Intestinal Parasitic Infection in Roman Britain: Integrating New Evidence from Roman London
Bibliographic record
Abstract
ABSTRACT The aim of this study is to estimate the minimum prevalence of intestinal parasites in the population of Roman London through analysis of pelvic sediment from 29 third- to fourth-century burials from the 1989 excavations of the western cemetery at 24–30 West Smithfield, 18–20 Cock Lane and 1–4 Giltspur Street (WES89). Microscopy was used to identify roundworm eggs in 10.3 per cent of burials. We integrate these results with past palaeoparasitological work in the province of Britannia to explore disease, hygiene and diet. The most commonly found parasites (whipworm and roundworm) were spread by poor sanitation, but other species caught from animals were also present (fish tapeworm, beef/pork tapeworm and liver flukes). Parasite diversity was highest in urban sites. The health impacts of these infections range from asymptomatic to severe.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".