A Pilot Study of Drayton Valley’s Zero-Fee Tuition Program
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
This qualitative pilot study introduces and reflects on early development and implementation of the Zero Fee Tuition (ZFT) program in the rural, oil and gas town of Drayton Valley, Alberta, Canada. This innovative, primarily municipally funded program, implemented in 2019, provides local students with up to $5,000 in free tuition for select post-secondary programs. Here we situate ZFT within higher education funding debates and other publicly funded tuition assistance programs in North America. ZFT is then put into conversation with a typology of tuition assistance Promise programs in the United States, framing ZFT as a last dollar, place-based, and universal program. Implications for such programs are explored in the context of Canadian post-secondary education. We conclude by drawing implications from our pilot examination of ZFT.
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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 | 0.038 | 0.036 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 it