Nepal's Ongoing Political Transformation: A review of post-2006 literature on conflict, the state, identities, and environments
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
Abstract This review article provides a reading guide to scholarly literature published in English about Nepal's political transformation since 2006, when Nepal's decade-long civil conflict between Maoist and state forces formally ended. The article is structured around four major themes: (1) the Maoist insurgency or ‘People's War’; (2) state formation and transformation; (3) identity politics; and (4) territorial and ecological consciousness. We also address the dynamics of migration and mobility in relation to all of these themes. Ultimately, we consider the Maoist movement as one element in a much broader process of transformation, which with the benefit of hindsight we can situate in relation to several other contemporaneous trajectories, including: democratization, identity-based mobilization, constitutional nationalism, international intervention, territorial restructuring, migration and the remittance economy, and the emergence of ecological and other new forms of consciousness. By looking across the disciplines at scholarship published on all of these themes, we aim to connect the dots between long-standing disciplinary traditions of scholarship on Nepal and more recent approaches to understanding the country's transformation.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| 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