Blind to Chains? The Potential of Bioarchaeology for Identifying the Enslaved of Roman Britain
Bibliographic record
Abstract
Abstract This research explores the contribution bioarchaeology can make to the study of slavery in Roman Britain, responding to the calls by Webster and colleagues for the greater use of osteological and scientific techniques in this endeavour. It reviews the evidence for the bodies of the enslaved in the primary sources and bioarchaeological evidence from the New World and the Roman Empire. The paper aims to establish patterns of physiological stress and disease, which could be used to reconstruct osteobiographies of these individuals, and applies these findings to bioarchaeological evidence from Britain. It concludes that at the present time, it may not be possible for us to successfully separate out the enslaved from the poor or bonded labourers, because their life experiences were very similar. Nevertheless, these people are overlooked in the archaeological record, so unless we attempt to search for them in the extant evidence, the life experiences of the majority of the Romano-British population who were vital to its economy will remain lost to us.
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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 | 0.005 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.003 | 0.019 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".