Overview and Evaluation of a Mentorship Program for University Students With ASD
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
The number of students with autism spectrum disorder (ASD) pursuing postsecondary education is increasing. A mentorship program was developed to help students with ASD navigate the social and academic framework of postsecondary campus life. The present study (a) provides information about a sample of university students with ASD and (b) evaluates satisfaction with the support provided. This is the first study in Canada to report on the experience of students with ASD and to evaluate this novel approach. Students ( N = 23) provided demographic information in the fall and completed surveys evaluating their satisfaction at the end of each academic year. Since beginning the program, the number of students has increased by 200%. High levels of satisfaction were reported. The majority of students reported success in achieving personal goals in part due to their participation in the program. Results better inform the development of supports for students with ASD.
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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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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