Bibliographic record
Abstract
The County of Essex is responsible for the maintenance and construction of 87 bridges. As many freeze-thaw cycles are experienced in our area, Essex County highway bridges are prone to black ice and must be salted on a priority basis for the safety of motorists. However, the long-term effects of this established practice have become obvious. Our wetlands and farmlands are being damaged and our highway bridges require costly deck replacements. A geothermal snow melting or de-icing system is an environmentally-friendly alternative to the common mechanical and/or chemical winter maintenance and is available day and night without a costly stand-by emergency response. A bridge structure which crosses the North Branch of the Cedar Creek within a provincially significant wetland provided an opportunity to be a testing facility to determine the feasibility of utilizing geothermal energy and to assist with the design of other renewable energy systems. The County of Essex used the opportunity provided by the reconstruction of this environmentally-sensitive to pro-actively implement a prototype into the bridge deck. This project was nominated for the TAC 2008 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".