Training Car Wash Skills to Chinese Adolescents With Intellectual Disability and Autism Spectrum Disorder in the Community
Bibliographic record
Abstract
The purpose of this study was to evaluate the effects of video modeling and visual task analysis on the acquisition, maintenance, and engagement of washing cars for three Chinese adolescents with intellectual disability and autism spectrum disorder. Video-based training was conducted in the conference room of a university-affiliated autism research center in China, and the hands-on training using visual task analysis took place in a local car wash. Three male adolescents (16–19 years old) participated in this study. A multiple probe across four tasks design was used. Results indicated that the training was effective in increasing independent and accurate responses of car wash tasks for all participants, and two of the three participants had a relatively high level of task engagement after the training. The acquired skills and improved task engagement were maintained for up to 6 months without practice. Implications in vocational skills training for Chinese adolescents in the community are discussed.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".