LAND SOUTH OF HARE STREET ROAD Buntingford, Hertfordshire
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 investigate the archaeological potential of a proposed new development site located on land south of Hare Street Road, Buntingford, Hertfordshire, the Heritage Network was commissioned by the owners to undertake a programme of geophysical survey and targeted trial trenching. The geophysical survey revealed a number of magnetic anomalies, some of which equate to buildings and roads that are shown on the Ordnance Survey map of 1950, and a number that appeared to represent buried archaeological remains. Six trial trenches were subsequently excavated across the site, four targeted on geophysical anomalies, with others located in apparently blank areas as a control. Together, the two phases of investigation have revealed an area of modern activity in the southwest corner of the site, and, elsewhere, the presence of an undated enclosure. On the basis of the results of the fieldwork, the risk that the proposed development might disturb archaeological remains of prehistoric, Iron Age or Romano-British date may be considered to be Moderate, with the remains considered to be of local or regional significance. The risk that archaeological remains of modern date would be impacted is also considered to be High, but these remains are only considered to be of local significance. The risk of impacting archaeological remains for all other periods is considered to be Low.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it