Enhancing pupils' aspirations to university: the St Andrews Sutton Trust School experience
Bibliographic record
Abstract
The Sutton Trust Summer School offers to S5/Year 12 pupils the opportunity to sample student life for a week at one of five selecting universities in the UK. Most of the participants on the Sutton Trust Summer School will be the first generation in their family to attend university and have come from schools which traditionally send low numbers to university, especially the most highly selective universities. This paper examines the impact of the Sutton Trust Summer School on its young participants' aspirations towards university and to the University of St Andrews in particular. We find some unanticipated perceptions of such pupils regarding entry to higher education. A quarter of them, for example, are not in fact aware of any barriers to attending university. However, we show that Summer School attendance provides a significant confidence boost, especially for those who were initially worried about participating. For young males, friendship networks are an important source of information about the Summer School.
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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 | 0.000 | 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 | 0.001 |
| 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".