Stress and relief: parents attending a respite program.
Bibliographic record
Abstract
OBJECTIVE: The objectives of this study were to examine changes in stress among parents of children with special needs in a respite service and consider parental experience of the service. METHODS: Families who were enrolled in a ten-month centre-based respite program were invited to participate in the evaluation. Change in parent stress, indexed by the Parent Stress Index-Short Form (PSI-SF), was determined. These results were compared with findings from exploratory qualitative interviews with a subset of parents and a small comparison group who also completed the PSI-SF. RESULTS: At baseline, 69% of parents (n=45) had high total stress scores on the PSI-SF. No significant improvements were detected on parent stress over time or differences from improvements in the comparison group. In contrast, the subgroup of parents (n=10) who participated in the qualitative interviews described substantial benefits from the respite program including a sense of relief and having time for other activities. CONCLUSIONS: It is proposed that the respite program may have provided a temporary break to parents thereby bestowing a sense of relief, but was not adequate to impact on more chronic stress patterns, suggesting that these are related but separate constructs and experiences.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".