Preserving a Well-loved Heritage Structure
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
<p>One of Metro Vancouver’s oldest, most interesting and historic structures, the Westham Island Bridge is the single gateway onto Westham Island in Delta, BC, which is home to key agricultural developments, a sports club, and popular local tourist attractions. Now entering its 106th year, the Westham Island Bridge needs a comprehensive structural assessment and rehabilitation study that will consider extending the structure’s life for another 20 to 25 years such that it can continue to provide safe and reliable access to the island. Mott MacDonald has been retained by the Owner to undertake this asset preservation work in three phases comprising a comprehensive structural assessment and rehabilitation plan, detailed design of the rehabilitation works and construction support. This paper describes the recent work undertaken in Phase 1 to formulate a cost effective rehabilitation strategy for the bridge.</p>
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 | 0.000 |
| 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 it