Cited by 24COVID-19 and Mental HealthMindfulness and Compassion InterventionsLong-Term Effects of COVID-19

Health, well-being, and persisting symptoms in the pandemic: What is the role of psychological flexibility?

Open access
McCracken, Lance M., Buhrman, Monica, Badinlou, Farzaneh, Brocki, Karin C.·2022·Journal of Contextual Behavioral Science

Abstract

Finding psychological factors that can reduce the substantial impact of COVID-19 on mental and physical health is important. Here we replicate and expand a previous study regarding the role of psychological flexibility (PF) in this context. We employed a comprehensive and well validated measure of PF and examined its role in relation to health outcomes and persistent post COVID-19 symptoms. 1174 participants completed standardized measures of depression, anxiety, insomnia and the Multidimensional Psychological Flexibility Inventory (MPFI), and reported the presence of persistent symptoms associated with “long COVID.” All PF and psychological inflexibility (PI) facets, except for acceptance, correlated with the three mental health outcomes and with persistent symptoms. PF and PI accounted for significant variance in depression, anxiety, and insomnia after adjusting for background and health status variables. A notable finding was the particularly stronger correlations obtained for the PI facets. Our findings emphasize the potentially mitigating effects of PF on mental ill health, as well as the particularly aggravating effects of PI, in the pandemic context. A novel finding is the significant association of PI with persisting symptoms of COVID. © 2022 The Authors

Integrity signals

Registry

Crossref · 10.1016/j.jcbs.2022.10.003

Cites

29 of 29 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

6 of 16 cited sources checked · 6 supported · 0 flagged

  • Interpretationcitation

    Because this also occurred in prior MPFI research in Italy, it likely is not unique to the Swedish version or setting.

    “The fact that this has happened in previous research with the MPFI in Italy (Pakenham et al., 2020) suggests that this is not a problem specific to the Swedish translation or context.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Pakenham et al., 2020 source
  • Findingown data

    Prediction of insomnia was less successful than depression and anxiety, as variance accounted for by PF and PI facets was much less.

    “Overall, prediction of insomnia was less successful as the variance accounted for in this outcome from the PF and PI facets was much less compared to the results for depression and anxiety.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Ten of 14 correlations between MPFI scores and persistent physical symptoms were significant at p < .001.

    “For persistent physical symptoms ten of 14 correlations were significant at p < .001.”
    Quote in the paperSubstantial claim
  • Findingown data

    Persistent symptoms coefficients in final equations were smaller in PI analyses relative to PF analyses.

    “The coefficients for the persistent symptoms in the final equations also were smaller relative to the equations calculated for PF.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Acceptance showed no correlation with any outcome.

    “The acceptance subscale did not correlate with any of the outcomes.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 16
  • May combine two claims. 19
  • The quote only partly states this claim. 1
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Long COVID involves ongoing symptoms that appear right after COVID-19 infection.

    “Long COVID includes persisting symptoms, following directly after an infection with the COVID-19 virus”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites Crook et al., 2021 source
    • cites Nalbandian et al., 2021 source
  • Classified as probably not a substantial claim.

    Premisecitation

    Certain psychosocial studies point to psychological flexibility as a key target for treating and helping affected individuals recover.

    “Some of these identify psychological flexibility, or the ability to act with openness, awareness, and engagement (Hayes et al., 2006) as an important target in the treatment and recovery of those adversely affected”
    Quote in the paperSubstantial claim3 of 3 sources checked
    • cites Crasta et al., 2020 source
    • cites Daks et al., 2020 source
    • cites Dawson & Golijani-Moghaddam, 2020 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    PHQ-9 has adequate validity and internal consistency.

    “The PHQ-9 has shown to have adequate validity and internal consistency, α = 0.89 (0.88 in the current sample)”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Kroenke et al., 2001 source
    • cites Kroenke & Spitzer, 2002 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The MPFI generally performed well across most aspects.

