Emergency Psychiatric Service Use by Individuals With Intellectual Disabilities Living With Family
Bibliographic record
Abstract
The purpose of this study was to describe the experiences of individuals with intellectual disabilities (ID) and their families in the emergency department (ED). Hospital chart audits were conducted on a sample of 20 individuals with ID living with family who had visited the ED for a psychiatric crisis. Individuals had a combined total of 44 ED visits. Seven (35%) individuals made more than 1 ED visit, with 15% visiting the ED more than 5 times over a 1-year period. Patients received psychiatric consults 64% of the time. Nineteen (43%) visits resulted in inpatient admission, but 32% of the time ED staff sent patients home with no recorded follow-up plans. The key difference between hospitalized and nonhospitalized visits in terms of client characteristics or crisis severity was a greater likelihood of physical aggression in visits resulting in admission. Implications for training of ED staff and a need for community resources are discussed.
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How this classification was reachedexpand
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 | 0.009 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.016 | 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 teacher head, 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".