Third‐wave therapies and adults with intellectual disabilities: A systematic review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Third-wave therapies appear to produce positive outcomes for people without intellectual disabilities. This systematic review aimed to establish which third-wave therapies have been adapted for adults with intellectual disabilities and whether they produced positive outcomes. METHOD: Four databases were searched systematically (PsycINFO, Web of Science, MEDLINE and PubMed), yielding 1,395 results. Twenty studies (N = 109) met the present review's inclusion/exclusion criteria. RESULTS: Included studies used mindfulness-based approaches, dialectical behaviour therapy, compassion focused therapy and acceptance and commitment therapy. Due to considerable heterogeneity in the designs and outcome measures used, a meta-analysis was not possible. CONCLUSIONS: Evidence indicated that third-wave therapies improved mental health symptoms for some and improved challenging/offending behaviour, smoking and mindfulness/acceptance skills for most. These findings must be interpreted with caution due to the low methodological quality of included studies. Future research should build on the current evidence base, using scientifically rigorous designs and standardized measures.
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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 | 0.010 | 0.088 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.011 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it