59 High Street, Buntingford, Herts.: Archaeological Evaluation
Bibliographic record
Abstract
In order to characterise the archaeological potential of the site of a proposed new development on land to the rear of 59 High Street, Buntingford, Hertfordshire, the Heritage Network was commissioned by Southbeach Developments Ltd to undertake an archaeological field evaluation. This work was a requirement of the planning consent granted by the local planning authority. Two trial trenches were excavated across the footprint of the proposed new dwellings. This revealed several phases of activity towards the front of the site, most likely associated with the use of the site as a farmyard during the 18th-19th century. More significant was the identification of a heavily truncated pit in this area which contained remains of Romano-British date. This represents the first stratified evidence of activity of this date in the area On the basis of these results, the risk that the development might encounter archaeological remains of significance may be considered to be Moderate for the Romano British period and Low for all other periods.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.028 | 0.003 |
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".