Academic Significance and Contemporary Value on the Gap between the Rich and the Poor of Song Dynasty
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
As we all know, from Tang dynasty to Song dynasty, there’s an obvious change of traditional Chinese society. In academia, it is called the Tang-Song transformation. In the social and economic level, there has been a widening gap between the rich and the poor and frequency of social conflicts. Facing the growing gap between the rich and the poor problem, the Song government governed the society by taking a series of positive measures, in order to reduce the wealth gap. For this issue, in academia, there have been some researches and investigations, but these achievements are still not enough. This thesis tries to conduct a preliminary explanation of the academic significance and contemporary value of academic history review and rational discussion, in order to strike a chord in academia.
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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 | 0.013 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.008 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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