Parents' satisfaction with a Canadian pilot clinic to reduce waiting lists for the assessment and diagnosis of autism spectrum disorder and intellectual disability in young children
Bibliographic record
Abstract
BACKGROUND: A large body of evidence suggest that parents of young children with autism spectrum disorder or intellectual disability experience low levels of satisfaction with the diagnostic evaluation process. This study sought to document parents' satisfaction with the services of a pilot clinic implemented in Québec, Canada. METHOD: Two-hundred fifty-nine (259) parents were recruited following their child's diagnosis. A mixed methods approach was used to investigate parents' satisfaction globally and with specific aspects of the assessment process. RESULTS: Parents expressed overall high satisfaction with the assessment process. Parental satisfaction with specific aspects of the assessment process was negatively related to paternal stress, fathers' unemployment and household income and positively related to maternal stress. CONCLUSIONS: This pilot clinic could meet parents' needs at this crucial moment in their care and services trajectory. The factors associated with satisfaction in the present study may inform future improvements to its services.
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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 | 0.007 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".