Partition, Narratives and Change in the Borderland Areas of Ladakh India
Bibliographic record
Abstract
This paper examines how the Indian military operation in 1971 war capturing four villages in Baltistan, with an area of 804 sq.kms in the North-Western border of Ladakh have affected the life of the borderland people. In its capacity, this paper attempts to uncover the heart-wrenching, but unknown sufferings and narratives of divided families in the Turtuk borderland areas in Ladakh. The analysis explores the dynamics of problems and changes resulting from the region’s proximity to the border, categorizing the timeline into two broad phases: Pre-1999 (the period of immediate changes after partition) and Post-1999 (the period of transformation from alienation to assimilation). The paper also deals with various socio-economic and demographic indicators of change, emphasizing that borders are not merely a territorial entity, but also represent economic opportunities for borderlands people. This research uses ethnography to explore Ladakh’s borderland communities, contributing to understanding Asian border’s complexities and impacts.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 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".