Heath Sports Club, Baldock Road, Royston, Hertfordshire: Archaeological Evaluation Report
Bibliographic record
Abstract
In order to characterise the archaeological potential of the site of a proposed extended tennis court area at Heath Sports Club, Baldock Road, Royston, Hertfordshire, the Heritage Network was commissioned by Royston Tennis Club to undertake an archaeological field evaluation. The site lies on the western edge of Royston, on the south side of Baldock Road and on the northern edge of Therfield Heath. Ten HER entries are located within a 500m radius of the site centre. These range in date from the Neolithic to the modern period. Despite the defined archaeological potential of the site, which lies on the northern edge of Therfield Heath, an area known to have attracted activity from the Neolithic period onwards, the four evaluation trenches revealed only slight evidence for activity pre-dating the modern period. The earliest feature on the site comprised an undated ditch on the north side of the existing tennis courts. This had been truncated by later ploughing. Two modern features were also recorded, a large hollow, filled with demolition debris from the World War 2 prisoner of war camp and a linear feature of unknown purpose. Monitoring of the preliminary groundworks noted further modern demolition debris, also assumed to be from the PoW camp.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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".