Training and Equity Initiatives on the British Columbia Vancouver Island Highway Project: A Model For Large-Scale Construction Projects
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
The equity initiatives in training and hiring on this large project were unique and stunningly successful. At peak production periods the equity hires constituted more than 20 percent of the workforce, a figure that is ten times higher than normal. This project was the first time a significant effort had been made to integrate women and First Nations in a commercial highway project. It was accomplished through two risk- taking and innovative measures. One was a priority for equity hires in the collective agreement and the other was the establishment of a training site where women and First Nations (mostly male) built a section of the highway as part of the training process. This article examines these fea tures and the experiences of the workers, contractors, and trade unions with the equity initiatives. It pays particular attention to the construction industry workplace culture and how this affects training for equity groups.
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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 | 0.001 | 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 | 0.005 | 0.000 |
| Scholarly communication | 0.001 | 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 it