Benevolent Reeducation and Active Remolding: A Perspective from Liu Yuxuan’s Diary and Correspondence
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
Using recently published personal correspondence and a diary (supplemented by camp gazetteers, recollections, etc.), this article attempts to examine the experiences and inner world of Liu Yuxuan, an intellectual persecuted in 1950s China, during his internment in a reeducation-through-labor ( laojiao) camp—his activism in ideological remolding, his perspectives on himself and his campmates, his wife’s role in his redemption, and some practices of and conditions in the Shandong First Laojiao Institution. While recent scholarship has noted the presence of relatively benevolent laojiao camps in the Mao Zedong era, this article shows what reeducation was like for a single individual. It also shows that, for certain types of victims of the Chinese Communist Party’s political campaigns, reeducation involved both genuine efforts for transformation and pragmatic concerns regarding surviving laojiao.
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 | 0.000 | 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 | 0.003 | 0.000 |
| 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