Bibliographic record
Abstract
Suffolk County Council, UK, has plans for a �15M package to improve pedestrian and cycling facilities and bus services with a comprehensive urban traffic management and control (UTMC) system. The plans are needed to increase the capacity of the town's roads to meet the expected increase in population. The 1960s inner-ring road is approaching capacity on many sections at peak periods. The plan is to extend the current bus loop eastwards, allowing Upper Brook Street, the main thoroughfare, to be pedestrianised. The two current bus stations will be upgraded and improvements will be made to bus corridors and bus priority with the aim of increasing public transport usage by 30-40%. The new UTMC could reduce traffic volumes by directing drivers into free car parking spaces whilst giving bus priority at problem junctions. Work is beginning on three interconnected streets in the 'Ipswich Village' quarter to encourage more careful driving and greater pedestrian use. White lines, signs, double yellow lines and pedestrian guardrails will be removed and new lighting will be provided. The colour, texture and layout of the carriageway materials will emphasise the change in environment.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.246 | 0.065 |
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".