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
This pictorial article describes several innovative concrete construction projects in Vancouver, British Columbia, including an extension to an existing light rail transit system, an airport runway expansion and a pier extension. The light rail project involved the fast-track design and construction of a 16 km elevated twin-track guideway. Seven long-span structures were erected by balanced cantilever method. In the $100 million runway expansion project, a new 3030 meter-long runway and 12 connecting taxiways were designed with special consideration to aircraft speed, climate, drainage, grade and pavement structure. In the pier extension project, a cruise ship terminal was expanded to add a third berth. The substructure was constructed on 360 piles using precast panels and topped with cast-in-place concrete. Most of the precast panels and cast-in-place concrete supplied for the deck was specified at a minimum of 35 Mpa and a water-cement ratio of 0.40 or less.
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) | 0.001 | 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