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
This article examines the representations of Ophelia in Soviet academic and literary texts, as well as in Grigori Kozintsev's internationally renowned film version of Hamlet. Analyzing the Soviet cult of Shakespeare, I argue that Soviet portrayals of Ophelia — ranging from a threatening mechanical creature to a shrinking doll — reflect the difficulty of legitimizing Shakespeare and his plays, even under conditions of strict ideological control. Accepting Shakespeare as a proto-socialist writer, and lauding Hamlet as a people's hero, requires a struggle against the text and a policy of determined misreading. As a disruptive girl character, not easily assimilated into the centralizing force of communist ideology, Ophelia is marginal to the masculine project of state-building into which Shakespeare, and consequently Hamlet, are co-opted. In Soviet portrayals, she embodies the doubt about how Shakespeare's foreign birth and bourgeois origins might affect his potential for properly educating proletarian readers. This representational trend continues beyond the fall of the Soviet Union in 1991; at the same time, post-Soviet women authors query Ophelia's marginal status, using her as a point of entry into the cultural canon.
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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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