Development and the Plitics of North-South Divide: Accentuatiing the 'Geographies of Anger' in Mizoram
Bibliographic record
Abstract
Development, Progress or 'Changkangna' has been geared up in leaps and bounds through 'money-bags' politics in the now most peaceful state of the Northeast.A state almost obsessed with external and fast pace development, Mizoram serves as an interesting chapter in analyzing the various hues of development -it benefits and challenges.The Development projects in the post-peace era have been highly 'Aizawl-Centric' or 'North-Centric' and the Southern regions have continued to face the traditional stereotypes.The recent interest that the region has gained through the 'Look East Policy' has pumped in more flow of finances and development projects.Construing the Centre-led-dole-development and its promises, the paper unravels the complex relationship between 'Development and 'Politics of North-South Divide' in Mizoram.
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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 | 0.001 | 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 | 0.008 | 0.009 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".