Sowerby Bridge, West Yorkshire: Historic Area Assessment
Bibliographic record
Abstract
The Sowerby Bridge Historic Area Assessment (HAA) was undertaken in support of the Sowerby Bridge High Street Heritage Action Zone (HSHAZ), a government-backed scheme aimed at using the historic environment to drive growth in historic places. This report focuses on the main thoroughfare and historic town core, including the historic County Bridge, the south-east end of Hollins Mill Lane, the southern end of Tower Hill, Town Hall Street, Wharf Street and Old Cawsey, as far as the canal basin. It provides an overview of the town's history, development, character and value in order to inform key decisions about its future. As its name suggests, Sowerby Bridge, approximately 4.8km (2.3 miles) south-west of Halifax in the county of West Yorkshire, developed as a small hamlet around the crossing of the River Calder, particularly on the north bank. Documentary evidence suggests that the settlement started with a fulling mill and chapel located beside the bridge in the medieval period, although the river crossing may have been earlier. However, much of its architectural legacy relates to massive and rapid industrial growth in the 18th and 19th centuries which led to the settlement becoming a town by the mid-19th century.
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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 | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 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".