Misrepresenting Russia : Western perceptions of the Putin years, 1999-2008
Bibliographic record
Abstract
L’ascension de Vladimir Poutine à la présidence de la Russie fut un point tournant dans l’histoire de la Russie et de ses relations avec l’occident. Lorsqu’il est comparé aux politiques plus pro-occidentales de son prédécesseur, Boris Eltsine, le nouveau nationalisme russe de Poutine changea la relation de la Russie avec l’Occident. Ce texte utilise des articles publiés dans quatre journaux influents de l’Occident—le Washington Post, le New York Times, le Guardian et l’Independent—pour montrer comment l’Occident percevait la Russie entre 1999 et 2008. Poutine fut longuement critiqué pour avoir transformé la « démocratie », instauré par l’Occident dans les années postsoviétiques, en autocratie qui reflétait plus le contexte politico-social traditionnel russe. La Russie refusa de se soumettre aux intérêts de l’Occident. Les médias populaires occidentaux, reflétant les intérêts de leurs gouvernements respectifs, ont rondement critiqué la nouvelle direction de la Russie. L’obligation perçue par les médias occidentaux de promouvoir la « démocratie » autour du globe les a menés à condamner Poutine et la Russie, ce qui créa un sentiment de « russophobie ».
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".