Bibliographic record
Abstract
Abstract Borders and bordering practices can be understood as both an act of sovereign authority and establishing the contemporary international system. The drawing of borders also simultaneously legitimizes the state’s sovereign authority, creating a political community ‘inside’ borders through which modern politics takes place. These processes are especially pertinent for settler states such as Canada, whose sovereign authority over its recognized territory is contingent on the erasure of Indigenous sovereignty. However, Indigenous nations reject Canadian claims of settler authority and legitimacy, instead continuing to uphold their own modes of governance and relationships to territory. This contestation of settler territoriality is practiced in various ways, with this article exploring how energy utility governance and infrastructure act as bordering practices—that is, as a productive means of manifesting and demonstrating territorial authority. Through the British Columbia Utilities Commission’s Indigenous Utilities Regulation Inquiry, we explore the contestation of territory through what we refer to as ‘embedded bordering’. In doing so, we identify a tension between ongoing settler moves to dispossession alongside decolonial potential in the border-making practices of energy governance and infrastructure.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.022 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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".