Crisis stabilisation services for people with intellectual disabilities: A systematic review
Bibliographic record
Abstract
People with intellectual and developmental disabilities sometimes engage in challenging behaviours. When behaviours escalate to the point where they pose imminent risk to the safety of people and environments, a crisis occurs that jeopardises community living and participation. In these situations, timely access to crisis stabilisation services is required. We conducted a systematic review of the literature to synthesise evidence on effective crisis stabilisation service models for challenging behaviours. A total of 46 publications met the inclusion criteria. The literature describes a spectrum of crisis stabilisation services of varying intensities including: outreach, outpatient, inpatient, respite, and capacity building through education and training. However, there is limited guidance on how to best structure service models. This review highlights the need for comprehensive and person-centred programme evaluations.
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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 | 0.003 | 0.119 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.013 | 0.005 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 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; both teacher heads agree on what is shown here.
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".