Cited by 136Mindfulness and Compassion InterventionsPsychotherapy Techniques and ApplicationsAnxiety, Depression, Psychometrics, Treatment, Cognitive Processes

Acceptance and Commitment Therapy modules: Differential impact on treatment processes and outcomes

Open access
Villatte, Jennifer L., Vilardaga, Roger, Villatte, Matthieu, Plumb Vilardaga, Jennifer C., Atkins, David C., Hayes, Steven C.·2016·Behaviour Research and Therapy

Abstract

A modular, transdiagnostic approach to treatment design and implementation may increase the public health impact of evidence-based psychosocial interventions. Such an approach relies on algorithms for selecting and implementing treatment components intended to have a specific therapeutic effect, yet there is little evidence for how components function independent of their treatment packages when employed in clinical service settings. This study aimed to demonstrate the specificity of treatment effects for two components of Acceptance and Commitment Therapy (ACT), a promising candidate for modularization. A randomized, nonconcurrent, multiple-baseline across participants design was used to examine component effects on treatment processes and outcomes in 15 adults seeking mental health treatment. The ACT OPEN module targeted acceptance and cognitive defusion; the ACT ENGAGED module targeted values-based activation and persistence. According to Tau-U analyses, both modules produced significant improvements in psychiatric symptoms, quality of life, and targeted therapeutic processes. ACT ENGAGED demonstrated greater improvements in quality of life and values-based activation. ACT OPEN showed greater improvements in symptom severity, acceptance, and defusion. Both modules improved awareness and non-reactivity, which were mutually targeted, though using distinct intervention procedures. Both interventions demonstrated high treatment acceptability, completion, and patient satisfaction. Treatment effects were maintained at 3-month follow up. ACT components should be considered for inclusion in a modular approach to implementing evidence-based psychosocial interventions for adults. © 2015 Elsevier Ltd.

Integrity signals

Registry

Crossref · 10.1016/j.brat.2015.12.001

Cites

63 of 63 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

7 of 34 cited sources checked · 5 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    The science-practice gap may reflect a failure of the dominant intervention research paradigm to address implementation factors in usual care.

    “This science-practice gap may reflect a failure of the dominant intervention research paradigm to adequately address factors that influence the implementation of EBPI in usual care (Fairburn & Wilson, 2013; Kazdin & Blase, 2011; Rotheram-Borus, Swendeman, & Chorpita, 2012).”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Fairburn & Wilson, 2013 source
    • cites Kazdin & Blase, 2011 source
    • cites Rotheram-Borus, Swendeman, & Chorpita, 2012 source
  • Findingcitation

    Visual analyses were consistent with previous studies suggesting ACT intervention trends carry over into follow-up assessment phases.

    “Visual analyses were consistent with previous studies suggesting ACT intervention trends carry-over into follow-up assessment phases (Luoma, Kohlenberg, Hayes, & Fletcher, 2012).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Luoma, Kohlenberg, Hayes, & Fletcher, 2012 source
  • Interpretationcitation

    The finding that ACT ENGAGED produced greater quality-of-life improvements despite smaller symptom effects is consistent with ACT's psychological flexibility model distinguishing symptom reduction and well-being.

    “This result is consistent with ACT’s psychological flexibility model, which makes a distinction between symptom reduction and well-being (Hayes et al., 2013).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Hayes et al., 2013 source
  • Findingown data

    ACT OPEN produced greater improvements in defusion than ACT ENGAGED.

    “ACT OPEN showed greater improvements in symptom severity, acceptance, and defusion.”
    Quote in the paperSubstantial claim
  • Findingnone given

    Treatment effects were maintained at 3-month follow-up.

    “Treatment effects were maintained at 3-month follow up.”
    Quote in the paperSubstantial claim
  • May combine two claims. 33
  • Classified as probably not a substantial claim. 28
  • The quote only partly states this claim. 1
  • May combine two claims.

