Beauchamps, Wyddial, Buntingford, Herts: Archaeological Investigation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In order to meet the requirements of an archaeological condition on the planning permission for the construction of a riding arena at Beauchamps, Wyddial, Hertfordshire, the Heritage Network was commissioned by the owner to monitor the groundworks for the development. The site of the outdoor riding arena, which measures 40m by 20m, is located to the south of the moated manorial site at Beauchamps, Wyddial. A planned Victorian farm lies to the north, but cartographic and aerial photographic evidence consulted for the desk-based assessment has shown that this did not extend into the site (Ashworth 2010). The arena lies in an unploughed grassed field, which remained undeveloped since at least the mid 18th century. The archaeological investigation did not encounter any evidence for archaeological features, deposits or finds. The groundworks for the manége did not breach the topsoil, apart from in the south-eastern corner, therefore any underlying archaeological remains are preserved in situ.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it