North China Famine Revisited: Unsung Native Relief in the Warlord Era, 1920–1921
Bibliographic record
Abstract
Abstract This paper makes the case that in China's most severe food crisis of the first quarter of the twentieth century—the great north China famine of 1920–1921—considerable life-saving relief was generated by three largely-neglected segments of Chinese society: Buddhist and other native charity efforts working along parallel social channels to the better-publicized missionary and international relief groups; the Republic's much-maligned military establishment; and officials and residents of the stricken communities themselves who were operating largely ‘below the radar’ of the distant, mostly city-based chroniclers of the famine whose voices have been privileged in the later history-writing process. Despite the recent fall of the Qing and the beginnings of a fractured era of warring between provincial governors, this paper suggests that communities in the increasingly neglected periphery of 1920 north China were significantly more viable and attentive to social welfare needs than has been previously recognized.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.010 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".