Iron Artefacts from the DGB-1 Site, Northern Cameroon: Conservation, Metallurgical Analysis and Ethnoarchaeological Analogies
Bibliographic record
Abstract
In 2008, a number of iron artefacts were recovered from an interior courtyard on the DGB-1 site during fieldwork in 2008. DGB-1 is a large multi-function site located in the northeastern Mandara Mountains of Cameroon, and dating to the mid-second millennium AD. The iron artefacts recovered included a cache of spear/arrow points found buried under a living floor, as well as a local hoe and a chain and a ‘barrette’ probably not of local provenance. This discovery has a number of points of interest: (1) ethnoarchaeological reenactments of iron smelts in the 1980s in the same region provide a rare opportunity for comparison of iron-working techniques over about five centuries in sub-Saharan Africa; (2) the variability in different forms of iron (including eutectoid steel) used in these artefacts; and (3) the welding of different forms of iron to produce composite artefacts.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 teacher head, 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".