The <i>longue durée</i> of the Human Terrain: Politics, cultural knowledge and the technical fix
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
The recent end of the Human Terrain System run by the US Army has brought to a close one of the most recent insidious challenges to the field of anthropology. But while the anthropological elements of the programme have been well documented, and contested, its historical roots have not. The HTS and cultural knowledge apparatus of the American defence establishment draw deeply upon the wells of British scholar administrators of the nineteenth century. Of particular importance, especially in regard to Afghanistan, is Mountstuart Elphinstone who published the foundational text about the country, An account of the Kingdom of Kabul , 200 years ago. But unlike the HTS and similar programmes run by other Western governments which treat culture as a kind of technical aspect of governance, Elphinstone appreciated the importance ‐ and legitimacy ‐ of local politics.
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 | 0.003 | 0.022 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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