Extending the Life of the Angus L. MacDonald Suspension Bridge
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Angus L. Macdonald Suspension Bridge crosses Halifax Harbour and connects Dartmouth and Halifax in Nova Scotia, Canada. The bridge was opened for traffic in 1955. The overall length of the bridge, including approaches, is 1,347 m (4,419 ft), and the suspension bridge is 762 m (2,500 ft) long. After almost 60 years of service, the aging bridge deck is experiencing significant corrosion problems and is reaching the end of its service life. Therefore, the owner, Halifax Harbour Bridges, decided to replace the entire suspended superstructure including the hangers. Bridge inspections showed that all parts of the bridge that are not being replaced (main cables, towers, cable bents and foundations) are in good condition and expected to have a long life. The designs of the new bridge superstructure and its replacement sequence have been completed. Safety of the public and minimization of traffic disruption have been the central themes driving the design. The entire suspended structure will be replaced sequentially during night or weekend closures. The bridge will be open for traffic during each working day. An unusual feature of the project is that the Owner's Engineer performed a detailed step-by-step analysis of the erection sequence, has designed some of the key erection equipment, and is providing necessary forces and adjustments to the Contractor for his use during erection. The reason for performing analysis that is normally in the Contractor's scope is to reduce the risk to the owner in terms of cost and delays. Following the replacement of deck segments, the deck will be raised to increase the navigation channel clearance by 2.1 m at midspan. Dehumidification of main cables is being considered in order to extend their service life.
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.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it