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Record W7161812780 · doi:10.82308/35673

Stereotypic behaviors in children with Autism Spectrum Disorder: Observations of stereotypic engagement after receiving early intervention

2017· dissertation· en· W7161812780 on OpenAlexaboutno aff
Melissa Fernandez

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldNeuroscience
TopicAutism Spectrum Disorder Research
Canadian institutionsnot available
Fundersnot available
KeywordsIntervention (counseling)StereotypySocializationAutismAutism spectrum disorderMultiple baseline design

Abstract

fetched live from OpenAlex

Stereotypy is one type of repetitive behavior observed in individuals with autism spectrum disorder (ASD). Researchers have found that engaging in stereotypic behaviors can impede opportunities for socialization and skill development (Ashburner et al., 2008; Cunningham & Schreibman, 2008), and can inadvertently cause stress and stigma for families (Farrrugia, 2014; Guralnick, 2005). Luckily, early intervention (EI) has been found to improve certain ASD symptomology, such as deficits in communication and socialization (Cohen et al., 2006; Howard et al., 2005; Lovaas, 1987; Makrygianni & Reed, 2010; Peters-Scheffer et al., 2011). Yet, only five publications to date have examined the effectiveness of EI (specifically early intensive behavioral intervention; EIBI) on stereotypic behaviors and although reductions have been noted, results have been overwhelming mixed (Ben-Itzchak & Zachor, 2007; Dawson et al., 2010; MacDonald et al., 2014; McGarrell et al., 2009; O'Connor & Healy, 2009). The present study aimed to contribute to the small body of literature in an effort to provide some insight into, if and, to what extent stereotypic engagement changes after EI. A quasi-experimental non-equivalent within-group design was conducted with a sample of children (N=20) with ASD, receiving either EIBI or a combination of the Carolina Curriculum and TEACCH models from EI centers in Montreal. A socio-demographic questionnaire and video recordings were administered at two time periods, at baseline and post-intervention, and data was collected on seven different forms of stereotypy. Results showed positive behavioral outcomes at post- intervention. Compared to baseline, two participants completely eliminated their stereotypy and 15 participants showed a 1% to 41% reduction in their engagement, regardless of the type of intervention received. EIBI group means specifically reduced from 24.7% at baseline to 17.7% at post-intervention. Participants who received less than one year or more than two years of EI were found to show the most reductions, both in terms of changes in the frequency and diversity of stereotypic engagement. Results are expected to contribute to the existing research literature and inform educators and service providers in the field early intervention. Keywords: autism spectrum disorder, stereotypy, early intervention, child outcomes

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)0.001
metaresearch head score (Gemma)0.005
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.031
GPT teacher head0.308
Teacher spread0.277 · 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".

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Citations0
Published2017
Admission routes1
Has abstractyes

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