    Premisecitation

    Single case experimental designs provide a pragmatic alternative that can rival randomized controlled trial rigor while requiring fewer participants.

    “Single case experimental designs (SCED) provide a pragmatic alternative that, when well-designed and executed, rival the scientific rigor of randomized controlled trials while requiring far fewer participants (Barlow, Nock, & Hersen, 2008; Smith, 2012; Vilardaga, 2014).”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Barlow, Nock, & Hersen, 2008

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

    • cites Smith, 2012 source
    • cites Vilardaga, 2014 source
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Premisecitation

    Therapists cannot be expected to learn each new treatment package supported by a randomized controlled trial, particularly when many EBPIs share core components and target similar psychological processes, making distinct training in complete treatment packages potentially redundant and unnecessary.

    “Therapists cannot be expected to learn each new treatment package supported by a randomized controlled trial, particularly when many EBPIs share core components and target similar psychological processes, making distinct training in complete treatment packages potentially redundant and unnecessary (Chorpita et al., 2011).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Chorpita et al., 2011 source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Premisecitation

    Modularity is an ideal fit with current trends toward disruptive innovations in EBPIs, as it is patient-centered, responsive to idiographic variables, and maintains a tight link to the evidence base while allowing therapists to select components matching their expertise and feasible in their settings.

    “Modularity is also an ideal fit with current trends toward disruptive innovations in EBPIs, as it is patient-centered, responsive to idiographic variables that influence treatment engagement and response, and maintains a tight link to the evidence base while allowing therapists to select components that match their expertise and are feasible within their practice settings (Rotheram-Borus et al., 2”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Rotheram-Borus et al., 2012 source

      In “Synthesize and Diffuse Common and Robust Elements of EBIs” (page unavailable), the paper describes clinicians using evidence-based practice elements to customize interventions for a person’s characteristics and setting; it also presents a modular intervention as an example of this approach. It does not say that therapists select components to match their own expertise or that modularity specifically responds to individual variables influencing treatment engagement and response. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisecitation

    The contextual behavioral scientific approach that gave rise to ACT is well-suited to modular treatment design and evaluation because both rest on a pragmatic philosophy that lends itself to inductive and iterative methodologies.

    “The contextual behavioral scientific approach that gave rise to ACT (Hayes et al., 2013) is well-suited to modular treatment design and evaluation because both rest on a pragmatic philosophy that lends itself to inductive and iterative methodologies for knowledge development and dissemination.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Hayes et al., 2013 source
  • May combine two claims.

    Findingown data

    In ACT ENGAGED, improvements on the Values Bullseye were large but did not occur until the fourth week of intervention for all participants.

    “First, improvements on the Values Bullseye, though large, did not occur until the fourth week in the intervention phase for all participants in the ACT ENGAGED module, which targeted this process explicitly.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Both modules were viewed as acceptable, with no session rated below 3 and an average TEI score of 4.17 on a 5-point scale.

    “Both modules were viewed as acceptable, with no session rated below 3 and an average score of 4.17 on the 5-point scale of the TEI.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In ACT OPEN, all 7 participants rated treatment average 4 or better, and 50% of sessions received the highest possible score.

    “All 7 participants assigned to the ACT OPEN module rated the treatment with an average score of 4 or better, with 50% of sessions rated with the highest possible score.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In ACT ENGAGED, 75% of the 8 participants rated treatment average 4 or better, and 40% of sessions received the maximum rating.

    “Seventy-five percent of the 8 participants assigned to the ACT ENGAGED module rated the treatment with an average score of 4 or better, with 40% of sessions given the maximum rating.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    ACT OPEN participants showed small improvements at follow-up relative to baseline on the Values Bullseye, not reliably linked to treatment trends, and the omnibus effect was not significant.

