“Walking the Talk”: A Conceptualization of International Mindedness to Inform Leadership in International Schools
Bibliographic record
Abstract
In many of the most highly regarded international schools, international mindedness (IM) represents an overarching value orientation and a “mindset” to be developed in students. Over the last 2 decades, there has been increasing attention to both understanding and supporting IM in the explicit and formal curriculum in international schools; however, the theorization of the more implicit or hidden curriculum of international schools has been much less engaged. This article presents a broad conceptualization of IM from a synthesis of the most recent IM literature and, more specifically, digs deeper into the implicit forms of learning and subjectivity via a “post-informed” analysis of a critical anecdote of international school teaching. The article seeks to inform leaders of how they might more robustly understand IM and work to walk the talk of IM through a more open embrace of human difference and cultural conflict under complex, power-laden, and sometimes fraught social relations.
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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 | 0.007 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.008 | 0.048 |
| Scholarly communication | 0.010 | 0.014 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.003 | 0.007 |
| 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 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".