Bibliographic record
Abstract
The image of Coventry in flames was one of the most haunting of the Second World War. Yet the excitement and optimism of the 1950s and 1960s were succeeded by a quarter century of urban blight and economic slump. The collapse of manufacturing industry - machine tools, aeroplanes, cars - left a proud community adrift and demoralised. Today a revitalised twenty-first century city, Coventry has embraced the new millennium and evolved from bleak post-industrial desert to vibrant cultural oasis, in the process rediscovering a sense of purpose and a vision for the future. "b-9780755621934-0000008"The City of Coventry"b-9780755621934-0000008" tells the story of an experiment in social democracy carried out by a Labour-controlled council which envisaged the bomb shattered city as a model of urban regeneration and imaginative planning. Post-war reconstruction could be a striking success, as in the pedestrian-friendly Precinct and the bold new cathedral, or a notable failure as in
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.020 | 0.007 |
| Scholarly communication | 0.013 | 0.004 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.103 | 0.016 |
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".