Bibliographic record
Abstract
In 1995, Alberta Transportation and Utilities took its first steps of many to outsource the highway maintenance work. This work covered all summer and winter maintenance of the provincial highway network. The department overcame many challenges as it changed its role from delivering the service to managing the delivery of the service by private sector. From day one, the industry and the department began to work together on forming a relationship of understanding from each other's point of view. This relationship was referred to as partnering and it would prove to be beneficial for day to day operations and in the future contracts. Following the outsourcing and prior to the next round of tendering, the department along with the industry conducted a major reengineering of the existing maintenance process. The group undertook a thorough review of all the maintenance specifications and contract requirements in an effort to identify the risk and allocate it where it could be best managed. During this period the department also sold its maintenance shops and increased its responsibility by assuming approximately 15,000 km of secondary highways from local municipalities. All of these changes were incorporated into the contracts prior to the second round of retendering. As a result of these changes there were significant savings. The department is now about to embark on its third round of retendering. Maintaining a level playing field for all contractors, creating a competitive bidding atmosphere, dealing with increased public expectation and issues on environment and insurance are just a few of the items that were reviewed in this round.
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 | 0.001 |
| 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".