Bibliographic record
Abstract
As part of a programme of archaeological work undertaken in advance of a planning application for residential development on land at 'Pinehurst' 17A Ivel Road, Shefford, Bedfordshire, the Heritage Network was commissioned to undertake a field evaluation by trial trenching. A previous evaluation on land immediately to the south west of the site revealed a total of fifty-seven archaeological features demonstrating activity on the site starting in the late Iron Age and continued into the late 2nd century AD. On the basis of these finds it was considered that the site had a High overall archaeological potential for the site, with the possibility of features and deposits of prehistoric to post-medieval date surviving within the development area. Fifteen trenches were excavated across the site varying in size from 10m to 30m revealing mixed sand and clay geology. However no archaeological cut features, finds or remains were revealed during the work. On the basis of the results of the evaluation, the risk that the proposed development might have a negative impact on remains of archaeological significance may be considered to be Low for all periods.
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 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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; both teacher heads agree on what is shown here.
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".