Navigating the seamless environment in the global supply chain: implications for Canadian regions and workers
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
When work is ‘boundless’ and ‘seamless’ where and how do workers' lives intersect with the space-time continuum of place-based communities? Who and what are they accountable to? Telemediation is fragmenting work across increasingly complex, transnational networks. Workers in these networks must negotiate through a multitude of temporal, contractual and trans-cultural milieus. This paper traces the trajectory of the work experience using case studies of telemediated work relationships in various points in the global supply chain and analyses the implications of telemediated spaces for the quality of workers' lives. Drawing on an analysis of case studies conducted by the EMERGENCE Canada project, this paper argues that telemediated work represents a shift in the scale at which many aspects of daily life unfold, and that some of the assumptions upon which workers’ lives are governed must be reconsidered.
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.
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 | 0.002 | 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 | 0.001 | 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 it