Agricultural colonisation in Lam Dong Province, Vietnam
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
Since 1975, the territory within the limits of Vietnam has been subject to rapid land use changes. Agricultural colonisation by ethnic Viet in the mountains and plateaus of the Central Highlands constitutes one of the most visible trends in this process. As one of the traditional dynamics in Viet history, agricultural colonisation has contributed to the integration of marginal peoples and territories into the national body. In the province of Lam Dong, in the Central Highlands, the actual distribution and structure of the population are directly inherited from four phases of agricultural colonisation: the Colonial period (1858‐1954); the regime of South Vietnam (1954‐1975); the unified communist State (1975‐1987); and the Vietnam of Doi Moi (1987 onwards). By analysing these phases, this article aims to show that agricultural colonisation has contributed to the penetration and consolidation of the State in such marginal territories.
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.
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 | 0.001 | 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) | 0.001 | 0.001 |
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