journal:  Am J Med       Date:  1996-01       Impact factor: 4.965

8.  The Multidimensional Fatigue Inventory (MFI) psychometric qualities of an instrument to assess fatigue.

Authors:  E M Smets; B Garssen; B Bonke; J C De Haes
Journal:  J Psychosom Res       Date:  1995-04       Impact factor: 3.006

9.  Chronic fatigue syndrome--a clinically empirical approach to its definition and study.

Authors:  William C Reeves; Dieter Wagner; Rosane Nisenbaum; James F Jones; Brian Gurbaxani; Laura Solomon; Dimitris A Papanicolaou; Elizabeth R Unger; Suzanne D Vernon; Christine Heim
Journal:  BMC Med       Date:  2005-12-15       Impact factor: 8.775

10.  Prevalence of chronic fatigue syndrome in metropolitan, urban, and rural Georgia.

Authors:  William C Reeves; James F Jones; Elizabeth Maloney; Christine Heim; David C Hoaglin; Roumiana S Boneva; Marjorie Morrissey; Rebecca Devlin
Journal:  Popul Health Metr       Date:  2007-06-08
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  16 in total

1.  Minimum data elements for research reports on CFS.

Authors:  Leonard A Jason; Elizabeth R Unger; Jordan D Dimitrakoff; Adam P Fagin; Michael Houghton; Dane B Cook; Gailen D Marshall; Nancy Klimas; Christopher Snell
Journal:  Brain Behav Immun       Date:  2012-01-28       Impact factor: 7.217

2.  Assessing current functioning as a measure of significant reduction in activity level.

Authors:  Taylor Thorpe; Stephanie McManimen; Kristen Gleason; Jamie Stoothoff; Julia L Newton; Elin Bolle Strand; Leonard A Jason
Journal:  Fatigue       Date:  2016-07-19

3.  Chronic fatigue syndrome versus sudden onset myalgic encephalomyelitis.

Authors:  Leonard A Jason; Meredyth Evans; Abigail Brown; Madison Sunnquist; Julia L Newton
Journal:  J Prev Interv Community       Date:  2015

4.  Factor Analysis of the DePaul Symptom Questionnaire: Identifying Core Domains.

Authors:  Leonard A Jason; Madison Sunnquist; Abigail Brown; Jacob Furst; Marjoe Cid; Jillianna Farietta; Bobby Kot; Craig Bloomer; Laura Nicholson; Yolonda Williams; Rachel Jantke; Julia L Newton; Elin Bolle Strand
Journal:  J Neurol Neurobiol       Date:  2015-09-17

5.  Case definitions integrating empiric and consensus perspectives.

Authors:  Leonard A Jason; Stephanie McManimen; Madison Sunnquist; Abigail Brown; Jacob Furst; Julia L Newton; Elin Bolle Strand
Journal:  Fatigue       Date:  2016-01-19

6.  Chronic Fatigue Syndrome and Myalgic Encephalomyelitis: Toward An Empirical Case Definition.

Authors:  Leonard A Jason; Bobby Kot; Madison Sunnquist; Abigail Brown; Meredyth Evans; Rachel Jantke; Yolonda Williams; Jacob Furst; Suzanne D Vernon
Journal:  Health Psychol Behav Med       Date:  2015

7.  Meta-analysis investigating post-exertional malaise between patients and controls.

Authors:  Abigail Brown; Leonard A Jason
Journal:  J Health Psychol       Date:  2018-07-05

8.  Comparing and Contrasting Consensus versus Empirical Domains.

Authors:  Leonard A Jason; Bobby Kot; Madison Sunnquist; Abigail Brown; Jordan Reed; Jacob Furst; Julia L Newton; Elin Bolle Strand; Suzanne D Vernon
Journal:  Fatigue       Date:  2015-08-26

9.  Are Myalgic Encephalomyelitis and chronic fatigue syndrome different illnesses? A preliminary analysis.

Authors:  Leonard A Jason; Madison Sunnquist; Abigail Brown; Meredyth Evans; Julia L Newton
Journal:  J Health Psychol       Date:  2014-02-07

10.  Examining case definition criteria for chronic fatigue syndrome and myalgic encephalomyelitis.

Authors:  Leonard A Jason; Madison Sunnquist; Abigail Brown; Meredyth Evans; Suzanne D Vernon; Jacob Furst; Valerie Simonis
Journal:  Fatigue       Date:  2014-01-01
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