Barriers to Indo-Pak Trade: A Case Study of Land Routes
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
Concerning land routes, the study aims to document some crucial barriers, which are relatively easy to address but potent enough to expand trade between India and Pakistan. Using field research, this article examines the factors that impede trade between India and Pakistan through land-border crossings—Attari–Wagah border in Punjab and, Chakkan da Bagh, Poonch, and Salamabad Uri, Baramulla, the two land-border crossings in Jammu and Kashmir. Semi-structured questionnaires are administered to traders and unstructured interviews are held with other stakeholders. The findings such as security issues, inadequate banking facilities, inadequate physical infrastructure, communication lacunae, excessive paperwork, and lack of arrangements for traders’ meets are documented as some of the prominent impeding factors in overland trade between the two nations. The prominent barriers perceived by the traders concerning Attari and Cross-the Line of Control (LoC) trade are excessive documentation, complex procedures, and nonavailability of banking facilities.
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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 | 0.000 | 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 | 0.000 |
| 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