    “On a practical note the MPFI, newly translated and validated in Swedish, appeared to perform well in most respects”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Among flexibility facets, seven of 24 correlations with persistent symptoms were medium, none large, 13 small or less than small, four.

    “Amongst the flexibility facets seven of 24 correlations were medium-sized, none were large, and the remainder, 13, were small, or less than small, four.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    90.5% of participants were women.

    “Mean age was 47.8 years (SD = 11.5) and 90.5% of participants were women.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Self-as-content significantly predicted depression and anxiety, and inaction did as well.

    “self-as-content was also significant in predicting depression and anxiety, as was inaction.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Total R-square values for PF equations were .54 for depression, .43 for anxiety, and .32 for insomnia.

    “Total R-square values for the equations were respectable at .54 for depression, 0.43 for anxiety and 0.32 for insomnia.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Among inflexibility facets, eight of 24 correlations with persistent symptoms were large, seven medium, nine small.

    “Amongst the inflexibility facets, eight of 24 correlations were large, seven were medium, and nine were small.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Five PF facets (all except acceptance) correlated significantly with persistent post-COVID symptoms, with small correlations.

    “Here five of the PF facets (with the exception of acceptance) correlated significantly with these symptoms, albeit the correlations were small in size.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    PF facets accounted for significant additional variance in depression (7.6%), anxiety (8.1%), and insomnia (3.0%) after adjusting for background, health status, COVID-19 infection, and persistent symptoms.

    “And finally, the variance accounted for by the psychological flexibility facets entered in the final block was significant in each case, including 7.6% for depression, 8.1% for anxiety, and 3.0% for insomnia.”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    PI facets accounted for significant additional variance in depression (18%), anxiety (23%), and insomnia (8%) after adjusting for background, health status, COVID-19 infection, and persistent symptoms.

    “Another difference was in the final block where variance accounted for at entry was substantially greater, 18% for depression, 23% for anxiety, and 8% for insomnia.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The findings imply either that acceptance does not matter here or that the subscale needs improvement.

    “The results obtained suggest either that acceptance is irrelevant in this context, an interpretation that seems unlikely given the weight of evidence to the contrary, or that the subscale requires some revision or refinement.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    The female predominance might stem from recruitment distortion, though the exact reason is unknown.

    “That 90.5% were women may be a result of some kind of distortion in the recruitment process, but the nature of this is unclear.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationown data

    Psychological flexibility is a worthwhile target for improving broad health and well-being during the pandemic, covering both typical effects and long-COVID symptoms.

    “This finding is relevant from a clinical and public health perspective as it indicates that the capacity for psychological flexibility is a target for enhancing health and well-being broadly in the pandemic context, both for the generally expected impacts but also for the unexpected persistent post COVID symptoms.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationown data

    The results strengthen the evidence that psychological flexibility matters for future treatment design in pandemic-related mental health and well-being.

    “Our findings may not be entirely new but add reliability and generality to the evidence base for PF as an important factor in future treatment designs for mental health and well-being in the pandemic context.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Social media recruitment likely yielded a biased sample, perhaps including those most affected or worried.

    “The recruitment via social media seems to have produced a selected sample, possibly a sample of those most affected or most concerned.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Self-report data may be susceptible to bias and distortion.

    “Of course, self-report measures can be open to bias and distortion”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Podsakoff et al., 2003 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Whether the findings generalize remains uncertain pending further research.

    “In any case, generalizability remains a question until further studies are done.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Interventions that increase psychological flexibility could help individuals with complex ongoing mental and physical conditions after COVID-19.

    “It appears that methods to enhance psychological flexibility may also benefit people who suffer with complex persistent mental and physical health conditions following COVID-19.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    An earlier Swedish survey found that 84.5% reported at least one of 25 persistent symptoms, while 49.7% linked one or more to COVID-19.

    “In a previous study including 1482 participants surveyed in Sweden 84.5% reported at least one of 25 persistent symptoms, and 49.7% attributing one or more of these to COVID-19 infection”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Brocki et al., 2022

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Study design and conductcitation

    Swedish version of MPFI has been found reliable with sufficient support for validity.

