Understanding Stakeholder Perspectives on the Impact of Peace Education in Secondary Schools of Arunachal Pradesh
Bibliographic record
Abstract
The goal of the study is to learn what the instructors in Arunachal Pradesh secondary schools think about the inclusion of peace education in the modules. It sought to investigate their perspectives, difficulties, and willingness to incorporate practices of peace education into their pedagogy. In order to achieve this, the researchers evaluated the quality of peace education in two secondary schools and one semi-government residential school in the lower and Dibang Valley using both quantitative and qualitative approaches. They used tactics like group talks, observations, and interviews to interview 12 individuals from these districts. In order to gather information, the researchers spoke with class teachers and principals at each school, held interviews with district stakeholders, and generally engaged themselves as responsible and exemplary citizens. The results showed that educators and interested parties stressed how crucial it is to include peace education in the modules. They believed it could reduce discords among students and contribute to shaping.
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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 | 0.008 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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 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".