The development & initial validation of the cognitive fusion questionnaire or, “How I learned not...
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Transcript of The development & initial validation of the cognitive fusion questionnaire or, “How I learned not...
The development & initial validation of the cognitive fusion questionnaire
or, “How I learned not to be afraid of factor analysis
and did what I had to do to be published in Behavior Therapy”
Dr. David Gillanders Dr. Helen Bolderston
University of Edinburgh Bournemouth University
Prof. Frank W. BondUniversity of London, Goldsmiths
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Cognitive Fusion & Defusion
• Thoughts themselves are not seen as problematic
• The function of thoughts to lead to action is problematic
• Content plus contextual cueing
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Proxy measures
• Despite the centrality of fusion prior to our measure it was measured using the proxy of ‘believability of thoughts’
• This is a narrow definition of what we mean by defusion / fusion
• So we saw a gap…..
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Item development
• Maria Dempster (2007)
• Prof Frank Bond (University of London, Goldsmiths) & Helen Bolderston (University of Southampton)
• Items generated based on knowledge of the literature, clinical experience and personal experience
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Item development
• Breadth of definition:
dominance of cognitive events in a person’s experience, inability to view cognitive events from a different perspective, reacting emotionally to thoughts, behavior being highly regulated by cognitive events, attempts to control thinking, over analysis of situations, evaluating and judging thought content, as well as aspects of literality and believability.
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Initial item pool
• 42 items from Edinburgh and 27 items from Dorset
• Fusion and defusion wordings
• Positively and negatively keyed
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Initial item pool
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
I get very focussed on distressing thoughts
I feel like my thoughts need to change before I can have a good life
I over-analyse situations to the point where it’s unhelpful to me
My thoughts cause me distress or emotional pain
I get so caught up in my thoughts that I forget what I’m actually doing
I get upset with myself for having certain thoughts
I tend to get very entangled in my thoughtsI need to control the thoughts that come into my head
I tell myself that I shouldn’t be thinking the way I’m thinking
I make judgements about whether my thoughts are good or bad
I find it easy to view my thoughts from a different perspective
I can be aware of my thoughts without necessarily reacting to them
Expert Panel Review
• Initial list of items rated by ACT experts
• Items rated as moderately or highly representative 42 items selected
• Some wording tweaks
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Instruction set and response scale
• General rather than specific• Chose not to offer a time scale• 7 point Likert scale
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Philosophical and conceptual aspects
• Our background in behaviourism
• The odd language of psychometrics – “latent variables”“traits”
• Playing both games or talking two languages?
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Exploratory factor analysis and item reduction using a student sample
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
418; 71%
174;
29%
Female Male
381
173
21 8 9 17 - 24 years25 - 34 years35 - 44 years45 - 55 yearsover 55 years
• UoE students & associates of Maria and David • n = 592
Factor extraction / Item reduction
• Parallel Analysis (Horn, 1965) – suggested 3 factors
• Increasingly stringent factor loadings
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Item reduction
• 2 factors explaining 59.8% of the variance
• 7 fusion scored items and 3 defusion items
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
The interim period: 28 and 13 item versions
• What the article doesn't’t say….
• For several years we collected data with the above versions
• The 10 item version came through the re analysis of data at the end as we wrote up for publication
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Gathering data on diverse samples
• Community adult sample including a sample of prison officers (n = 447)
Lindsey Campbell (NHS Grampian)Louise Tansey (NHS Lothian / NHS
Lanarkshire)Joda Lloyd & Lauraine May (University of
London, Goldsmiths)
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Gathering data on diverse samples
• Work site stress management sample (n = 242)
Paul Flaxman (City University)
Economic and Social Research Council (ESRC grant no: RES-061-0232)
• Multiple sclerosis sample (n = 133)Clive Ferenbach (NHS Fife)
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Gathering data on diverse samples
• Mixed mental health sample (n = 215)Helen Bolderston (University of Southampton)
Penelope Noel (NHS Tayside)Samantha Masely (NHS Grampian)Sian Kerr (NHS Grampian)
• Dementia caregivers (n = 447)Louise Roach (NHS Lothian)
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Investigating the factor structure
• We spent a lot of time exploring if this really was a 2 factor scale
• Theoretically these are two sides of the same coin
• Method Effect or Method Variance (Marsh, 1986)
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
The back and forth with reviewers…
• There were 3 ‘revise and resubmit’ decisions before acceptance on the 4th submission.
• In the end the reviewers asked us to show that the 3 reversed items actually improved the scale.