    “Participants who received the ACT OPEN module demonstrated small improvements at follow-up relative to baseline scores on the Values Bullseye, though these improvements were not reliably linked to treatment trends and the omnibus treatment effect was not significant.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    All ACT OPEN participants showed substantial improvement in acceptance, with moderately large session-by-session gains and almost no deterioration during the 3-month follow-up.

    “All participants who received the ACT OPEN module showed substantial improvement in acceptance, with moderately large session-by-session gains and almost no deterioration during the 3-month follow-up period.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The ACT OPEN module had a large effect on symptom severity, while ACT ENGAGED showed only moderate improvements.

    “The ACT OPEN module had a large effect on symptom severity, while the ACT ENGAGED module showed only moderate improvements.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Both ACT OPEN and ACT ENGAGED modules were acceptable to adults seeking mental health treatment, with 100% treatment completion and very high patient satisfaction post-treatment and at 3-month follow-up.

    “Both the ACT OPEN and ACT ENGAGED modules were acceptable to adults seeking mental health treatment, demonstrating 100% treatment completion rates and very high levels of patient satisfaction post-treatment and at 3-month follow-up.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    These two cases were the only ones in either condition to become more cognitively fused (Tau = .64, p = .00), less accepting (Tau = .56, p = .00), and fail to improve in reactivity (Tau = .07, p = .71).

    “These were the only cases in either condition to become more cognitively fused (Tau = .64, p = .00) and less accepting of thoughts and feelings (Tau = .56, p = .00), and to fail to show improvement in reactivity (Tau = .07, p = .71).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    No significant between-condition differences were detected for awareness (Tau-U = .02, SE = .20, p = .83) or nonreactivity (Tau-U = .01, SE = .09, p = .93).

    “Between-group analyses detected no significant differences by condition for awareness (Tau-U = .02, SE = .20, p = .83) or nonreactivity (Tau-U = .01, SE = .09, p = .93).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    All participants reported large WHOQoL improvements over baseline, maintained across the three months of follow-up.

    “All participants reported large WHOQoL improvements over baseline and these gains were maintained across the three months of follow-up assessment.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The two cases did not differ at baseline from participants in either condition on demographics, number of past or current diagnoses, symptom severity, or any process measure.

    “These cases did not differ from participants in either condition at baseline on any demographic variable, number of past or current diagnoses, symptom severity, or any process measure.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In ACT ENGAGED, moderate symptom reduction and large quality-of-life improvements occurred even though judgment and believability of negative thoughts remained high.

    “It is interesting to note that moderate symptom reduction and large quality of life improvements occurred even though judgment and believability of negative thoughts remained high in this condition.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The two ACT OPEN participants with current PTSD showed improvement patterns consistent with other ACT OPEN participants and no deterioration on process or outcome measures.

    “It is notable that the two participants in the ACT OPEN condition meeting criteria for a current PTSD diagnosis displayed patterns of improvement consistent with other participants within that treatment condition and showed no deterioration on process or outcome measures.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    ACT ENGAGED produced large improvements over baseline and reliable session-by-session growth in values-based action.

    “This process was explicitly targeted only by the ACT ENGAGED module, which produced large improvements over baseline scores and reliable session-by-session growth in values-based action.”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Findingown data

    The ACT ENGAGED condition showed moderately greater quality-of-life improvements than the comparison condition (Tau-U = .38, SE = .17, p = .02).

    “However, participants in the ACT ENGAGED condition showed moderately greater improvements over those in the ACT ENGAGED condition (Tau-U = .38, SE = .17, p = .02).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The difference between modules in values-based action was significant, with ACT ENGAGED superior (Tau-U = .54, SE = .10, p = .00).

    “The difference between modules was significant, with ACT ENGAGED demonstrating superior treatment effects (Tau-U = .54, SE = .10, p = .00).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The two cases had 69% less improvement in quality of life (p = .04) and 68% less improvement in symptom severity (p = .00) than other ACT ENGAGED participants.

