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
This chapter considers the 1843 revolt from the perspective of the trans-Patkai region and possible connections with the Opium Wars. It explores the political and cultural contexts of Singpho-Jinghpaw interaction with a wider world, and concludes that the spread of <italic>gumlao</italic> revolt was an outcome of the region-wide pressures that were placed upon this region in the third quarter of the nineteenth century. Evidence of ideological change in Jinghpaw models of power is then suggested by a close examination of a ritual called the <italic>Tawn Na</italic>, which emerged as a discourse in relation to changes seen at the Burmese court during this time. The chapter proposes that in light of this regional transformation, it would be inappropriate to consider ‘Kachin’ ideological models insulated from the political developments that were taking place across this region, and these changes were important in the later development of modern Kachin ethno-nationalism.
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 | 0.000 | 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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