Vocal Stereotypy in Individuals With Autism Spectrum Disorders
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Vocal stereotypy is a common problem behavior in individuals with autism spectrum disorders that may interfere considerably with learning and social inclusion. To assist clinicians in treating the behavior and to guide researchers in identifying gaps in the research literature, the authors provide an overview of research on vocal stereotypy in individuals with autism spectrum disorders. Specifically, the authors review the research literature on behavioral interventions to reduce engagement in vocal stereotypy with an emphasis on the applicability of the procedures in the natural environment and discuss the clinical implications and limitations of research conducted to date. Researchers have shown that several antecedent-based and consequence-based interventions may be effective at reducing vocal stereotypy. However, the review suggests that more research is needed to assist clinicians in initially selecting interventions most likely to produce desirable changes in vocal stereotypy and collateral behavior in specific circumstances.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 it