    “Compared to scores of other participants in the ACT ENGAGED condition, the two cases displayed 69% less improvement in quality of life (p = .04) and 68% less improvement in symptom severity (p = .00).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Including a lag in statistical analysis would not fairly represent the amount of change due to the intervention.

    “It has been suggested that inclusion of such a lag in statistical analysis would not fairly represent the amount of change due to the intervention (Parker & Vannest, 2012), so the first three weekly data points in the intervention phase were excluded from Tau-U analysis of the Values Bullseye.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Parker & Vannest, 2012 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Interrater reliability was excellent for ACT OPEN (ICC = .94) and ACT ENGAGED (ICC = .96).

    “ICCs indicated excellent agreement between the two raters in the ACT OPEN (ICC = .94, 95% CI = .90, .96) and ACT ENGAGED (ICC = .96, 95% CI = .95, .98) modules.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The Values Bullseye had α = .95 in the current study.

    “In the current study, α = .95.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Random allocation to baseline length used a computer random number generator.

    “Following enrollment, participants were randomly allocated to an assessment-only baseline of 3, 4, or 5 weeks in fixed blocks of 3 using a computer random number generator.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The Brief Symptom Inventory global severity index had α = .85 in the current study.

    “In the current study, α = .85.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    No participant refused treatment after being informed of their random assignment.

    “No participant refused treatment after being informed about the intervention to which they were randomly assigned.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    All randomized participants (N = 15) were included in the main analyses, and no participants refused after random assignment.

    “No participants refused participation after random assignment and all randomized participants (N = 15) were included in the main analyses.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Therapists value the science behind evidence-based psychosocial interventions but are concerned standardized manuals do not meet real-world client and practice setting needs.

    “Therapists report that they value the science behind EBPI, but are concerned that standardized manuals do not meet the needs of real-world clients and practice settings (Addis & Krasnow, 2000; Borntrager, Chorpita, Higa-McMillan, & Weisz, 2009; Nelson & Steele, 2007).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Addis & Krasnow, 2000 source
    • cites Borntrager, Chorpita, Higa-McMillan, & Weisz, 2009 source
    • cites Nelson & Steele, 2007 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Therapists were doctoral students in clinical psychology with at least 3 years of ACT training, supervised by a treatment developer.

    “The clinical assessor and therapists were doctoral students in clinical psychology with at least 3 years of training in ACT and directly supervised by a developer of the treatment (SCH).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductcitation

    The Tau-U analytic approach is free from distribution and linearity assumptions, robust to serial dependence in time-series designs, more powerful and precise than other SCED effect size indices, and allows examination of mean level and trend changes.

    “This approach is free from assumptions of distribution and linearity, robust to serial dependence inherent in time-series designs, superior in power and precision over other SCED effect size indices, and allows for examination of changes in both mean levels and trend (Parker, Vannest, Davis, & Sauber, 2011).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Parker, Vannest, Davis, & Sauber, 2011 source
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given

    Both modules targeted self-awareness processes but had zero overlap in therapy tasks or techniques.

    “In summary, both modules targeted self-awareness processes, but there was zero overlap in therapy tasks or techniques.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The study used a randomized, nonconcurrent, multiple-baseline across participants design with 15 adults seeking mental health treatment.

    “A randomized, nonconcurrent, multiple-baseline across participants design was used to examine component effects on treatment processes and outcomes in 15 adults seeking mental health treatment.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Random allocation to therapist and intervention module used computer-generated randomly varied blocks.

    “Upon completion of baseline assessment, participants were allocated to therapist and intervention module in randomly varied blocks of 3–5 generated by a computer random number generator.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The Automatic Thoughts Questionnaire-Believability Scale had α = .89 in the current study.

    “In the current study α = .89.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductown data

    Fidelity was assessed with the 16-item ACT Integrity Coding System, and 20% of each therapist's sessions in each condition were rated by two coders.

