Leading Educational Change in the 21st Century: Creating Living Schools through Shared Vision and Transformative Governance
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
This article provides a critical overview of national and international efforts to shift education to what has been commonly called 21st century learning. Governments, non-profits, and corporate consortiums are in large part responsible for education reform designed to re-conceptualize K12 education for the 21st century. The article introduces an integrative transformative educational concept called the Living School that connects K12 educational reform with Education for Sustainability, sustainable community development, and individual well-being. Brief portraits describe schools that reflect Living School attributes. Ambitious initiatives to transform education for the 21st century require enlightened leadership and governance structures for scalable, system-wide reform. This paper offers an alternative vision for educational leadership and governance to support education reform based on a holistic approach to sustainable community economic development. An interdisciplinary model of professional learning to prepare education leaders for an alternative vision of education leadership is proposed.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 it