The DOI matches its Crossref record; 64 of the 65 references it cites were found in a registry or an index.
Examining the factor structures of the Five Facet Mindfulness Questionnaire and the Self-Compassion Scale.
Open accessAbstract
The five facet mindfulness questionnaire (FFMQ; Baer, Smith, Hopkins, Krietemeyer, & Toney, 2006) and the self-compassion scale (SCS; Neff, 2003) are widely used measures of mindfulness and self-compassion in mindfulness-based intervention research. The psychometric properties of the FFMQ and the SCS need to be independently replicated in community samples and relevant clinical samples to support their use. Our primary aim was to establish the factor structures of the FFMQ and SCS in individuals with recurrent depression in remission, since mindfulness-based cognitive therapy (MBCT) was developed as a treatment for preventing depressive relapse. In order to determine the consistency across populations, we examined the factor structures of the FFMQ and SCS in 3 samples: (1) a convenience sample of adults, (2) a sample of adults who practice meditation, and (3) a sample of adults who suffer from recurrent depression and were recruited to take part in a trial of MBCT. Confirmatory factor analyses (CFAs) showed that a 4-factor hierarchical model of the FFMQ best fits the community sample and the clinical sample but that a 5-factor hierarchical model of the FFMQ best fits the meditator sample. CFA did not endorse the SCS 6-factor hierarchical structure in any of the 3 samples. Clinicians and researchers should be aware of the psychometric properties of the FFMQ to measure mindfulness when comparing meditators and nonmeditators. Further research is needed to develop a more psychometrically robust measure of self-compassion.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Williams et al. (2014) suggested researchers avoid using total scores because the scale did not fit a one-factor structure”
From Effectiveness of Self-Compassion Related Therapies: a Systematic Review and Meta-analysis (2019) · cites this paper as Williams et al. (2014)
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Both the FFMQ and FFMQ-SF have been validated primarily in samples of healthy adults, meditators, and depressive patients [20–26].”
From Psychometric properties of the Chinese version of Five Facet Mindfulness Questionnaire—short form in cancer patients: a Bayesian structural equation modeling approach (2021) · cites this paper as [21]
Experimental — accuracy not yet measuredThe cited source says what the claim attributes to it.
In the citing paper
“Williams, Dalgleish, Karl and Kuyken (2014) argued that the optimal factor structure varied depending on meditation experience, with a four-factor solution being preferred in samples without meditation experience.”
From Psychometric properties of acceptance measures: A systematic review (2019) · cites this paper as Williams, Dalgleish, Karl and Kuyken (2014)
The cited source says what the claim attributes to it.
In the citing paper
“While these two measures were used most often, there are a several of other measures that were commonly used, including the Five Facet Mindfulness Scale ( n = 8, 23.5%) , the Cognitive Fusion Questionnaire ( n = 7, 20.6%), and the Personal Values Questionnaire ( n = 6, 17.6%) (Williams et al., 2014; Gillanders et al., 2013; Ciarrochi et al., 2006).”
From A Scoping Review of Acceptance and Commitment Therapy in Higher Education (2024) · cites this paper as Williams et al., 2014
The cited source says what the claim attributes to it.
In the citing paper
“skala ta jest jednak krytykowana, amożliwość generalizacji uzyskanej przez Neff struktury podawana jest wwątpliwość [25-27].”
From The Polish adaptation of the Self-Compassion Scale Short Form (2024) · cites this paper as [25]
The cited source says what the claim attributes to it.
In the citing paper
“The FFMQ has adequate psychometric properties, including high internal consistency (α = 0.77–0.93; Williams et al., 2014), and has been shown to be valid, reliable, and sensitive to change in clinical populations (Bohlmeijer et al., 2011).”
From Online mindfulness-enhanced cognitive behavioural therapy for anxiety and depression: Outcomes of a pilot trial (2018) · cites this paper as Williams et al., 2014
In the citing paper
“There is controversy over these constructs and their measurement particularly the combining of negative and positive items as a single measure and construct [15, 74, 81, 90, 101, 120].”