    “Fidelity was assessed using the 16-item ACT Integrity Coding System (Plumb & Vilardaga, 2010).”
    • Also stated in: § Measures · plain
      “Twenty percent of each therapist’s sessions in each condition were rated for fidelity by two bachelors-level coders who completed 40 hours of training with a peer-reviewed ACT trainer.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Plumb & Vilardaga, 2010 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The Treatment Evaluation Inventory short form had α = .96 in the current trial.

    “In the current trial α = .96.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The FFMQ Nonjudging of Inner Experience subscale had α = .87 in the current study.

    “In the current study α = .87.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The FFMQ Acting with Awareness subscale had α = .82 in the current study.

    “In the current study, α = .82.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The FFMQ Nonreactivity to Inner Experiences subscale had α = .79 in the current study.

    “In the current study, α = .79, which is consistent with published reports of internal consistency in the FFMQ.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The WHOQOL had α = .89 in the current study.

    “In the current study, α = .89.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    It is possible that modules targeting acceptance and defusion may be necessary precursors to modules aimed at values-based behavioral activation for individuals with a current PTSD diagnosis.

    “It is possible that modules targeting acceptance and defusion may be necessary precursors to modules aimed at values-based behavioral activation for individuals with a current PTSD diagnosis.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The ACT OPEN module produced greater session-by-session improvement and larger overall reductions in symptom severity than ACT ENGAGED.

    “The ACT OPEN module, which targeted acceptance and cognitive defusion processes, produced greater session-by-session improvement and larger overall reductions in symptom severity.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisereasoning

    Single case experimental designs are ideal for treatment distillation and matching because they allow rapid knowledge generation based on critical comparisons at the level of clinical decision-making.

    “Single case experimental designs are ideal for this kind of treatment distillation and matching because they allow for rapid knowledge generation based on critical comparisons at the level of clinical decision-making.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Study design and conductreasoning

    The present study design provided a good balance between external validity and experimental control.

    “Though the present study design provided a good balance between external validity and experimental control (e.g., randomization, replication across participants), critical comparisons should be replicated to see if current results hold across experimenters, treatment settings, therapists, and participants.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Fidelity monitoring showed that ACT modules can be functionally independent and distinct, adequately addressing a wide range of clinical content across 8 sessions with no contamination of therapy procedures across modules or use of procedures not specified by the module.

    “Fidelity monitoring within the current study demonstrated that ACT modules can be functionally independent and distinct, adequately addressing a wide range of clinical content across 8 sessions with no contamination of therapy procedures across modules or use of procedures not specified by the module (e.g., non-adherence).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Time-lagged associations between process and outcome variables are possible within single case experiments.

    “While formal mediation analyses were beyond the scope of the current study, examination of time-lagged associations between process and outcome variables are possible within single case experiments (Hilliard, 1993; Tschacher & Ramseyer, 2009) and are recommended for developing modular treatment protocols that optimize exposure to key treatment mechanisms.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Hilliard, 1993 source
    • cites Tschacher & Ramseyer, 2009 source
  • Classified as probably not a substantial claim.

    Premisecitation

    Results from SCED can be aggregated to provide guidelines for personalized selection and evaluation of treatment components.

    “Though group designs would require massive samples to power so many interaction effects, results from SCED, including the current study, can be aggregated to provide guidelines for personalized selection and evaluation of treatment components (Van den Noortgate & Onghena, 2007).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Van den Noortgate & Onghena, 2007 source
  • May combine two claims.

    Interpretationown data

    The study suggests that treatment modules targeting components of ACT's psychological flexibility model are feasible and effective in treating adults with mixed anxiety and depression.

    “The current study suggests that treatment modules targeting components of ACT’s psychological flexibility model are feasible and effective in treating adults with mixed anxiety and depression.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Both modules demonstrated broad symptom improvements and sustained increases in quality of life, though they comprised wholly different interventions and produced distinct changes in psychological processes.

