Active Travel Infrastructure (ATI) in Ireland – An Asset Management Approach
Bibliographic record
Abstract
Abstract Ireland is committed to boosting active travel as a key part of its decarbonisation plan. The development of Active Travel Infrastructure (ATI) which facilitates walking, cycling, and other non-motorised forms of transportation, is a focal area of Ireland's substantial capital investment efforts aimed at advancing its sustainable transportation goals. While investing in the new ATI, the aspect of ongoing maintenance and renewal is frequently overlooked. However, to ensure the realisation of the benefits of active travel, it is essential to have a sustainable asset management system accompanied by sufficient funding to uphold a consistent level of service throughout the infrastructure’s lifespan. This paper highlights the importance of a systematic management, maintenance, and renewal strategy for ATI assets that includes planned asset renewal, routine maintenance activities, and winter operations. It also proposes the funding requirements for maintaining and preserving the lifespan of existing and new ATI.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".