From The development of compassionate engagement and action scales for self and others (2017) · cites this paper as [120]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Hu, L., & Bentler, P. M. (1999) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705519909540118 · Cited by 108,788
A new look at the statistical model identification
Akaike, H. (1974) · IEEE Transactions on Automatic Control · doi:10.1109/tac.1974.1100705 · Cited by 51,879
(1998) · Cited by 36,049
Comparative fit indexes in structural models.
Bentler, P. M. (1990) · Psychological Bulletin · doi:10.1037/0033-2909.107.2.238 · Cited by 25,266
Confirmatory factor analysis for applied research
Brown, T. A. (2007) · Choice Reviews Online · doi:10.5860/choice.44-2769 · Cited by 15,621
The benefits of being present: Mindfulness and its role in psychological well-being
Brown, K. W., & Ryan, R. M. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.84.4.822 · Cited by 13,448
Hu, L.-T., & Bentler, P. M. (1998) · Psychological Methods · doi:10.1037/1082-989x.3.4.424 · Cited by 12,298
EQS : structural equations program manual
Bentler, P. M. (1989) · Medical Entomology and Zoology · Cited by 9,669
Schermelleh-Engel, K., Moosbrugger, H., & Müller, H. (2003) · Department of Psychology - University of Koblenz-Landau · doi:10.23668/psycharchives.12784 · Cited by 8,975
Using Self-Report Assessment Methods to Explore Facets of Mindfulness
Baer, R. A., Smith, G. T., Hopkins, J., Krietemeyer, J., & Toney, L. (2006) · Assessment · doi:10.1177/1073191105283504 · Cited by 7,511
(2008) · Medical Entomology and Zoology · Cited by 7,477
Mindfulness: A proposed operational definition.
Bishop, S. R., Lau, M., Shapiro, S., Carlson, L., Anderson, N. D., Carmody, J., Segal, Z. V., Abbey, S., Speca, M., Velting, D., et al. (2004) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.bph077 · Cited by 7,234
(1993) · Cited by 7,136
Marsh, H. W., Hau, K.-T., & Wen, Z. (2004) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem1103_2 · Cited by 6,691
To parcel or not to parcel: Exploring the question, weighing the merits
Little, T. D., Cunningham, W. A., Shahar, G., & Widaman, K. F. (2002) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem0902_1 · Cited by 6,552
The Development and Validation of a Scale to Measure Self-Compassion
NEFF, K. D. (2003) · Self and Identity · doi:10.1080/15298860309027 · Cited by 6,436 · cited 33×
“The SCS was developed using two student samples (Neff, 2003), and the SCS has since been used to measure self-compassion in both clinical and nonclinical adult samples.”
BackgroundMethodResultInfluentialCognitive-Behavioral Treatment of Borderline Personality Disorder
Cary, G. L. (1994) · American Journal of Psychotherapy · doi:10.1176/appi.psychotherapy.1994.48.1.155 · Cited by 6,299
A New Look at the Statistical Model Identification
Akaike, H. (1974) · Springer series in statistics · doi:10.1007/978-1-4612-1694-0_16 · Cited by 4,202
Shapiro, S. L., Carlson, L. E., Astin, J. A., & Freedman, B. (2006) · Journal of Clinical Psychology · doi:10.1002/jclp.20237 · Cited by 4,002
Mindfulness-based stress reduction and health benefits
Grossman, P., Niemann, L., Schmidt, S., & Walach, H. (2004) · Journal of Psychosomatic Research · doi:10.1016/s0022-3999(03)00573-7 · Cited by 3,958
(2005) · Medical Entomology and Zoology · Cited by 3,197
Baer, R. A., Smith, G. T., Lykins, E., Button, D., Krietemeyer, J., Sauer, S., Walsh, E., Duggan, D., & Williams, J. M. G. (2008) · Assessment · doi:10.1177/1073191107313003 · Cited by 2,930
Wherever you go, there you are: Mindfulness meditation in everyday life
Kwee, M. G. T. (1995) · Behaviour Research and Therapy · doi:10.1016/0005-7967(95)90133-7 · Cited by 2,912
Statistically based tests for the number of common factors
Steiger, J. H. (1980) · Medical Entomology and Zoology · Cited by 2,413
Assessment of Mindfulness by Self-Report: The Kentucky Inventory of Mindfulness Skills
Baer, R. A., Smith, G. T., & Allen, K. B. (2004) · Assessment · doi:10.1177/1073191104268029 · Cited by 2,298
Carmody, J., & Baer, R. A. (2008) · Journal of Behavioral Medicine · doi:10.1007/s10865-007-9130-7 · Cited by 1,823
Feldman, G., Hayes, A., Kumar, S., Greeson, J., & Laurenceau, J.-P. (2007) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-006-9035-8 · Cited by 1,630
Self-compassion and adaptive psychological functioning.
