The Post-Cold War United States: A Looming Stone for This Goliath
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
Since the end of the cold war, analyst thought that the United States was ready to go into retirement from International troubled waters and sleep with two eyes closed, however this is not to be as the most powerful nation was plunged into another conflict which is fought against an unknown enemy within and outside its shores. While some call these faceless enemies Islamist Militants and International Terrorist, these groups and their appealers prefer to call themselves freedom fighters or Jihadist. The paper examines the aftermath of the Cold War and the various challenges and threat to the sovereignty and territorial integrity of the United States and its allies as well as a solution to the recurring attacks on this Goliath, its satellites, agents, Institutions and Citizens across the globe. The paper uses historical and descriptive method of study. The paper concludes that if this Goliath must survive the threat of a looming Stone, then it must tread softly.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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