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 This article is primarily about the seals of the National Security Agency (NSA) and its Central Security Service (CSS). Specifically, this article provides, for the first time, a copy of the NSA seal that preceded the current one, a copy of the CSS seal, and their respective histories. A brief biography of the current CSS Deputy Chief and a very brief history about CSS itself is also provided. A number of references are made to James Bamford's two books: Body of Secrets (May 2001) and The Puzzle Palace (1982). My intention is not to nitpick his works. Rather, I simply wish to clarify points that readers may find confusing, especially since he is the world's leading authority on NSA. I not only admire Bamford's investigative journalism, but also strive toward the very high standard that he has set. Keywords: National Security AgencyNSACentral Security ServiceCSSService Cryptological AgenciesSCAService Cryptologic ElementsRichard NachmanNachmanArmy Lieutenant General Marshall S. CarterCarterAir Force Major General Tiiu KeraKeraAir Force Lieutenant Kenneth A. MinihanMinihanCommunications Security EstablishmentCSECanadian Forces Supplementary Radio SystemCFSRSSRSCanadian Forces Information Operations GroupCFIOGJames BamfordBamfordNaval Security GroupNSGNSGC.
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 | 0.000 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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