Studies in the Roman and Medieval Archaeology of Exeter : Exeter, A Place in Time Volume II
Bibliographic record
Abstract
This second volume presenting the research carried out through the Exeter: A Place in Time project presents a series of specialist contributions that underpin the general overview published in the first volume. Chapter 2 provides summaries of the excavations carried out within the city of Exeter between 1812 and 2019, while Chapter 3 draws together the evidence for the plan of the legionary fortress and the streets and buildings of the Roman town. Chapter 4 presents the medieval documentary evidence relating to the excavations at three sites in central Exeter (High Street, Trichay Street and Goldsmith Street), with the excavation reports being in Chapter 5-7. Chapter 8 reports on the excavations and documentary research at Rack Street in the south-east quarter of the city. There follows a series of papers covering recent research into the archaeometallurgical debris, dendrochronology, Roman pottery, Roman ceramic building material, Roman querns and millstones, Claudian coins, an overview of the Roman coins from Exeter and Devon, medieval pottery, and the human remains found in a series of medieval cemeteries.
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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 | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 0.001 |
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".