Modern Houses, Conspicuous Consumption, and Elite–Villager Interfaces in the Mandara Highlands
Bibliographic record
Abstract
This paper argues that changes in architectural practices related to the emergence of modern elites in the Mandara Mountains blur the relationship between them and the village’s permanent residents. Probably because they spend much of their time in urban cities, modern elites prefer building their main houses in those locations. Villagers interpret their behavior as a message of rejection. In turn, this interpretation significantly affects the reciprocal relationships between modern elites and the villagers. Although the former would built houses in the village also, this practice does not remove the suspicion they attract from the latter. On the contrary, the massive character of the houses combined with their emptiness contribute to reinforce the villagers’ belief that they are the fruit of occult practices. Relying on these observations, I argue that elites’ houses are not only the sites of production of social relations, as Claude Lévi-Strauss theorized, but they are also the site of tensions.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".