Impact of caring for a school‐aged child with a disability: Understanding mothers’ perspectives
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
AIM: Children with a disability are reliant on a capable, healthy and well-resourced carer. Most often the child's mother provides the care that ensures the child's health, service access and community integration are attended to successfully. Through in-depth interviews with mothers and professionals, this study explores issues that challenge the mother's performance in her very important role as a caregiver. METHOD: Qualitative methodology(n=8)resulted in verbatim transcriptions that were analysed and categorised, and common themes were derived. RESULTS: Participants identified a multitude of challenges related to issues surrounding the child, maternal characteristics, the family, services and the community. Emotional distress and mental health issues were reported. CONCLUSION: Many aspects of caregiving can be relentless and challenging. Occupational therapy clinical implications aimed at supporting mothers and their children are discussed.
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 | 0.001 | 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) | 0.003 | 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 it