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
The monitoring of the development groundworks at 11 The Granary, Arlesey, Bedfordshire, revealed a stratigraphic sequence consisting of various layers of modern overburden directly overlying the natural. It was observed that these were deeper at the western end of the site. The lack of top- and subsoils indicates that the site has been subject to significant ground reduction. Some reduction may have occurred in the early 20th century, to level the ground for a former farm building, but the removal of all evidence for this structure from the site suggests that some further ground reduction was carried out when The Granary estate was built. The greater depth of made ground at the western end of the site may reflect the natural slope of the ground. Late 19th and 20th century OS mapping shows that until the late 20th century the site formed part of Moorlands Farm. It lay within a small yard to the north of the main farmyard until the early 20th century. Between 1901 and 1922 the site was occupied by a long narrow building range which survived until the 1990s. No remains relating to the structure that formerly occupied the site were encountered during the present works, but layers of probable demolition rubble were observed at the western end of the footings trenches.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it