From the Green Zone to Havana Syndrome: Making Geographic Sense of Rotationality and Hardship in Diplomacy
Bibliographic record
Abstract
Abstract Most foreign ministries use a rotational system in deploying personnel abroad, with diplomats moving between foreign posts every few years and earning salary premiums based on the risks, dangers, and hardships associated with different foreign posts. We examine rotationality and hardship in diplomacy, identifying these as spatial and institutional practices for managing a global network of diplomatic personnel and sites. These are institutionalized in foreign ministries’ processes for assessing and compensating hardship and danger, and embodied in the design, function, and locational contexts of embassy buildings in foreign capitals. We rely on empirical examples from the US and Canadian foreign services, looking at US embassies in Berlin and Baghdad, and “Havana syndrome” among American and Canadian diplomats and their family members. We conclude that security-heavy forms of hardship assessment and management can limit diplomats’ ability to build local knowledge and constrain the interaction and openness usually prized in diplomatic practice.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".