More Important Than Guns: Chinese Adult Education After the Long March
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
Without adult education, there would have been no Communist government in China. Once the Long March arrived in Yan’an, Mao and Communist leaders used adult education in informal and nonformal settings to build momentum for revolution. This article analyzes the theory and practice of adult education during the Yan’an “golden years” (1936—1939) of Chinese communism. Data were derived from interviews in Yan’an and close analysis of writings by foreign visitors to the Red base. Because of 1950s McCarthyism in the United States and tyrannical behavior in post-1949 China, Chinese Communists rarely appear in orthodox adult education history in the west. But after 30 years of “reform and opening,” this is a good time to recall Yan’an adult education and remarkable foreigners who studied and contributed to it. Although Chinese are now obsessed with modernization and money, looking into a rearview mirror might help illuminate adult education on the Red road ahead.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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