    “Both modules demonstrated broad symptom improvements and sustained increases in quality of life, though they were comprised of wholly different interventions and produced distinct changes in psychological processes.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Both ACT modules yielded significant symptom-severity and quality-of-life improvements, though with different rates, magnitudes, and techniques.

    “Both of the ACT component modules produced significant improvements in symptom severity and quality of life, but at different rates and magnitudes and using different techniques.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    Some ACT OPEN participants independently brought their behaviors into greater alignment with personal values after learning to relate differently to thoughts and feelings, despite the module not targeting values and commitment.

    “Though the ACT OPEN component did not directly target values and commitment processes, it appears that some participants in this condition independently brought their behaviors into greater alignment with their personal values after learning to relate differently to their thoughts and feelings.”
    Quote in the paperNot a substantial claim
53 of 53
  • The paper relies on this without support.

    There is little evidence for how treatment components function independent of their treatment packages when employed in clinical service settings.

    “yet there is little evidence for how components function independent of their treatment packages when employed in clinical service settings.”
  • The paper relies on this without support.

    Modular treatments are efficient to train, inherently flexible, and easy to update as new intervention data emerges.

    “Modular treatments are efficient to train, inherently flexible, and easy to update as new intervention data emerges.”
  • The paper relies on this without support.

    The modular approach capitalizes on therapists’ tendency to be integrative when adapting efficacious treatments to real-world practice demands.

    “The modular approach capitalizes on therapists’ tendency to be integrative when adapting efficacious treatments to real-world practice demands.”
  • The paper relies on this without support.

    An effective personalized treatment relies on an understanding of patient characteristics that influence intervention processes and outcomes.

    “An effective personalized treatment relies on an understanding of patient characteristics that influence intervention processes and outcomes.”
  • The paper relies on this without support.

    Nonreactive awareness of one’s self and environment is a central feature of the psychological flexibility model and a common core element in all ACT interventions.

    “Nonreactive awareness of one’s self and environment is a central feature of the psychological flexibility model and a common core element in all ACT interventions.”
5 of 5

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 as an overall skill appears to be helpful in the treatment of trichotillomania.

    “Moreover, given that psychological flexibility as an overall skill appears to be helpful in the treatment of trichotillomania, it may be instructive to identify specific processes within this model that contribute to improved outcomes (Villatte et al., 2016).”

    From The role of psychological flexibility in acceptance-enhanced behavior therapy for trichotillomania: Moderation and mediation findings (2023) · cites this paper as Villatte et al., 2016

    The Discussion (page unavailable) reports that ACT components targeting psychological-flexibility processes improved symptoms and quality of life in adults with mixed anxiety and depression. It does not report treatment outcomes for trichotillomania, so the disorder-specific part of the claim is unsupported. (LLM, conf=0.86)

    Experimental — accuracy not yet measured
  • Dismantling research suggests that the values and committed action components of ACT are especially impactful for broad indicators of functioning, at times performing, along with full-model ACT interventions, for outcomes that include a social well-being component.

    “and dismantling research suggests that the values and committed action components of ACT are especially impactful for broad indicators of functioning [65], at times performing, along with full-model ACT interventions, for outcomes that include a social well-being component [66].”

    From A Randomized Pilot Study of Acceptance and Commitment Therapy to Improve Social Support for Veterans with PTSD (2022) · cites this paper as [65]

    Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

    Experimental — accuracy not yet measured
  • Previous research found comparable effects across therapy components, or greater benefits following the values-based module.

    “This is in contrast to previous research, which found comparable effects across therapy components, or greater benefits following the values-based module (Levin et al., 2020; Petersen et al., 2019; Villatte et al., 2016).”

