Family quality of life and children with disability in Ethiopia: The role of support providers
Bibliographic record
Abstract
Background: Family quality of life (FQOL) is an important outcome for families of children with disabilities globally and provision of support is associated with enhanced FQOL. However, FQOL research primarily focuses on conceptualisation and measurement, and originates from high-income contexts despite the fact that most children with disabilities live in low-income countries. Objectives: The authors examined how Ethiopian disability support providers practically contribute to meeting the needs of families of children with disabilities to enhance FQOL. Method: Building on a previous study exploring Ethiopian families' perspectives on FQOL, the authors used an exploratory descriptive qualitative approach to interview various support providers. Interviews were conducted virtually (because of the coronavirus disease 2019 [COVID-19] pandemic) in English or with interpreting assistance. Audio-recorded interviews were transcribed verbatim and analysed thematically. Results: Support providers affirmed what families had described as important for FQOL - spirituality, relationships, self-sufficiency - and recognised their enormous support needs. They described various ways to support families - emotionally, physically, materially and informationally. They also expressed challenges and their need for support to meet families' needs. Conclusion: Ethiopian families of children with disabilities need holistic support that incorporates spirituality, the whole family's needs and disability awareness-raising. Collaborative and committed engagement from all stakeholders is necessary to support Ethiopian families to flourish. Contribution: This study contributes to global understandings of FQOL and describes practical approaches to support families of children with disabilities in an African context. The findings of this study highlight the influence of spirituality, relationships, self-sufficiency, poverty and stigma and the need for holistic support and disability awareness-raising to enhance FQOL.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".