How to Make Good Kids with Books: Post-Soviet Parenting and the Commodification of Children’s Literature
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 place of children’s books in parenting strategies in Russian families. It approaches children’s books and their circulation in post-socialist Russia as one of the cultural sites where social distinction and gender are negotiated and articulated. It argues, in particular, that the importance of children’s books in post-Soviet parenting is related to a perceived insecurity of one’s social status and aspirations for a higher, or more secure, social position for themselves and their children. Genealogically, this importance draws on the Soviet-era understanding of books as a universal cultural value equally available to every Soviet citizen, but in this post-Soviet context, this idea is internalized and appropriated by the urban middle class as a means of creating and supporting social distinction.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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