    From A randomised trial comparing a brief online delivery of mindfulness-plus-values versus values only for symptoms of depression: Does baseline severity matter? (2020) · cites this paper as Villatte et al., 2016

    The Discussion (page not provided) reports that the values-based ACT ENGAGED module produced greater quality-of-life improvements. It also reports that ACT OPEN produced larger symptom reductions, so Villatte et al. do not support a general claim of greater benefits from the values-based module across outcomes. (LLM, conf=0.85)

    Experimental — accuracy not yet measured
  • Two independent bachelor-level observers blinded to research aims will observe at least 20% of sessions to evaluate adherence to the protocol after a period of training.

    “In line with previous studies [59] two independent bachelor-level observers blinded to research aims will observe at least 20% of sessions to evaluate their adherence to the protocol, after a period of training.”

    From The actyourchange in teens study protocol: An acceptance and commitment therapy-based intervention for adolescents with obesity: A randomized controlled trial (2021) · cites this paper as [59]

    The Method > Measures > Intervention Fidelity passage says two bachelors-level coders rated 20% of each therapist’s sessions in each condition for protocol adherence after 40 hours of training. It does not say the coders were blinded to the research aims. (LLM, conf=0.86)

    Experimental — accuracy not yet measured
  • Coders have to achieve a minimum of 80% reliability with the expert trainers and each other. With lower level of agreement, the data will be dismissed.

    “Coders have to achieve a minimum of 80% reliability with the expert trainers and each other. With lower level of agreement, the data will be dismissed [26].”

    From The ACTyourCHANGE study protocol: promoting a healthy lifestyle in patients with obesity with Acceptance and Commitment Therapy-a randomized controlled trial. (2021) · cites this paper as [26]

    The Method > Measures > Intervention Fidelity passage says coders achieved at least 85% reliability with the expert trainer and each other. It does not set an 80% minimum or say that data below a threshold would be dismissed. (LLM, conf=0.88)

    Experimental — accuracy not yet measured

Statistics recomputed

Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.

  • Consistentt(13) = 1.73reported p = .11 · recomputed p = .107

    “t(13) = 1.73, p = .11”

1 of 1

Self-check

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

Self-check results appear here once an independent check has confirmed them.

Cites

Flagged first, then by citations

4 of the 67 references couldn’t be matched to a known paper.

Cited by

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Authors
Villatte, J. L., Vilardaga, R., Villatte, M., Plumb Vilardaga, J. C., Atkins, D. C., & Hayes, S. C.
Affiliations
  • University of Washington (US)
  • University of Nevada, Reno (US)
Corresponding author
Villatte, Jennifer L.
Venue
Behaviour Research and Therapy
Publisher
Elsevier BV
Published
2016-02
Volume
77
Pages
52-61
ISSN
0005-7967 (ISSN-L)
OpenAlex
W2194064755
Cited by
136
References
67
Citations by year
2026: 4 · 2025: 19 · 2024: 15 · 2023: 16 · 2022: 14 · 2021: 19 · 2020: 18 · 2019: 13 · 2018: 7 · 2017: 9 · 2016: 2
FWCI
7.44
Type
journal article
Language
en
Open access
Locations
  • Behaviour Research and Therapy (publishedVersion)
  • PubMed (publishedVersion)
  • Europe PMC (PubMed Central) (acceptedVersion)
  • PubMed Central (acceptedVersion)
Funders
National Institute of Mental Health (F31MH096341)
Topics
  • Social Sciences › Psychology › Clinical Psychology › Mindfulness and Compassion Interventions
  • Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
Keywords
acceptance and commitment therapy, transdiagnostic treatment, treatment components, cognitive defusion, acceptance, persistence, psychiatric symptoms, quality of life, treatment process, treatment acceptability, patient satisfaction, maintenance of treatment effects
MeSH terms
Adult, Awareness, Mental Disorders, Female, Humans, Male, Middle Aged, Psychotherapy, Quality of Life, Severity of Illness Index, Treatment Outcome, Patient Satisfaction, Mindfulness, Acceptance and Commitment Therapy

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.

Claims read under definition version 3 (extract-v3) on 2026-09-28.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-09-28.

Cited sources are checked by gpt-6-sol.

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 ›

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