Bibliographic record
Abstract
This article addresses school reform and the challenges presented to educational leaders working toward social justice which is not limited to only academic achievement. Social justice as used here is education for emancipatory social change resulting in freedom to, that is, the opportunity for individuals to pursue work they value, and, ultimately, to discover and create a life of worth for self and community. To examine such reform and the implications for educational leadership, I use Freire’s (1989) concept of conscientization, possessing a conscious understanding of one’s lived reality, as a framework by which to analyze two particular reforms, Success for All and Professional Development Schools. From that analysis, I suggest that educational leadership that seeks to liberate students to make social changes creates space and spaces for trust; and nurtures participatory, equitable and just relationships rather than simply managing programs and services, and facilitates “the opportunity for empowerment rather than ‘delivering it’” (Grinberg as cited in Larson and Murtadha, 2001, p.8).
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.
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 | 0.009 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.004 | 0.001 |
| Science and technology studies | 0.005 | 0.049 |
| Scholarly communication | 0.004 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".