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Record W7056442774

An Evaluation of Acceptance and Commitment Therapy Workshops for Parents of Autistic Children

2024· other· en· W7056442774 on OpenAlexfundno aff

Bibliographic record

VenueYork University Digital Library (York University) · 2024
Typeother
Languageen
FieldEngineering
TopicParticle accelerators and beam dynamics
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of CanadaYork UniversityCentre for Addiction and Mental Health
KeywordsThematic analysisAcceptance and commitment therapyPsychological interventionMental healthIntervention (counseling)CoachingAutismGroup psychotherapy
DOInot available

Abstract

fetched live from OpenAlex

Emerging research shows that Acceptance and Commitment Therapy (ACT) may improve mental health for caregivers. This dissertation sought to understand outcomes and experiences for parents of autistic individuals following participating in a 3-day ACT group workshop. Workshops were co-led by other trained parents of autistic people and professional clinicians. In Study 1, parents (N=54) were randomly assigned to either complete a brief group- based ACT intervention or remain on the waitlist. Participants completed surveys immediately prior to randomization, and 3-, 7-, and 17-weeks post-randomization. Mixed effects linear models testing group x time interaction indicated the Treatment group demonstrated greater post- intervention improvements than the Waitlist group in parent depression and family distress. Treatment group parents also reported greater short-term gains in positive affect and personal goal attainment, compared to the Waitlist group. Although there was no significant group x time interaction for other outcomes, stress, defusion, and experiential avoidance showed improvement for the Treatment group, but not the Waitlist group, at post-intervention. All Treatment group improvements were maintained at follow-up. Results suggested that a brief ACT group intervention is efficacious for improving some aspects of mental health for parents of autistic children. In Study 2, 15 parents who had previously attended the ACT workshop participated in individual interviews, focusing on parents’ experiences in a group with a co-facilitation model, and their perspectives about who should facilitate interventions for parents of autistic people. Using a qualitative thematic analysis approach, overall themes identified included the importance of a group environment in which trust is created through establishing credibility of the program and ensuring emotional safety. This environment allowed for parents to be able to fully participate in the workshop by sharing experiences, feeling open minded and hopeful, and focusing on what is important to them. Participants discussed behaviours, knowledge, and skills that they value in facilitators, that both parent leaders and professional clinicians can contribute, as well as emphasizing the unique value that the parent leader brought to the group. Findings lend themselves to developing best practices around creating effective and supportive interventions for parents of autistic people.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.017
GPT teacher head0.204
Teacher spread0.187 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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