Prelims
Bibliographic record
Abstract
Transforming Education Through Critical Leadership, Policy and Practice is based on the belief that those in educational leadership and policy-constructing roles have an obligation to educate for a robust critical and democratic polity in which citizens can contribute to an open and socially just society.Advocating for a critical, socially just democracy goes beyond individual and procedural concerns characteristic of liberalism and seeks to raise and address fundamental questions pertaining to power, privilege and oppression.It recognizes that much of what has gone under the name of 'transformational leadership' in education seeks to transform very little, but rather it serves to reproduce systems that generate structural inequalities based on class, gender, race, (dis)ability and sexual orientation.This series seeks to explore how genuinely transformative approaches to educational leadership, policy and practice can disrupt the neoliberal hegemony that has dominated education systems globally for several decades, but which now looks increasingly vulnerable.The series will publish high-quality books, both of a theoretical and empirical nature, that explicitly address the challenges and critiques of the current neoliberal conditions, while steering leadership and policy discourse and practices away from neoliberal orthodoxy towards a more transformative perspective of education leadership.The series is particularly keen to 'think beyond' traditional notions of educational leadership to include those who lead in educative waysin social movements and civil society organizations as well as in educational institutions.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.725 | 0.533 |
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".