Incremental Transformations: Education for Resiliency in Post-War Sri Lanka
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
There is growing evidence to support the relationship between levels of gender inequality in a society and its potential for conflict. Positive attitudes to gender equality in and through education strengthen social cohesion; consequently, there is a need for gender-transformative education for peacebuilding. Drawing on the 4Rs (representation, redistribution, recognition, and reconciliation) framework in conjunction with the idea of incremental transformation with a focus on resilience, this study examines how eleven ethnic minority high school girls from Sri Lanka understand the transformative role of education in their lives as it relates to peace and gender equality. Education was a source of hope for the participants of this study and thus contributed to their resilience. However, rather than fostering and capitalizing on this resilience to build social cohesion and peace, education and the school systems are silencing them. This silencing is evident in the acceptance and normalization of militarization in their communities, daily experiences of gender-based violence (GBV), and the message, through the formal and informal curriculum, that gender equality has been achieved in Sri Lanka.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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