Neff, K. D., Kirkpatrick, K. L., & Rude, S. S. (2007) · Journal of Research in Personality · doi:10.1016/j.jrp.2006.03.004 · Cited by 1,627
Chen, F., Curran, P. J., Bollen, K. A., Kirby, J., & Paxton, P. (2008) · Sociological Methods & Research · doi:10.1177/0049124108314720 · Cited by 1,538
Measuring mindfulness—The Freiburg Mindfulness Inventory (FMI)
Walach, H., Buchheld, N., Buttenmüller, V., Kleinknecht, N., & Schmidt, S. (2006) · Personality and Individual Differences · doi:10.1016/j.paid.2005.11.025 · Cited by 1,475
The Toronto Mindfulness Scale: Development and validation
Lau, M. A., Bishop, S. R., Segal, Z. V., Buis, T., Anderson, N. D., Carlson, L., Shapiro, S., Carmody, J., Abbey, S., & Devins, G. (2006) · Journal of Clinical Psychology · doi:10.1002/jclp.20326 · Cited by 1,456
Mindfulness-based stress reduction for health care professionals: results from a randomized trial
Shapiro, S. L., Astin, J. A., Bishop, S. R., & Cordova, M. (2005) · International Journal of Stress Management · doi:10.1037/1072-5245.12.2.164 · Cited by 1,323
Effect of the number of variables on measures of fit in structural equation modeling
Kenny, D. A., & McCoach, D. B. (2003) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem1003_1 · Cited by 1,231
Shapiro, S. L., Brown, K. W., & Biegel, G. M. (2007) · Training and Education in Professional Psychology · doi:10.1037/1931-3918.1.2.105 · Cited by 1,134
Mindfulness-based cognitive therapy for depression
Kumari, D., & Satyapal, N. (2024) · Industrial Psychiatry Journal · doi:10.4103/ipj.ipj_127_24 · Cited by 1,005
The Assessment of Present-Moment Awareness and Acceptance: The Philadelphia Mindfulness Scale
Cardaciotto, L., Herbert, J. D., Forman, E. M., Moitra, E., & Farrow, V. (2008) · Assessment · doi:10.1177/1073191107311467 · Cited by 940
Bohlmeijer, E., Prenger, R., Taal, E., & Cuijpers, P. (2010) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2009.10.005 · Cited by 822
How does mindfulness-based cognitive therapy work?
Kuyken, W., Watkins, E., Holden, E., White, K., Taylor, R. S., Byford, S., Evans, A., Radford, S., Teasdale, J. D., & Dalgleish, T. (2010) · Behaviour Research and Therapy · doi:10.1016/j.brat.2010.08.003 · Cited by 809
Self-citationPiet, J., & Hougaard, E. (2011) · Clinical Psychology Review · doi:10.1016/j.cpr.2011.05.002 · Cited by 807
Mindfulness-based cognitive therapy to prevent relapse in recurrent depression.
