The Port of Mars: The United States and the International Community
Bibliographic record
Abstract
The United States is at a critical crossroads in its foreign policy and its relationship to the international community. Indeed, the very existence of an international community, rooted in the authority of the United Nations and capable of enforcing its resolutions, is from Washington's contemporary perspective an issue of contention. The foreign policy of the administration of George W. Bush has demonstrated, both before and after the tragic events of 11 September 2001, a willingness to undertake major initiatives unilaterally when these are deemed to be in the vital interest of the United States specifically or of international order generally. In light of the inability of the United Nations to exercise collective will in the effort to disarm the aggressive regime of Saddam Hussein in Iraq, 1991-2003, Washington's determination to act alone or in coalitions-of-the-willing to secure international order is a welcome alternative to the international community as it is presently constituted.
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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 | 0.005 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.016 | 0.018 |
| Scholarly communication | 0.024 | 0.015 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.008 | 0.007 |
| Insufficient payload (model declined to judge) | 0.020 | 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".