Дискурсивные практики во внешней политике Российской империи в первой четверти XIX века: балканские народы
Bibliographic record
Abstract
The article focuses at the discursive practices of legitimizing the Russian state intervention in the fate of the Ottoman Empire Balkan nations’ subjects in the first quarter of the XIX th century. As a result of diplomatic correspondence materials analysis with the purpose to reveal the Russian agents’ estimations, their classification is presented. The author undertakes the attempt to give the characteristics of the main categories revealed in the classification of the Russian diplomatic agents’ views and their further systematization. The author seeks to demonstrate the compliance of certain discursive practices with the certain groups of diplomatic agents.
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.
How this classification was reachedexpand
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 | 0.012 | 0.005 |
| Meta-epidemiology (narrow) | 0.014 | 0.015 |
| Meta-epidemiology (broad) | 0.014 | 0.009 |
| Bibliometrics | 0.007 | 0.016 |
| Science and technology studies | 0.013 | 0.012 |
| Scholarly communication | 0.010 | 0.012 |
| Open science | 0.019 | 0.007 |
| Research integrity | 0.011 | 0.014 |
| Insufficient payload (model declined to judge) | 0.086 | 0.087 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".