The <scp>U</scp>nited <scp>S</scp>tates and <scp>B</scp>ahrain: Interpreting the Differentiated <scp>U</scp>.<scp>S</scp>. Responses to the <scp>A</scp>rab <scp>S</scp>pring
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
Abstract We examine how the U nited S tates' response to the situation in B ahrain can be differentiated from that in L ibya and E gypt based on a comparative content analysis of the U . S . administration's press releases, remarks, and interviews during the first three months of the A rab S pring movement. Our findings indicate that although the level and duration of violence were comparable, the U . S . government response was strikingly different with the support given to the B ahraini government, in contrast to the critical stances adopted towards L ibya and E gypt. We explain how the U nited S tates' lack of political incentive to act and concerted support by its allies were influential factors for the U nited S tates' differentiated policy during the A rab S pring.
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 | 0.009 | 0.235 |
| Meta-epidemiology (narrow) | 0.004 | 0.003 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.007 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it