• We did a series of correlational, regression, CFA analyses…
• We couldn’t provide evidence that the reverse scored items improved the scale
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
The final 7 item scale1. My thoughts cause me distress or emotional pain2. I get so caught up in my thoughts that I am unable
to do the things that I most want to do3. I over-analyse situations to the point where its
unhelpful to me4. I struggle with my thoughts5. I get upset with myself for having certain thoughts6. I tend to get very entangled in my thoughts7. It’s such a struggle to let go of upsetting thoughts
even when I know that letting go would be helpful
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
The final CFA of 7 items
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
CFQ1
CFQ2
CFQ3
CFQ4
CFQ5
CFQ6
CFQ7
e1
e2
e3
e4
e5
e6
e7
Fusion
Factor regression weights:CFQ1 1.000CFQ2 0.955CFQ3 1.224CFQ4 1.210CFQ5 1.151CFQ6 1.203CFQ7 1.394
The final CFA of 7 items
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Sample χ2 df Χ2 ÷ df
CFI IFI RMSEA
Community (n=448)
40.857* 14 2.918 .986 .986 .065
Stress management(n= 242)
44.388* 14 3.171 .971 .971 .095
Mixed mental health(n = 215)
20.333 14 1.452 .991 .991 .046
Multiple Sclerosis(n = 133)
25.852 14 1.847 .983 .983 .101
Dementia Caregivers(n = 219)
45.024* 14 3.216 .962 .963 .101
Psychometric Properties
• F (4,1844) = 96.87, p <.0001
• 1 month test retest reliability: r = .80, p <.001
(Community sample n = 82)The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336
www.ed.ac.uk
Student & Community(n = 1040)
Work stress(n = 242)
Mental Health(n = 215)
Multiple Sclerosis(n = 133)
Dementia caregivers(n = 219)
Mean (SD)22.28a
(8.30)25.84b
(8.52)
34.31c
(8.06)
21.22a
(10.36)
23.48a
(8.24)
Cronbach’s α
.90 .92 .88 .93 .90
Convergent validity
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
AAQII SMS FFMQ KIMS
CFQ .80 -.70 -.50 -.59
n 1020 167 47 78
Mindfulness and acceptance measures
Convergent validity
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
HADSa HADSd BDI-II SCL90-GSI
CFQ .69 .54 .69 .62
n 277 277 77 77
Measures of distress / emotional disturbance
Convergent validity
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Deiner’s
WHOQoL Job satisfaction
VLQ - success
CFQ -.39 -.45 -.42 -.21
n 167 113 144 109
Measures of quality of life, living well, satisfaction
Incremental validity
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Step
Variable β t p R2 R2 change
p
1 Helplessness beliefs (ICQ)
.426 5.384 <.001 .181 .181 <.001
2 Helplessness beliefs (ICQ)
.130 2.328 .021 .655 .474 <.001
AAQ-II .749 13.37 <.001
3 Helplessness beliefs (ICQ)
.116 2.098 .038 .670 .015 .017
AAQ-II .561 5.897 <.001
CFQ .229 2.416 .017
Prediction of distress in multiple sclerosis over and above
helplessness and psychological flexibility
Sensitivity to treatment effects
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Pre
inte
rven
tion
Post
inte
rven
tion
3 m
onth
follo
w u
p0
10
20
30
ACTControl
For the whole sample
Group by time interaction: F(2,113) = 9.998, p <.001,
partial η 2 = .150 (large effect)
So what do we have?
• A brief, psychometrically robust measure that has a theoretically and empirically valid factor structure, across diverse samples, that correlates as it should with other constructs, and has incremental validity in comparison to them, that is stable across time, but sensitive to intervention and that such changes mediate the impact of that intervention.
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
So what do we have?
• A useful tool in the hands of clinicians and researchers
• A good publication in Behavior Therapy
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Reflecting on the process of publication
• We departed from our initial behavioural stand point
• The introduction was totally re-written to talk the psychometric language more clearly
• The scale is very different to how we started
• Broad to narrow
• ‘The data is your friend’
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
Translations
• Currently translated into:Dutch, French, Spanish, German,
Portuguese (European and Brazilian), Japanese, Hebrew, Greek, Turkish, Catalan, Polish, Italian, Farsi, Chinese & Korean.
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
CFQ News
• >2400 views on Scopus
• Cited in 31 papers
• Ongoing studies in our lab in cancer, fear of recurrence, muscle disease, healthy ageing, self help treatment.
• Development of a state version by Helen Bolderston
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk
A scientific development community
• All of this has been possible through the international ACBS community
• www.contextualscience.org
• CFQThe University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336
www.ed.ac.uk
UoE Graduates:Dr Maria DempsterDr Lindsey CampbellDr Sian KerrDr Louise TanseyDr Penelope NoelDr Clive Ferenbach Dr Samantha MaselyDr Louise RoachDr Emma MillerDr Ashleigh SinclairDr Louise KeirCurrent UoE Trainees:Kate RandallShane FordeDr Christopher GrahamVictoria Thomson
External Partners:
Dr Helen Bolderston (Bournemouth University)Prof Frank Bond (U. of London, Goldsmiths)Dr Paul Flaxman (City University, London)Dr Joda Lloyd (U. of London, Goldsmiths)Ms Lauraine May (U. of London, Goldsmiths)Prof Susan Clarke (U. of Bournemouth)Prof Bob Remington (U. of Southampton)
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336 www.ed.ac.uk