Life-Cycle Management - West Coast Deep Sea Wharf
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
A major export terminal in the Vancouver Harbour has five shipping berths, two of which consist of timber pile and deck construction with an asphalt overlay. The berths were originally constructed in 1959 and extended in 1965. Little to no maintenance was carried out at the berths until the mid-1990s, when an internal assessment raised questions about the condition of the facility. To better understand the situation, a comprehensive inspection of the facility was commissioned in 1996/1997. The inspection revealed widespread deterioration of the timber elements and alternatives to address the situation were investigated. Two alternatives were proposed: complete replacement of the facility and implementation of a phased maintenance program. This paper discusses the life cycle management (LCM) approach that was used to assess the two alternatives. A comparison between the costs of complete replacement and a phased maintenance program is presented.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.025 |
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