Human security assemblages : transformations and governmental rationalities in Canada and Japan
Bibliographic record
Abstract
The thesis examines Canadian and Japanese human security assemblages. It aims to delve below stereotypical imageries 'representing' these human security articulations. The concept of 'human security' is not a starting point, but a result of elements, processes, structures and mechanisms which need to be investigated in order to reveal insights about a given articulation of human security. Each human security assemblage is composed of messy discourses and practices which are loosely related and sometimes even disconnected. Academics have frequently avoided studying the messiness of political discourses and practices and their mutual dependencies or their lack thereof. By contrast, this thesis ascertains what has lain beneath Canadian and Japanese spatio-temporal articulation of human security and establishes the kinds of structural terrain which have enabled, shaped, or blocked the unfolding of certain versions of human security. The pivotal contention of the thesis is that Canadian and Japanese articulations of human security have been different because they have grown from completely different domestic economies of power governing the relationship between the state apparatus and the non-profit and voluntary sector. While the Canadian human security assemblage has been shaped by transformations in the country's advanced liberal model of government, the Japanese has been shaped by the continuities of Japan's bureaucratic authoritarianism. A novel approach is employed for the related process-tracing: a general series linking structural conditions with actual articulations of the human security projects, and their further development, including analysis of their unintended consequences.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.011 |
| Science and technology studies | 0.039 | 0.030 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".