Tower Blocks UK: Sheffield City Kelvin, n18-25.jpg
Bibliographic record
Abstract
Multi-storey block details: two 13-storey blocks containing 948 dwellings; Multi-storey block name(s): Kelvin Walk; Edith Walk/Woollen Walk/Portland Walk; Image detail: View of 13-storey block in Kelvin Original Commissioning Authority: Sheffield County Borough Council; Image taken: 1987;Context: Tower Block UK is a project supported by the Heritage Lottery Fund, bringing together public engagement and an openly-licensed image archive in an attempt to emphasise the social and architectural importance of tower blocks, and to frame multi-storey social housing as a coherent and accessible nationwide heritage. The Tower Block UK image archive is a searchable database of around 4,000 images of every multi-storey social housing development built in the UK. The photographs were largely taken in the 1980s by Miles Glendinning and are made available here for public use. As many of the blocks documented and photographed have since been demolished, the archive functions in part as a repository of information on an important aspect of UK heritage that is now vanishing. The archive itself catalogues multi-storey blocks as part of the developments within which they were initially commissioned and built. It gives details of notable dates, such as when local authorities approved the developments and when construction began or finished. Alongside this, the archive provides information on the local authorities, architects, and other agents involved in the processes of commissioning, designing, and constructing mass social housing. While the most historically 'accurate' identification labels in the database are the original overall development or project names, the archive also contains details of the individual blocks built.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.939 | 0.799 |
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; the direct Gemma label and the distilled Codex classifier 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".