    “The instrument has been translated and validated in Swedish and this version has been found to be a reliable instrument with sufficient support for validity”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Tabrizi et al., 2022

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    The GAD-7 demonstrated strong psychometric properties in the general population and adequate internal consistency.

    “The GAD-7 has shown strong psychometric properties in the general population, including adequate internal consistency, α = 0.89 (0.89 in the current sample)”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Löwe et al., 2008

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Spitzer et al., 2006 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    ISI has good validity and internal consistency in population-based sample.

    “In a population-based sample the validity and internal consistency were good, α = 0.90 (0.91 in current sample)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bastien et al., 2001 source
  • May combine two claims.

    Study design and conductcitation

    MPFI has adequate validity and reliability.

    “Studies show that MPFI has adequate validity and reliability”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Landi, Pakenham, Crocetti, et al., 2021a, 2021b

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Rolffs et al., 2018 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Persistent symptom measure represents evidence-based list but not validated psychometric instrument.

    “although the persistent symptom measure used in this study represents an evidence-based list of symptoms, it does not constitute a validated psychometric instrument.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Psychological flexibility might protect against poor mental and physical health during the pandemic, while inflexibility might worsen it.

    “Our results are consistent with the growing number of studies, showing that psychological flexibility may play a protective role against poor physical and mental health in the pandemic context, and that inflexibility does the opposite”
    Quote in the paperSubstantial claim
27 of 27
  • The paper relies on this without support.

    The role of psychological flexibility had not been examined in relation to long-COVID symptoms.

    “Importantly, the role of PF has not been addressed in relation to these symptoms.”
  • The paper relies on this without support.

    At the time of the earlier Swedish study, the MPFI had not been successfully translated and validated in Swedish.

    “At the time that the study of PF and mental health in the pandemic was conducted in Sweden this measure had not been successfully translated and validated in Swedish.”
2 of 2

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?

  • Psychological flexibility was found as a predictor of lower levels of insomnia severity.

    “Psychological inflexibility was found as a predictor of higher levels of insomnia severity (Daly-Eichenhardt et al., 2016;El Rafihi-Ferreira et al., 2022;McCracken et al., 2011;McCracken et al., 2021;McCracken et al., 2022;McCracken et al., 2023;Zakiei et al., 2022), whereas psychological flexibility was found as a predictor of lower levels of insomnia severity (McCracken et al., 2022;McCracken et”

    From Psychological inflexibility as a predictor associated with insomnia (2024) · cites this paper as McCracken et al., 2022

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

  • GAD-7 maximum score is too high

    Minor

    Seven items scored from 0 to 3 yield a maximum of 21, not 27.

    Reported 27 · recomputed 21

1 of 1

Cites

Flagged first, then by citations

2 of the 31 references couldn’t be matched to a known paper.

Cited by

Sorted by citations

Authors
McCracken, L. M., Buhrman, M., Badinlou, F., & Brocki, K. C.
Affiliations
Uppsala University (SE)
Corresponding author
Brocki, Karin C.
Venue
Journal of Contextual Behavioral Science
Publisher
Elsevier BV
Published
2022-10
Volume
26
Pages
187-192
ISSN
2212-1447 (ISSN-L)
OpenAlex
W4304688869
Cited by
24
References
31
Citations by year
2026: 4 · 2025: 4 · 2024: 10 · 2023: 6
FWCI
4.57
Type
journal article
Language
en
Open access
Locations
  • Journal of Contextual Behavioral Science (publishedVersion, cc-by)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
  • Uppsala University Publications (Uppsala University) (submittedVersion, other-oa)
Topics
  • Social Sciences › Psychology › Clinical Psychology › COVID-19 and Mental Health
  • Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
  • Health Sciences › Medicine › Neurology › Long-Term Effects of COVID-19
Keywords
psychological flexibility, psychological inflexibility, long COVID, depression, anxiety, insomnia, acceptance, COVID-19 pandemic, mental health

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