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 gap between those living in the city and those in the countryside remains one of China's most intractable problems. As this powerful work of grassroots history argues, the origins of China's rural-urban divide can be traced back to the Mao Zedong era. While Mao pledged to remove the gap between the city worker and the peasant, his revolutionary policies misfired and ended up provoking still greater discrepancies between town and country, usually to the disadvantage of villagers. Through archival sources, personal diaries, untapped government dossiers and interviews with people from cities and villages in northern China, the book recounts their personal experiences, showing how they retaliated against the daily restrictions imposed on them while traversing between the city and the countryside. Vivid and harrowing accounts of forced and illicit migration, the staggering inequity of the Great Leap Famine and political exile during the Cultural Revolution reveal how Chinese people fought back against policies that pitted city dwellers against villagers.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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