Poverty and Progress in the Age of Improvement: Evidence from the Isle of South Uist in the Outer Hebrides
Bibliographic record
Abstract
In 1851, the landlord of the Hebridean islands of South Uist and Barra evicted almost 3,000 people from their homes and transported them by means of assisted passage to Canada. This episode of clearance was prompted by a failure of the potato crop and a four-year-long famine, and exposed the dire state of poverty in which the inhabitants of the islands had been forced to live. This paper draws upon six seasons of fieldwork at Milton and Airigh Mhuillin, in the middle district of South Uist, and argues that historical archaeologists should do more to expose the causes and long-term consequences of poverty. The paper explores the imposition of agrarian capitalism in the Isle of South Uist from the late 18th century, and makes the case that a system of landholding and land use that privileged profit for landowners over the subsistence needs of the mass of the population created a fragile economy that was prone to shortages and completely unable to respond to the challenge of a prolonged famine.
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 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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.004 | 0.006 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".