Kuyken, W., Byford, S., Taylor, R. S., Watkins, E., Holden, E., White, K., Barrett, B., Byng, R., Evans, A., Mullan, E., et al. (2008) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0013786 · Cited by 770
Self-citationHayes, A. M., & Feldman, G. (2004) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.bph080 · Cited by 759 · cited 4×
“It was developed through factor analyses with the aim of identifying the key facets of mindfulness using items from the five independently developed, theoretically derived, mindfulness scales which were available at the time: Mindfulness Attention Awareness Scale (Brown & Ryan, 2003); Freiburg Mindfulness Inventory (W…”
BackgroundInfluentialExploring self compassion and empathy in the context of mindfulness-based stress reduction (MBSR)
Birnie, K., Speca, M., & Carlson, L. E. (2010) · Stress and Health · doi:10.1002/smi.1305 · Cited by 600
Mindfulness, by any other name…: trials and tribulations of sati in western psychology and science
Grossman, P., & Van Dam, N. T. (2011) · Contemporary Buddhism · doi:10.1080/14639947.2011.564841 · Cited by 548
Nyklíček, I., & Kuijpers, K. F. (2008) · Annals of Behavioral Medicine · doi:10.1007/s12160-008-9030-2 · Cited by 532
Chadwick, P., Hember, M., Symes, J., Peters, E., Kuipers, E., & Dagnan, D. (2008) · British Journal of Clinical Psychology · doi:10.1348/014466508x314891 · Cited by 517
(2013) · Cited by 481
Vøllestad, J., Sivertsen, B., & Nielsen, G. H. (2011) · Behaviour Research and Therapy · doi:10.1016/j.brat.2011.01.007 · Cited by 361
Defining an agenda for future research on the clinical application of mindfulness practice
Dimidjian, S., & Linehan, M. M. (2003) · Clinical Psychology: Science and Practice · doi:10.1093/clipsy.bpg019 · Cited by 334
Bränström, R., Kvillemo, P., Brandberg, Y., & Moskowitz, J. T. (2010) · Annals of Behavioral Medicine · doi:10.1007/s12160-010-9168-6 · Cited by 312
Mindfulness groups for people with psychosis
Chadwick, P., Taylor, K. N., & Abba, N. (2005) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465805002158 · Cited by 292
Bränström, R., Duncan, L. G., & Moskowitz, J. T. (2011) · British Journal of Health Psychology · doi:10.1348/135910710x501683 · Cited by 266
Assessing Goodness of Fit: Simple Rules of Thumb Simply Do Not Work
Nye, C. D., & Drasgow, F. (2010) · Organizational Research Methods · doi:10.1177/1094428110368562 · Cited by 228
McManus, F., Surawy, C., Muse, K., Vazquez-Montes, M., & Williams, J. M. G. (2012) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0028782 · Cited by 179
Dunn, C., Hanieh, E., Roberts, R., & Powrie, R. (2012) · Archives of Women's Mental Health · doi:10.1007/s00737-012-0264-4 · Cited by 178
Hayes, A. M. (2004) · Clinical Psychology Science and Practice · doi:10.1093/clipsy/bph080 · Cited by 152
Dispositional mindfulness moderates the relation between neuroticism and depressive symptoms
Barnhofer, T., Duggan, D. S., & Griffith, J. W. (2011) · Personality and Individual Differences · doi:10.1016/j.paid.2011.07.032 · Cited by 151
Mindfulness‐Based Cognitive Therapy for Nonremitted Patients with Bipolar Disorder
Deckersbach, T., Hölzel, B. K., Eisner, L. R., Stange, J. P., Peckham, A., Dougherty, D. D., Rauch, S. L., Lazar, S. W., & Nierenberg, A. A. (2011) · CNS Neuroscience & Therapeutics · doi:10.1111/j.1755-5949.2011.00236.x · Cited by 140
Pilot study of mindfulness-based cognitive therapy for trainee clinical psychologists
Rimes, K. A., & Wingrove, J. (2011) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465810000731 · Cited by 113 · cited 1×
“…that self-compassion as measured by the SCS can be cultivated through MBIs such as MBCT (Dunn, Hanieh, Roberts, & Powrie, 2012; Kuyken, Watkins, et al., 2010; Rimes & Wingrove, 2011) and MBSR (Birnie, Speca, & Carlson, 2010; Shapiro, Astin, Bishop, & Cordova, 2005; Shapiro, Brown, & Biegel, 2007).”
