Home Sweet Home? Families’ Experiences With Aggression in Children With Autism Spectrum Disorders
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
Although not inherent to the diagnosis, many individuals with autism spectrum disorders (ASD) display aggressive behavior. This study examined the experiences of families living with individuals with ASD who also demonstrate aggressive behaviors. Using a qualitative approach, semistructured interviews were conducted with parents of nine males with autism and aggression. Eight families’ homes also were observed. Through constant-comparison analysis of interview data, triangulated with home observations, three central processes were identified: deleterious impact on daily routines and well-being of family members, limited supports and services, and financial strain. Emergent themes included isolation, exhaustion, safety concerns, home expenses, respite needs, and limited professional supports and alternative housing. Examination of families’ experiences living with someone with ASD who is aggressive, and the impact of aggression on the supports and services that families receive, constitutes an important step in tailoring resources to best meet families’ needs.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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