Emergency Psychiatric Services for Individuals with Intellectual Disabilities: Caregivers’ Perspectives
Bibliographic record
Abstract
Background Strains on the mental health system and inaccessible services for individuals with intellectual disabilities (ID) often force caregivers to bring individuals with ID to the emergency department (ED) when in psychiatric crisis. The purpose of this study was to understand the experience of caregivers and adults with ID and mental health issues, according to caregivers’ perspectives. Method Focus groups were conducted with one group of unpaid caregivers (i.e. family members) and two groups of paid caregivers (i.e. staff from community agencies) from Ontario, Canada. Results Caregivers identified a number of issues centering on a lack of services, on respect, on knowledge and on expertise. Diagnostic overshadowing and overmedication were also prevalent concerns. Conclusions Input from caregivers points to deficiencies in the system that lead them to use the ED when other options have been exhausted. A number of recommendations can be implemented to improve the emergency psychiatric care of adults with ID in the ED.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".