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
Student leadership is often misconceptualized as merely a pedagogical exercise revolving around simulated political arenas with little to no immediate real political consequence. Other scholarship normalizes students as political outsiders who have to resort to dangerous, exhausting activism tactics for even minute advocacy victories due to their lack of structural representation in education decision-making. An analysis of student leadership in research and practice is presented according to an identified spectrum of low to high student power. This article argues that student leadership has great potential for real political action. The best structure for student leadership is argued to be democratic student government, as well as students having standing roles within education leadership structures. Furthermore, effective conceptions of student leadership must not only acknowledge its developmental aspects, but also account for the real politics inherent in student leadership activities. To conclude, a more political conception of student leadership and student government is advocated for so student leaders’ real political activities can be recognized and studied as such in education leadership discourse to prevent student exploitation and tokenism.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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