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Record W4312247932 · doi:10.18103/mra.v10i10.3117

Modified School-Based Facing Your Fears for Students with Autism Spectrum Disorder and Anxiety: A Preliminary Quasi-Experimental and Qualitative Analysis

2022· article· en· W4312247932 on OpenAlexaff
Karen R. Kester, Joseph M. Lucyshyn

Bibliographic record

VenueMedical Research Archives · 2022
Typearticle
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsAutism spectrum disorderFidelityAnxietyPsychologyPsychological interventionAutismClinical psychologyInclusion (mineral)Focus groupQualitative researchMedical educationIntervention (counseling)CognitionDevelopmental psychologyMedicinePsychiatrySocial psychology

Abstract

fetched live from OpenAlex

With a high prevalence of anxiety among children with Autism Spectrum Disorder, researchers have identified implementing effective treatments in real-world settings as a priority. In the present study, multiple methods were employed to evaluate the effectiveness of educators delivering a modified school-based Facing Your Fears Cognitive Behavior Therapy program to treat anxiety among students with Autism Spectrum Disorder. Participants included 5 students, 6 educators and 7 parents. Settings were a public elementary school and private school. Multiple methods included a quasi-experimental group design, time series design, semi-structured interviews and focus groups. Quantitative results indicated that with training and on-going feedback educators obtained a modest level of fidelity in implementing the intervention. Non-significant decreases in student anxiety symptoms across all informant ratings (students, parents and teachers) were observed. Social validity ratings across participants were high. Qualitative findings revealed the following themes: (a) outcomes; (b) program structure; (c) inclusion; and (d) factors critical for success. These preliminary results offer a model for researchers to collaborate with key stakeholders in adapting interventions for use in schools, bridging the gap between research and practice. They highlight educator’s ability to deliver empirically-supported treatments to address anxiety among students with Autism Spectrum Disorder.

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)0.019
metaresearch head score (Gemma)0.024
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.099

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.024
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0050.005
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.067
GPT teacher head0.450
Teacher spread0.384 · 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 designNon-randomized trial
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

Citations1
Published2022
Admission routes1
Has abstractyes

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