Mixed signals: what Putin says about gender equality
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
The prevailing wisdom among scholars of gender in Russia is that Vladimir Putin – as Russia’s “strongman” president – has become an agent of traditionalism. Some political scientists, often without a gendered lens, have argued that Putin is not so powerful, compelled to deploy various tactics and ideologies to balance competing interests among elites and retain support from the general public. We systematically analyze Putin’s statements about gender in two decades of his annual speeches (1999–2020) to better understand how Putin rules. Coding Putin’s remarks on a spectrum from promoting to opposing gender equality, we find that there has been no shift toward an explicit traditionalism, but rather, an expansion of the gender-stereotypical/Soviet views that have dominated Putin’s pronouncements all along. We argue that Putin’s diverse remarks across the spectrum of gender (in)equality constitute an important part of his efforts to balance diverse elite interests and enlist mass support.
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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 | 0.001 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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