13 Vennel Street (30 Kersland Gait) Stewarton, East Ayrshire: Archaeological Monitoring Works
Bibliographic record
Abstract
Archaeological monitoring works undertaken in respect of proposed works at 13 Vennel Street, Stewarton in East Ayrshire (NGR: NS 42020 45770). The planning application comprises: the erection of a new one and three quarter dwelling house with detached single garage (planning application no 16/0830/PP). The proposed development falls within an archaeological sensitive area associated with the historic core of Stewarton. As the degree of modern disturbance within the application area appeared to be less than would normally be expected in a built-up area and it was possible that significant archaeological deposits or boundary features from the earliest stages of this part of the town's development may survive below modern ground level. As these deposits, which may include, pre-modern rubbish pits, midden spreads, wells, and horticultural or boundary features, would be destroyed by the development proposals East Ayrshire Council asked for a programme of archaeological monitoring works to be undertaken as a requirement of the issued planning consent. The archaeological works comprised monitoring of the removal of topsoil from the footprint of the new dwelling house as well the monitoring of foundation trenches; access / parking area and service trenches. Although there was potential to uncover archaeological deposits or features dating from the earliest stages of settlement for the town of Stewarton, no remains that pre-dated the nineteenth / early twentieth century were noted during the course of the monitoring works.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.192 | 0.018 |
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".