Caregiver perceptions based on child attributes (Miletic et al., 2024)
Bibliographic record
Abstract
<b>Purpose:</b> More Than Words® (MTW) is a caregiver-mediated intervention program led by a speech-language pathologist (SLP) who teaches caregivers strategies to support their autistic child’s early social communication and play development. The program includes group sessions composed of multiple families with children of varying profiles. We explored whether caregiver experiences and perceived outcomes of the virtual MTW program differed depending on the child’s age and social communication stage.<b>Method:</b> As part of a program evaluation of virtual MTW delivered to over 2,000 families in Ontario, Canada, between 2020 and 2021, we randomly selected 31 families across four social communication stages and two age groups using stratified sampling (<i>n</i> = 4, in all but one subgroup). The<i> Final Reflection and Evaluation</i> form was analyzed both qualitatively and quantitatively, and a modified RE-AIM framework guided our analyses, including theme development.<b>Results:</b> Child attributes did not appear to impact caregivers’ experiences, but perceived child skill improvements varied by children’s social communication stage. The majority of caregivers reported changes in how they interact with their child. Four themes emerged: (a) perceived child skill improvements differed by social communication stage, (b) caregivers gained new knowledge and strategies regardless of child attributes, (c) SLPs effectively managed families’ individual needs, and (d) program components were appropriate for a variety of families.<b>Conclusions:</b> Findings suggest that the content taught in the MTW program was relevant for a variety of children, including those beyond the program’s intended age of 5 years and under. Grouping families of children with varying profiles does not appear to negatively influence caregivers’ experiences or perceived outcomes.<b>Supplemental Material S1.</b> Results from chi-square analysis of closed-ended question responses and child attributes.<b>Supplemental Material S2.</b> Final Reflection and Evaluation form.Miletic, K., Servais, M., Cardy, J. O., & Denusik, L. (2024). Do caregiver perceptions of the virtual More Than Words® program differ based on autistic children’s attributes? <i>American Journal of Speech-Language Pathology</i>, <i>33</i>(3), 1127–1141. https://doi.org/10.1044/2024_AJSLP-23-00278
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 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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.023 | 0.004 |
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; both teacher heads agree on what is shown here.
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".