The Multi-Faceted Nature of Mindfulness
Leary, M. R., & Tate, E. B. (2007) · Psychological Inquiry · doi:10.1080/10478400701598355 · Cited by 112
Exploring the relationship between facets of mindfulness and eating pathology in women
Lavender, J. M., Gratz, K. L., & Tull, M. T. (2011) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2011.555485 · Cited by 83
Bowen, S., & Kurz, A. S. (2012) · Journal of Clinical Psychology · doi:10.1002/jclp.20855 · Cited by 61
Kuyken, W., Byford, S., Byng, R., Dalgleish, T., Lewis, G., Taylor, R., Watkins, E. R., Hayes, R., Lanham, P., Kessler, D., et al. (2010) · Trials · doi:10.1186/1745-6215-11-99 · Cited by 48
Self-citationTeaching Self-Care: Taking Charge of Your Health
Kreitzer, M. J., Sierpina, V. S., & Delagran, L. (2009) · EXPLORE · doi:10.1016/j.explore.2009.05.010 · Cited by 15
A metacognitive model and therapy for generalized anxiety disorder
Wells, A. (1999) · Clinical Psychology & Psychotherapy · doi:10.1002/(sici)1099-0879(199905)6:2
Flagged first, then by citations
1 of the 65 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- First, M. B., Spitzer, R. L., Gibbon, M., & Williams, J. B. W. (2002). Structured clinical interview for DSM-IV-TR axis I disorders, research version, patient edition. (SCID- I/P) New York: Biometrics Research, New York State Psychiatric Institute.
- Kline, R. B. (2005). Principles and practices of structural equation modelling. New York, NY: Guildford Press.
Cited by
Sorted by citations
The Relationship Between Self‐Compassion and Well‐Being: A Meta‐Analysis
Zessin, U., Dickhäuser, O., & Garbade, S. (2015) · Applied Psychology: Health and Well-Being · doi:10.1111/aphw.12051 · Cited by 1,237
What is compassion and how can we measure it? A review of definitions and measures
Strauss, C., Lever Taylor, B., Gu, J., Kuyken, W., Baer, R., Jones, F., & Cavanagh, K. (2016) · Clinical Psychology Review · doi:10.1016/j.cpr.2016.05.004 · Cited by 1,021
Self-citationSelf-compassion: Theory, method, research, and intervention
Neff, K. D. (2023) · Annual Review of Psychology · doi:10.1146/annurev-psych-032420-031047 · Cited by 931
The Self-Compassion Scale is a Valid and Theoretically Coherent Measure of Self-Compassion
Neff, K. D. (2016) · Mindfulness · doi:10.1007/s12671-015-0479-3 · Cited by 805
The development of compassionate engagement and action scales for self and others
Gilbert, P., Catarino, F., Duarte, C., Matos, M., Kolts, R., Stubbs, J., Ceresatto, L., Duarte, J., Pinto-Gouveia, J., & Basran, J. (2017) · Journal of Compassionate Health Care · doi:10.1186/s40639-017-0033-3 · Cited by 527
Metadata
- Authors
- Williams, M. J., Dalgleish, T., Karl, A., & Kuyken, W.
- Affiliations
- University of Exeter (GB)
- MRC Cognition and Brain Sciences Unit (GB)
- Venue
- Psychological Assessment
- Published
- 2014-06
- Volume
- 26
- Issue
- 2
- Pages
- 407-418
- ISSN
- 1040-3590 (ISSN-L)
- 1939-134X
- OpenAlex
- W2141236793
- Cited by
- 321
- References
- 65
- Citations by year
- 2026: 8 · 2025: 17 · 2024: 19 · 2023: 28 · 2022: 32 · 2021: 29 · 2020: 27 · 2019: 26 · 2018: 42 · 2017: 32 · 2016: 34 · 2015: 17 · 2014: 8
- FWCI
- 35.79
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- Psychological Assessment (publishedVersion)
- PubMed (publishedVersion)
- Open Research Exeter (University of Exeter) (submittedVersion)
- Figshare (submittedVersion)
- Funders
- National Institute for Health Research (08/56/01)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- Five Facet Mindfulness Questionnaire, Self-Compassion Scale, factor structure, mindfulness, self-compassion, recurrent depression, remission, mindfulness-based cognitive therapy, meditation, psychometric properties, confirmatory factor analysis
- MeSH terms
- Adult, Empathy, Factor Analysis, Statistical, Female, Humans, Male, Middle Aged, Psychometrics, Surveys and Questionnaires, Self Concept, Mindfulness
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review