Untying the Knot? Assessing the compatibility of the American and European strategic culture under President Obama
Bibliographic record
Abstract
This article analyses the similarities and differences of the latest American and European security strategies under President Obama in order to make inferences about the degree of compatibility of their deep-seated and shared norms, beliefs and ideas regarding the means and ends of national security, and to better understand the normative continuity/discontinuity of those norms of the Obama vs. Bush administration. Building upon constructivist work on strategic cultures, the article concentrates on a qualitative analysis of elite security discourses and disaggregates them into their normative and ideational components. By studying strategic cultures empirically and comparatively, the study fills a known void in the literature on strategic cultures. It finds that American and European norms, beliefs and ideas about the means and ends of national security policy are compatible with regards to challenges and threats as well as preferred modes of international cooperation; they are incompatible with regards to commonly held beliefs about the international system and how to address threats, which is worry some politically. Moreover, the article finds that there is a continuity in the US security strategies from President Bush to Obama.
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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 | 0.011 | 0.030 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".