Approaches to Teaching Self-Advocacy Skills in Specialized Undergraduate Programs For Autistic College Students
Bibliographic record
Abstract
This study examined how faculty who teach in specialized undergraduate programs for autistic college students approach self-advocacy teaching. Test et al.’s (2005) conceptual framework of self-advocacy was used as a lens to investigate this topic. Through ten semi-structured interviews, seven themes emerged to address two research questions: (a) improve students’ learning skills; (b) support students’ career development; (c) improve students’ executive functioning skills; (d) improve students’ transition skills, (e) use flexible classrooms to support students; (f) support students’ skills development; and (g) develop students’ self-awareness skills. The discussions highlight the challenges, approaches, and conceptual implementations of the findings, within the broader literature, on faculty approaches to students' development of self-advocacy skills. Keywords: Faculty, autistic college student development, self-advocacy, autism spectrum disorder (ASD), specialized academic programs, and higher education.
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How this classification was reachedexpand
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 | 0.008 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".