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
Quality of life (QoL) for persons with Autism Spectrum Disorders (ASD) and factors associated with QoL are not well understood. Prior literature has relied on parent-report though this is changing. It may be important to consider both parent-reported QoL and self-report. This study explored QoL in 22 Canadian adolescents (3 girls, 19 boys) ages 13 to 18 years ( M = 15.2 years). Adolescents completed the 10 subscales of the KIDSCREEN-52, a standardized questionnaire, while their parents completed the proxy form of the measure and the Adaptive Behavior Assessment System–II. Both parents and adolescents reported mean QoL scores in the lower average range. Intra-class correlation coefficients between parent and self-report were similar to adolescents without special needs except for four subscales. Correlations between QoL and the General Adaptive Composite score were remarkably low. Adolescents with ASD respond differently from their parents in some areas and both reports should be considered.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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