‘Lazy’ Natives, Coolie Labour, and the Assam Tea Industry
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
Abstract This paper considers the creation of a ‘coolie’ work-force for the Assam tea industry and the local dimensions of tea plantation enterprise. While the industry has flourished through its use of migrant labour and export markets for tea, it has retained important connections with the locality. The Assam tea industry was a predominantly colonial enterprise manned by white British planters. It allowed participation, albeit in subordinate and dependent roles, by local peasants and gentry, though mainly based on the labour of migrant ‘coolies’ recruited on indentured contracts. The prominence of ‘imported’ coolie workers has obscured the significance of various local groups as well as the tea industry's importance in the local ‘imagination’. Despite the gradual development of nationalist antagonism towards the white ‘Planters' Raj’, tea enterprise retained a hallowed place for the Assamese middle classes, as tea workers continued as a racialized labouring class.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.004 |
| 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