The Paradox of Inclusion: Older Adults With Learning Disabilities in Policy and Practice
Bibliographic record
Abstract
Abstract As part of the UK IncludeAge Study, we explore how policy, service structures, and organisational practices shape opportunities for the inclusion of older adults with learning disabilities. Despite policy frameworks promoting integration, significant barriers persist that paradoxically reinforce exclusion. The aim was to examine these tensions and identify pathways for systemic change. Our approach involved conducting ten semi-structured interviews with representatives from local Older Adult Social Care departments (n = 5) and voluntary or charitable organisations (n = 5) across England and Scotland. Data were analysed using Reflexive Thematic Analysis to identify recurring themes and contradictions in organisational approaches to inclusion. Substantial and intersecting barriers were identified. The accessibility of information remains a major challenge, with complex language, bureaucratic procedures, and poor dissemination limiting access to services. Tools intended to foster inclusion often perpetuated exclusion. Staff reluctance to address sensitive issues created silences around important areas of life, while paternalistic attitudes framed older adults with learning disabilities as “child-like.” Though intended as protection, such practices restricted autonomy and increased dependency. Policy programmes were frequently designed without the involvement of older adults with learning disabilities, resulting in fragmented provision and the need for retrospective “inclusive” fixes. Limited facilitators, such as staff training, voluntary sector initiatives, and community collaborations, were inconsistent and resource-dependent. Findings reveal a paradox of inclusion: older adults with learning disabilities are selectively recognised, experiencing conditional rather than full citizenship. Meaningful change requires embedding accessibility, dignity, and identity at the policy-making stage to ensure genuine participation in community life.
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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 | 0.045 | 0.068 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.017 | 0.032 |
| Scholarly communication | 0.015 | 0.015 |
| Open science | 0.002 | 0.026 |
| Research integrity | 0.005 | 0.005 |
| 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 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".