Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
During the Obama administration years, the American military seemed to be withdrawing and American global hegemony withering. The administration had adopted a new foreign policy doctrine called “offshore balancing,” and its critics were many, dubbing the doctrine “neoisolationist.” However, this label has misdiagnosed the doctrine, which as this essay will first argue, can more accurately be labeled “pseudoneoisolationist”—the American military may have withdrawn its conventional forces to a degree, but it continues to become increasingly reliant on unmanned combat aerial vehicles (UCAVs). These UCAVs have allowed the United States to maintain Pax Americana while appearing to have staged a global retreat. This essay will then argue that two aspects of the American drone program have redefined territoriality: targeting methods and legal justification. This redefinition is a neoimperialist understanding, although admittedly it is one that cannot be correctly categorized as imperialist nor neoimperialist based on their traditional definitions. Finally, this essay will discuss why it is important to discuss the first two subjects (i.e. offshore balancing and the American drone program’s redefinition of territoriality) together, rather than in isolation.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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 it