The Visioning of Policy and the Hope of Implementation: Support for Graduate Students’ Teaching at a Canadian Institution
Bibliographic record
Abstract

 
 
 
 Graduate students teach within the complex higher education environment of financial constraint, greater student diversity, and growing graduate enrolment (e.g., Austin, 2003). Teaching roles offer financial support and skill development while multiplying responsibilities (Price, 2008). Across the national working papers and institutional reports, policies, and websites that we analyzed, support for graduate students was linked to their roles (e.g., teaching assistants). Formal messages about responsibility varied; national documents pointed to institutions, while institutional documents pointed to departments, courses, and individual graduate students. Most supports for graduate students reported were already existing piecemeal supports with limited implementation, despite policy recommendations for broad, flexible, open-ended, and recognized programming. Future research is needed to further clarify the pathways from vision to action.
 
 
 
 
 
 
 
 
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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 | 0.007 | 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 | 0.000 |
| 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 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".