Tired of Spinning Plates: A Rapid Scoping Review of the Mental Health Needs and Mental Health Support of Carers of Adults with Learning Disabilities in the United Kingdom
Bibliographic record
Abstract
Family carers of adults with learning disabilities provide support that is not only valuable to the person they love and care for but is critical care labour for society in the UK. This care fills gaps in health and social care provision, is lifelong, and often entails longer hours of caring in comparison to other groups of carers. Despite this phenomenal and often invisible care work, how this group of carers experience their roles in relation to their mental health is poorly understood. We conducted a rapid scoping review to explore these mental health experiences, drawing upon evidence in the UK context, post the 2014 Care Act and during a period of sustained economic austerity politics. The review offers an original co-production approach to evidence scoping and synthesis, produced collaboratively from conception to synthesis with family carers and self-advocates with learning disabilities. As a political commitment to centralising the lives of people with learning disabilities and family carers in policy and research, we critique discourse and terminology choices throughout the review. Our thematic analysis of 18 evidence items resulted in four key themes constructing the mental health experiences of family carers: the unique temporalities of this group of carers; the economic value of family care; the importance of community; and ongoing ableism constructing mental health experiences. An Easy Read summary of findings is provided as an Appendix. More research is needed to assess the types and cultures of services, resources, and interventions that are utilised and perceived as effective by this group of carers in supporting their mental health and to share findings with those that are implicated in the ongoing constructions of negative mental health experiences. There is a need to shift responsibilities for caring beyond the enclosures of hyper-individualised family carer responsibility.
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 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 | 0.043 | 0.142 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.005 | 0.005 |
| Bibliometrics | 0.035 | 0.030 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.007 | 0.007 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".