Bibliographic record
Abstract
Within a section of St. John's Sideroad, between Yonge Street and Bayview Avenue in the Town of Aurora, is the McKenzie Wetland Complex, an important environmental feature to the local community and a provincially-significant area. This road is under the jurisdiction of the Regional Municipality of York. As a result of highly-active community development in this area, the Class Environmental Assessment recommended this road be widened to a four-lane urban cross-section with profile improvements to satisfy design standards. Construction within the wetland presented unique design challenges. The project not only included roadworks, sewers, watermain, streetlighting and traffic signals, but also involved the construction of sheet-pile retaining walls, horizontal directional drilling, tunnelling, railway crossing improvements, timber boardwalks, bicycle trails, landscaping and work adjacent to sensitive wetlands and watercourses. The project successfully overcame two significant limitations: First, it addressed the environmental constraints with unique solutions. Second, it overcame significant financial challenges through successful funding partnerships. This project was nominated for the 2006 TAC Environmental Achievement Award.
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.
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) | 0.000 | 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) | 0.011 | 0.002 |
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; both teacher heads agree on what is shown here.
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".