In spite of institution : community engagement and the lived experiences of Kearl oil sands workers in Northern Alberta
Bibliographic record
Abstract
Prison or paradise is a matter of perspective; within the walls of a highly institutionalized work camp in northern Alberta, it is one that employees are constantly negotiating, as the boundaries that typically separate areas of work, sleep, play and life blur. By adopting an interactionist perspective, existing theories of organizational structure and human interaction within the framework of a total institution can be analyzed and expanded. As growing demand for these specialized work camps grows in the region, employers and workers alike can benefit from integrating this level of social interaction into both camp amenities and daily routine. The very framework that promotes compliance, order and security for the stability of the institution also, simultaneously, limits and controls the freedom and autonomy of those within it, leading to disengagement and burnout. However, ethnographic interviews conducted at the Kearl site have revealed that many workers have elected to cope with the stress of institutionalized living through an alternative method: by connecting with their fellow co-workers through friendship and choosing community engagement over dissociation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.021 | 0.013 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".