The experience of elected undergraduate student leaders in Canada
Bibliographic record
Abstract
The purpose of this study was to examine the experience of elected student leaders in full-time executive positions at Canadian university-wide undergraduate student associations. Qualitative interviews were conducted with five student leaders in executive positions at the end of their year-long terms. From this, case narratives were compiled to give a picture of each individual's experience in terms of their background, personal activities and feeling, assessment of their student association and university administration, and reflections on student leadership. Major themes were identified reflecting individuals' personal values and achievement, the challenge of time constraints, conflict, and their sense of responsibility and personal development. These themes are analysed in relation to the literature, for their impact on student leaders and those who work with them. This study begins to address the relatively little direct research on the activities of Canadian student associations, or on the full-time elected student leader experience.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.032 | 0.010 |
| Scholarly communication | 0.008 | 0.001 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".