Returning to totality: Settler colonialism, decolonization, and struggles for freedom
Bibliographic record
Abstract
A unifying feature of the most prominent social movements that emerged in the 2010s is their dissatisfaction with explaining injustices on a case-by-case basis. In Canada, movements against settler colonialism express a similar orientation. This elicits a return of totality thinking, which enables one to grasp the connections between what appears as isolated or fragmented moments that in fact constitute and are constituted by a larger whole. Drawing on Marxist and Indigenous theorists, we reconstruct an approach to totality and a conceptualization of settler colonialism as a totality. Through an immanent reading of John Borrows’ approach to decolonization, we justify the importance of this concept for politicizing the persistence of unfree forms of interdependence. Finally, just as individual struggles point toward the totality, totality thinking draws attention to the unity-in-separation of different struggles, enabling a politics of “immanent universalism” as an alternative to both abstract universalism and particularism.
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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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.124 |
| Scholarly communication | 0.010 | 0.008 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.002 | 0.005 |
| 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".