Housing Design and Modifications for Individuals With Intellectual and Developmental Disabilities and Complex Behavioral Needs: Scoping 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
Abstract Background Behavioral challenges exhibited by individuals with IDD can signal a poor person–environment relationship. There remains limited understanding about the physical characteristics of successful housing for this population. This article summarizes research on housing design for individuals with IDD who engage in behaviors that challenge. Specific Aims Original, peer‐reviewed research on the physical environment of housing was reviewed to determine the characteristics that can be modified to meet the needs of individuals with IDD who engage in behaviors that challenge. Method Electronic databases and reference lists of relevant publications were searched for peer reviewed empirical research related to housing design for behaviors that challenge. Two reviewers independently applied inclusion criteria to identify studies. Content analysis identified housing features. Findings Fourteen studies were identified that described inadequate and successful housing characteristics. Elements such as location, layout, safety, stimulation, and homelikeness were reported to contribute to successful housing. Discussion Design of the physical environment has important policy and practice implications for supported housing that addresses behaviors that challenge. The development of design tools, guidelines, and personalized housing for this population is discussed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.232 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it