When the walls have fallen: Socially just leadership in post-traumatic times
Bibliographic record
Abstract
Abstract Although educational researchers and theorists accept that there is a degree of ambiguity and uncertainty endemic to organizational life, school leaders in democratic countries tend to address issues through the use of strategies structured to take place within a stable environment. However, many would argue that such stability is a false perception. Traumatic events can occur at any time and at any place. Every country might one day find itself having to cope with the after-effects of colonialism, conquest, conflict or catastrophe. This article describes the impact of traumatic events upon the decision-making processes of school leaders. Specifically, it describes the ways in which personal value systems influence how school leaders attend to appropriate, diligent and socially just responsibilities following a traumatic event. The purpose of this article is to identify and examine possible future strategies for a socially just school leader when confronted with an unanticipated and demanding environment.
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How this classification was reachedexpand
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 | 0.005 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".