Narratives of Accessibility and Social Change in Shimshal, Northern Pakistan
Bibliographic record
Abstract
This paper analyzes 35 oral testimonies that were collected in Shimshal through a Panos oral testimony project. The project's goal was to record villagers' perspectives on social change in the community. The link road, which would eventually connect Shimshal to the Karakoram Highway and down-country Pakistan, features prominently as an important vector of sociocultural transformation, despite being 2 years from completion at the time of the interviews. Our analysis delineates 10 narratives that reveal the public discourses that structure Shimshalis' understanding of the road's emerging effects. These narratives contribute to development research and practice related to rural road construction by documenting local representations of the lived experience of a new road and its social and developmental effects, a neglected but vital structuring element of material outcomes. They also constitute an important starting point for tracing shifts in road-related public discourse, as accessibility becomes an increasingly accustomed aspect of everyday life in Shimshal.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.012 | 0.010 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".