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
Diplomacy and the categories of diplomats can be traced back to ancient times. In the early modern era national prestige and diplomatic rank became linked, giving rise to the need to establish agreed upon rules of rank and privilege in the conduct of diplomacy. The Congress of Vienna in 1815 and the Congress of Aix‐la‐Chapelle in 1818 defined four classes of diplomat: ambassadors, envoys, ministers, and chargés d'affaires , in descending order. In 1961 the Vienna Convention on Diplomatic Relations codified these ranks in a tighter order of three: ambassadors, envoys/ministers, and chargés d'affaires ; and new rules for matters of diplomatic precedence, privilege, and immunity were established. Historically and under the current provisions of the Vienna Convention, rank confers upon diplomats gradations of status and authority, as well as privilege and immunity, that shape diplomatic relations.
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 | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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